Extent of mobile phone application in farming: A Probabilistic Model

Extent of mobile phone application in farming: A Probabilistic Model | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article Extent of mobile phone application in farming: A Probabilistic Model Termaric Oinam This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-1909883/v1 This work is licensed under a CC BY 4.0 License Status: Posted Version 1 posted You are reading this latest preprint version Abstract Background Mobile phones are extremely popular amongst young people, cutting across gender or locality, and can serve for improving efficiency of agricultural markets, promoting investment, and contributing to empowerment. As usage and application of ICT (Information and Communication Technologies) gadgets and gizmos are generally adhered to the youths compared to the old and aged personnel, a thorough understanding on the extent of mobile phones application in farming by tribal rural youth is a right paramount in such a challenging hill agricultural production and knowledge systems of Meghalaya. Methods A four stage sampling has been followed in the study. Snowball sampling was implemented to select respondents which brought total respondents to 240. All of the respondents were tribal rural youth farmers between 19–35 years. One of the indifferent criterions for the sample rural youth will be the farmer who possesses a smart mobile phone. Multinomial logistic regression (MLR) was used to predict the probabilities of the different possible outcomes of a categorically distributed dependent variable, given a set of independent variables. Results Parameter estimates showed that annual income, perceived ease of use, mobile phone service reliability, money spent on mobile phone monthly have no impact on the use of mobile phone application in farming whilst agricultural land holding, decision making, perceived usefulness and education have significant bearings on the extent of mobile phone application in farming. tribal rural youth farmers smart mobile phone MLR Introduction The ageing population of farmers and declining interest among rural youth to take up agriculture as a profession are challenges for agricultural sustainability not only in India but also in other countries of the world. The average age of a farmer in the US is 58 years, while that of a Japanese farmer is 67 years. Every third European farmer is more than 65 years old and average age of an Indian farmer is 50.1 years (Richard, 2019). A large section of youth invariably prefers to migrate to cities to seek employment, especially the government jobs. Hence, a major challenge today is how to retain youth in agriculture, which certainly cannot be left unaddressed. The declining interest of rural youth in agriculture is directly related to existing poor physical amenities, socio-economic conditions and lack of enabling environment. Economic factors such as low paid employment, inadequate credit facilities, low profit margins, and lack of insurance against crop failure are also discouraging youth to get engaged in agriculture. Social factors include public perception about farming, especially the parental desire that their children should opt out of agriculture are also the reasons for choosing occupation other than agriculture. Sarah (2014) also opined that agriculture has an image problem where for the majority of the world’s youth, agriculture simply isn’t seen as being cool or attractive. Most think of it only as back-breaking labour, without an economic pay – off and little room for career advancement. Even though the scientific research is advancing fast and new techniques are being added continuously, agriculture in India has certain distinctive characteristics, which influence its pattern of development. These are diversities of physical conditions, farming systems, production requirements with in a small farm sector, cultivation of vast tract of land in rain-fed conditions, high incidence of pests and diseases, as well as proneness to flood and drought. Without the spread of these agricultural innovations from research systems to client system, the problems of Indian farmers remain un-solved. At this juncture, the increasing rural youth population who are the future producers where agriculture is inherited occupations can play a vital role in future crop sustainability. The youth could be the ideal catalyst to change the poor image of persons involved in farming, especially in the rural communities given their greater possibility to adapt new ideas, concept and technology which are all important to changing the way farming is practiced and perceived. Webster & Ganpat (2014) recommend that the only effective means to convince youth of success in this area is through youth participation on demonstration farms that highlight integrated technology use. The agricultural sector’s high potential for innovation and technological advancement must be highlighted to trigger youth interest (Bahaman et al. 2010; Lyocks et al. 2013; Webster & Ganpat, 2014). The integration and use of ICT can highlight the potential for financial gain within the sector, as innovation and modern technology are generally associated with higher skilled, higher quality and higher productivity types of work (Lyocks et al. 2013; Shaffril et al. 2009; Webster & Ganpat, 2014). Technology use, such as mobile phones, leads to greater social cohesion, information exchange, and a means for infrastructure (Goodman, 2005; Ilahiane, 2007; Shaffril et al. 2009). Mobile phones are extremely popular amongst young people across regions, regardless of gender or locality, and can serve for improving efficiency of agricultural markets, promoting investment, and contributing to empowerment (Shaffril et al. 2009). Notably, many mobile phone related initiatives have been taken up in different part of India for boosting agriculture and allied sectors including the north-eastern region of the country. Similarly, the state of Meghalaya has diverse ICT associated initiatives that are being implemented in the state namely, Mobile Based Agro-Advisory System for Farmers in North-East (m4AgriNEI), Knowledge Innovation Repository in Agriculture for North-East (KIRAN), Intelligent Advisory System for Farmers (IASF) etc. Correspondingly, other mobile phone applications initiatives such as ‘Go Meghalaya, ‘Meghalaya Agri-Marketing Application (MEGAMB)’, ‘Mobile Farm Solutions’, ‘Organic Pesticide Information Supply for Agriculture (OPIS)’ are also being operational in the state. Such dedicated mobile phone applications implies that farmers can acquire information and other services for agriculture and rural development. As usage and application of ICT gadgets and gizmos are generally adhered to the youths compared to the old and aged personnel, a thorough understanding on the extent of mobile phones application in farming by rural youth is right paramount in such a challenging hill agricultural production and knowledge systems of Meghalaya. Materials And Methods A four stage sampling has been followed in the study. In the first stage, the Meghalaya state has been selected, as many ICT and mobile phone related agricultural services are operational. In second stage, four districts namely West Jaintia Hills, West Garo Hills, South Garo Hills and Ri-Bhoi have been selected purposively. In third stage, two villages from each district having more than one thousand populations were selected thereby entailing twelve villages in total. Finally, snowball sampling was carried out to select twenty respondents to constitute a true representative of the population under research from each village which brought total respondents to 240. All of the respondents were rural youth farmers between the ages of 19-35 years. One of the indifferent criterions for the sample rural youth will be the farmer who possesses a smart mobile phone. Relevant variables were selected on the basis of review of literature, interaction with experts and based on judges’ opinion. Interview schedule was pre-tested and piloted to refine with 20 non-sampled rural youth farmers who were selected randomly from non-sampled area and the face validity, content validity and reliability of the interview schedule were carefully assessed. Multinomial logistic regression (MLR) was used to predict the probabilities of the different possible outcomes of a categorically distributed dependent variable, given a set of independent variables. Model diagnostics are used to detect multicollinearity, outliers and influential observations. Multicollinearity in the multinomial logistic regression solution is detected by examining the standard errors for the regression coefficients. Standard errors larger than 5 indicates the occurrence of multicollinearity (Allison, 2012). Outliers in the multinomial logistic regression solution are identified using standardized residuals. The residual is the difference between the actual probability and the predicted probability for a case. If a standardized residual is larger than 3.0 or smaller than -3.0, it is considered an outlier (Sarkar, 2011). Outlying observations are further ascertained as to whether or not the observations are influential. An outlier is considered influential if its exclusion causes major changes in the fitted regression function. An influential outlier is measured by Cook's distance A case is identified as influential if its Cook's distance is greater than 1(Jacobi, 2005). When the outcomes of a response variable are polytomous with J nominal categories 2, J > 2, the multinomial logistic regression model with the multinomial response variable, Y and multiple predictor variables, X 1 , ..., X p-1 consists of j-1 non-overlapping logit models given by the following formula Y 1 is the value of the multinomial response variable for the i th unit, β 0, β 1 , ..., β p-1 are parameters, X i1 , ... , X i, p-1 are known constants, i = 1, ..., n. The J-th category is the reference category. Results And Discussion MLR was employed with selected independent variables namely , agricultural land holding, annual income, decision making, perceived ease of use, perceived usefulness, mobile phone service reliability, money spent on mobile phone monthly, gender and education in an attempt to identify model on extent of mobile phone application in farming by rural youth farmers’. Diagnostics from the ‘Paramater Estimates’ (Table 7) reveals that SD are between 0 and 5 indicating there is no multicollinearity amongst the independent variables. Cooks distance minimum (0.000) and maximum (0.039) values which is less than 1 as evident from table1 indicates there are no potential influences by outliers. Model fitting information H o : There is no difference between model without independent variables and the model with independent variables. H a : There is difference between model without independent variables and the model with independent variables. A glance on table 2 disclosed that sig value of final model is 0.04 which is less than 0.05. Thus H 0 is rejected. Therefore, it can be stated that the final model is a fit model at 5% level of significance and the analysis is valid. Goodness-of-Fit H 0: the model is adequately fit If sig value < 0.05, null hypothesis is rejected. Pearson sig value in the model is 0.991 (table 3). Thus we accept the null hypothesis i.e. the model is adequately fit. Amount of variation in MLR relationship between dependent variable and independent variables The pseudo-R squares viz., Cox & Snell R squares and Nagelkerke R squares values of 0.492 and 0.571, as apparent from Table 4 divulged that between 49.2% and 57.1% of the variability in dependent variable is explained by the set of selected independent variables used in the model. Further, McFadden pseudo-R square 0.225 represent a good fit of the model as values between 0.2 and 0.4 should be taken to represent a very good fit of the model (Louviere et al., 2000). Likelihood ratio relationship between dependent and independent variables The likelihood ratio test, as evident from Table 5 can be concluded that predictor variables viz., agricultural land holding, decision making, perceived usefulness and education were significant at 5% with respect to ‘low’ and ‘medium’ categories of extent of mobile phone application. Parameter estimates for extent of mobile phone application in farming It is evident from Table 6 that majority (129 respondents) of the rural youth farmers belonged to medium extent of mobile phone application, followed by low (63 respondents) low extent of mobile phone application and high (48) high extent of mobile phone application. Parameter estimates for ‘Low’ extent of mobile phone application in farming relative to ‘High’ extent of mobile phone application in farming are inferred below Table 7 gives the parameter estimates for ‘low’ extent of mobile phone application in farming and ‘medium’ extent of mobile phone application in farming where the reference category is ‘high’ extent of mobile phone application. Only the predictor variables which were found to be significant were inferred. Agricultural land holding – This is the multinomial logit estimate for unit increase in agricultural land holding decreases the log odds of being low relative to high by 0.559 times while holding all other variables constant. This was significant (0.022<0.05). EXP (B) indicates that increase in agricultural land holding decreases the probability of low extent of mobile phone application of rural youth farmers to ‘high’ by 0.571 times Decision making – This is the multinomial logit estimate for unit increase in decision making scores decreases the log odds from low relative to high by 0.382 times when the other variables in the model remain constant. This was significant (0.012<0.05). EXP (B) indicates that increase in decision making of rural youth farmer decreases the probability of being low to high by 0.682 times. Perceived usefulness – This is the multinomial logit estimate for unit increase in perceived usefulness score decreases the log odds from low relative to high by 0.170 times. This was significant (0.003<0.05) and EXP (B) indicates that increase in perceived usefulness of rural youth farmers decreases the probability of being low to high by 0.843 times. Education – Educational status is treated as categorical variable where illiterate is treated as the reference category. Rural youth farmer’s educational status on the multinomial log odds of their choice of “low extent of mobile phone application in farming” and “high extent of mobile phone application in farming” are inferred below. Education 5 and 1 – Odds of rural youth farmer who are graduates have the extent of “low mobile phone application” rather than “high mobile phone application” by 0.368 times or 63.13 % lesser than the odds of rural youth who are illiterates. Education 4 and 1 – Odds of rural youth farmer who are higher secondary educated have the extent of “low mobile phone application” rather than “high mobile phone application” by 0.525 times or 47.48% lesser than the odds of rural youth who are illiterates. Education 3 and 1 – Odds of rural youth farmer who are secondary educated have the extent of “low mobile phone application” rather than “high mobile phone application” by 0.772 times or 22.74% lesser than the odds of rural youth who are illiterate. Education 2 and 1 – Odds of rural youth farmer who are primary educated have the extent of “low mobile phone application” rather than “high mobile phone application” by 0.877 times or 12.27% lesser than the odds of rural youth who are illiterates. Parameter estimates for ‘Medium’ extent of mobile phone application in farming relative to ‘High’ extent of mobile phone application in farming are inferred below Table 7 gives the parameter estimates for ‘medium’ extent of mobile phone application in farming relative to ‘high’ extent of mobile phone application. Only the predictor variables which were found to be significant were inferred. Agricultural land holding – This is the multinomial logit estimate for unit increase in agricultural land holding decreases the log odds of being medium relative to high by 0.447 times while holding all other variables constant. This was significant (0.000<0.05). EXP (B) indicates that increase in agricultural land holding decreases the probability of being medium to high by 0.639 times. Decision making – This is the multinomial logit estimate for unit increase in decision making scores decreases the log odds from medium relative to high by 0.104 times when the other variables in the model remain constant. This was significant (0.014<0.05). EXP (B) indicates that increase in decision making scores of rural youth farmer decreases the probability of being medium to high by 0.901 times. Perceived usefulness – This is the multinomial logit estimate for unit increase in perceived usefulness score decreases the log odds from medium relative to high by 0.358 times. This was significant (0.039<0.05) and EXP (B) indicates that increase in perceived usefulness of rural youth farmers decreases the probability of being medium to high by 0.699 times. Education – Rural youth farmer’s education level on the multinomial log odds of their choice of “medium extent of mobile phone application in farming” and “high extent of mobile phone application in farming”. Education 5 and 1 – Odds of rural youth farmer who are graduate have the extent of “medium mobile phone application” rather than “high mobile phone application” by 0.428 times or 57.13% lesser than the odds of rural youth who are illiterates. Education 4 and 1 – Odds of rural youth farmer who are higher secondary educated have the extent of “medium mobile phone application” rather than “high mobile phone application” by 0.514 times or 48.52% lesser than the odds of rural youth who are illiterates. Education 3 and 1 – Odds of rural youth farmer who are secondary educated have the extent of “medium mobile phone application” rather than “high mobile phone application” by 0.702 times or 29.74% lesser than the odds of rural youth who are illiterates. Education 2 and 1 – Odds of rural youth farmer who are primary educated have the extent of “medium mobile phone application” rather than “high mobile phone application” of 0.796 times or 20.38% lesser than the odds of rural youth who are illiterates. As mobile phone are getting more affordable with data cards getting cheaper due to competition in market, predictor variables viz., ‘annual income’ and ‘money spent on mobile phone monthly’ may not have significantly affected the use of mobile phone in farming. This corroborates with the findings of World Bank (2011) Teza et al . (2016) and Jillella, T (2016) which opined that prepaid connectivity, inexpensive devices, and often available second hand devices made mobile phone accessible to the respondents. In other words, annual income has nothing to hinder in using or not using of mobile phone in farming. Further, as youths nowadays are tech – savvy, ‘perceived ease of use’ also does not significantly affect mobile phone application in farming. Mobile networks were fairly good from where the study was carried out; therefore, mobile phone service reliability has nothing to influence the use of mobile phone application in farming and allied activities. This finding is in contrast with the findings of Shankariah and Swamy, (2012); Oyeyinka and Bello, (2013) and Rebekka Syiem and Saravanan Raj, (2015) which stated that mobile network were a bottleneck to the farmers in accessing services related to agriculture and allied. It can be inferred from the above results of parameter estimates that agricultural land holding, decision making, perceived usefulness and education have significant bearings on the extent of mobile phone application in farming. It discloses that mobile phone is significantly supportive in taking the right decision at the right time. It can also be construed that mobile phone application in farming are also primarily used by tribal rural youth farmers who possessed a larger cultivable area than those tribal rural youths who have lesser cultivable field. This might be due to the fact that rural youth farmers who possessed larger farms used mobile phone for contacting merchants to sell their produce at bulk. The market connectivity is also improved with the visibility and knowledge of the potential buyers and sellers in the locality with an opportunity to develop direct contacts. Additionally, the grocery shop owner or the merchant at the distant or local market may search for deal and contact the farmer directly over phone or through whatsApp. At the same time, the extent of mobile phone application in farming is also greatly influenced by educational level of the respondents. All this may perhaps have led to the increase in extent of mobile phone application in farming. As it is evident from the study that mobile phones help in decision making of the tribal rural youth farmers in sustaining agricultural activities and prefer to use mobile phone in farming and allied sectors. The impact of such new technologies on how smart mobile phone can attract youth and lead to substantial economy growth can be realized only when such new technologies are widely diffused. Therefore, more awareness, workshops, training programs especially mobile application training should be given to the targeted beneficiaries to extract the maximum potential and benefits of mobile phone usage in farming which will eventually not only attract youth in farming but also change the image problem of agriculture as not cool or back-breaking. This will attract more youths in agriculture and allied sectors which will be future food producers, enforcing more food security and also helping in achieving SDG (Sustainable Development Goals) for zero hunger at large. References Allison, P. (2012) What Can You Safely Ignore Multicollinearity? http://statisticalhorizons.com/multicollinearity . Bahaman, A.S., Jeffrey, L.S., Hayrol Azril, M.S., and Jegak, U. (2010). Acceptance, Attitude and Knowledge Towards Agriculture Economic Activity between Rural and Urban Youth: The Case of Contract Farming. Journal of Applied Sciences, 10 (19): 2310-2315. Goodman, J. (2005). Linking Mobile Phone Ownership and Use to Social Capital in Rural South Africa and Tanzania. Vodafone Policy Paper Series, No. 2. Ilahiane, H. (2007). Impacts of ICTs in agriculture: Farmers and mobile phones in Morocco. Paper presented at the American Anthropological Association Conference, Washington, D.C., December, 2007. Jacobi, G.J. (2005). Regression III: Advanced Methods. http://polisci.msu.edu/jacoby/icpsr/regress3 . Jillella, T. (2016). Mobile apps as an extension services delivery tool among the livestock farmers: an exploratory study. Ph.D. Thesis, Submitted to College of Veterinary Science. P.V.Narsimha Rao Telangana Veterinary University, Rajendranagar, Hyderabad-500030 Louviere , J.J., Hensher, A.D., and Swait, D.J. (2000). Stated choice methods. New York: Cambridge University Press. Lyocks, J.S., Lyocks, S.W.J., & Kagbu, J.H. (2013). Mobilizing Youth for Participation In Nigerian Agricultural Transformation Agenda: A Grassroots’ Approach. Journal of Agricultural Extension, 17 (2): 78-87 Oyeyinka, R.A. and Bello, R.O. (2013). Farmers Use of ICTs for Marketing Information Outlets in Oyo State, Nigeria. Journal of Agricultural Science, 5 (11):150-158. , doi: 10.5539/jas.v5n11p150 Rebekka Syiem and Saravanan Raj. (2015). Access and Usage of ICTs for Agriculture and Rural Development by the tribal farmers in Meghalaya State of North-East India. Journal of Agricultural Informatics. 2015 Vol. 6, No. 3. P 24-41 Richard, M. (2019). Farmers ageing, new generation disinterested: Who will grow our food?. Down to Earth. https://www.downtoearth.org.in/blog/agriculture/farmers-ageing-new-generation-disinterested-who-will-grow-our-food--65800 Sarah, S. (2014). Making Agriculture “Cool” for Youth. Food Tank. https://foodtank.com/news/2014/07/making-agriculture-cool-for-youth/ . Shaffril, H.A., Hassan, M.S., Hassan, M.A., & D’Silva, J.L. (2009). Agro-based Industry, Mobile Phone and Youth: A Recipe for Success . European Journal of Scientific Research, 36(1): 41-48. Shankaraiah, N. and Swamy, B.K.N. (2012). Mobile communication as a viable tool for Agriculture and Rural Development. Proceedings of Mobiles for Development held on 2012. Department of Agricultural Extension, University of Agricultural Sciences, Bangalore. Teza, J., Subramanyeswari, B. and Rajanna, N. (2016). Mobile phone using behavior of WSHG members. Journal of Communication Studies , 36 (1):20-27. Webster, N. and Ganpat, W. (2014). St Vincent Youth and Careers in Agriculture . The Journal of Agricultural Education and Extension, 20(1): 49-64. World Bank (2011). ICT in Agriculture, Connecting Smallholders to Knowledge, Networks and Institutions. e- source book, Report Number 64605. Tables Table 1 Cook’s distance Sl. No. Predictor Minimum Maximum n Cook's Distance .000 .031 240 Table 2 Model Fitting Information Model Model Fitting Criteria Likelihood Ratio Tests -2 Log Likelihood Chi-Square df Sig. Intercept Only 264.923 Final 182.717 82.206 24 .04 Table 3 Goodness-of-Fit Chi-Square df Sig. Pearson 273.406 156 .991 Table 4 Pseudo R-square for extent of mobile phone application in farming Cox and Snell 0.492 Nagelkerke 0.571 McFadden 0.225 Table 5 Likelihood Ratio Tests for Extent of Mobile Phone Application in Farming Effect Model Fitting Criteria Likelihood Ratio Tests -2 Log Likelihood of Reduced Model Chi-Square df Sig. Intercept 282.717 .000 0 Agricultural Land Holding 307.755 25.038 2 .000 Annual Income 305.078 22.361 2 .140 Decision Making 289.163 6.446 2 .040 Perceived Ease of Use 285.914 3.198 2 .202 Perceived Usefulness 283.356 .640 2 .026 Mobile Phone Service Reliability 282.980 .263 2 .117 Money Spent on Mobile Phone Monthly 322.176 39.459 2 .240 Gender 283.298 .582 2 .748 Education 288.095 5.379 8 .016 Table 7 Parameter estimates for extent of mobile phone application Categorical a B Std. Error df Sig. Exp(B) 95% Confidence Interval for Exp(B) Lower Bound Upper Bound low Intercept -20.951 10.133 1 .998 Agricultural Land Holding -.559 .216 1 .022 0.571 .009 2.689 Annual Income .801 .245 1 .103 2.227 1.000 2.341 Decision Making -.382 .129 1 .012 0.682 .218 1.173 Perceived Ease of Use .298 .363 1 .412 1.347 .661 2.743 Perceived Usefulness -.170 .418 1 .003 1.186 .523 2.690 Mobile Phone Service Reliability .160 .422 1 .105 1.173 .513 2.683 Money Spent on Mobile Phone Monthly .022 .008 1 .106 1.022 1.006 1.039 [Gender=1.00] .324 1.407 1 .818 1.382 .088 2.776 [Gender=2.00] 0 b . 0 . . . . [Education=5.00] -0.998 .568 1 .009 0.368 .179 1.279 [Education=4.00] -0.644 0.332 1 .040 0.525 .000 1.305. [Education=3.00] -0.258 .213 1 .007 0.772 .000 1.432. [Education=2.00] -.0.131 .062 1 .006 0.877 .000 1.236. [Education=1.00] 0 b . 0 . . . . medium Intercept -1.670 1.957 1 .394 Agricultural Land Holding -.447 .201 1 .000 0.639 .289 1.636 Annual Income .900 .675 1 .902 2.459 1.000 3.000 Decision Making -.104 .035 1 .014 0.901 .930 1.067 Perceived Ease of Use .125 .075 1 .094 1.133 .979 1.313 Perceived Usefulness -.358 .094 1 .039 0.699 .785 1.135 Mobile Phone Service Reliability -.425 .096 1 .229 .975 .808 1.176 Money Spent on Mobile Phone Monthly .212 .052 1 .100 1.236 1.007 1.016 [Gender=1.00] -.219 .318 1 .492 .804 .431 1.499 [Gender=2.00] 0 b . 0 . . . . [Education=5.00] -0.847 .297 1 .020 0.428 .402 6.057 [Education=4.00] -.664 .239 1 .028 0.514 .347 4.549 [Education=3.00] -.353 .167 1 .005 0.702 .347 4.788 [Education=2.00] -.228 .155 1 .001 0.796 .205 2.504 [Education=1.00] 0 b . 0 . . . . a. The reference category is: high. Declarations “Author contribution” statement I ‘Dr Termaric Oinam’ is the sole author of this article. This manuscript was a part of my research work during my PhD program. Additional Declarations Competing interests: The authors declare no competing interests. Cite Share Download PDF Status: Posted Version 1 posted You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-1909883","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":154891350,"identity":"08b35a78-8b8a-4705-b82c-fc9e55559fc6","order_by":0,"name":"Termaric Oinam","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAA/klEQVRIiWNgGAWjYPACCQYG9ubjHxIMbGQQIjgAD1wBz7E0hg8FaTzEagGpyVFjnPHhMA9OpTBgz977dMPPPRbyDAw5bI95DM7zmEskMH74wGCRh9MWnuNmN3ueSRg2MJw9bsxjcJvHckYCs+QMBolinFok0thu8ByQSGBg7EuQBmkxuJHAxszDIJHYgEuL/DO2m39AWph5DIBazhGhRYKN7TbYFjYeM8kZBgeI0HImje22zAEJwzYetmSDDwbJPJY9D5uBenFrYW8/xnbzzYE6eX75xwcfJPyxkzNnTz744UNFHU4tcMAGYxgwMDaASBIASYpHwSgYBaNgRAAADuZMcWJcUd4AAAAASUVORK5CYII=","orcid":"https://orcid.org/0000-0001-7317-6881","institution":"Lovely Professional University","correspondingAuthor":true,"submittingAuthor":false,"prefix":"","firstName":"Termaric","middleName":"","lastName":"Oinam","suffix":""}],"badges":[],"createdAt":"2022-07-29 16:04:09","currentVersionCode":1,"declarations":"","doi":"10.21203/rs.3.rs-1909883/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-1909883/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":29792064,"identity":"17454c7d-96a2-41a2-8a32-9c6c74150450","added_by":"auto","created_at":"2022-12-01 20:37:53","extension":"pdf","order_by":0,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":637463,"visible":true,"origin":"","legend":"","description":"","filename":"manuscript.pdf","url":"https://assets-eu.researchsquare.com/files/rs-1909883/v1/ea4408d2-c9b6-4220-b27e-76f962a8f383.pdf"}],"financialInterests":"\u003cp\u003eCompeting interests: The authors declare no competing interests.\u003c/p\u003e","formattedTitle":"Extent of mobile phone application in farming: A Probabilistic Model","fulltext":[{"header":"Introduction","content":"\u003cp\u003eThe ageing population of farmers and declining interest among rural youth to take up agriculture as a profession are challenges for agricultural sustainability not only in India but also in other countries of the world. The average age of a farmer in the US is 58 years, while that of a Japanese farmer is 67 years. Every third European farmer is more than 65 years old and average age of an Indian farmer is 50.1 years (Richard, 2019). A large section of youth invariably prefers to migrate to cities to seek employment, especially the government jobs. Hence, a major challenge today is how to retain youth in agriculture, which certainly cannot be left unaddressed. The declining interest of rural youth in agriculture is directly related to existing poor physical amenities, socio-economic conditions and lack of enabling environment. Economic factors such as low paid employment, inadequate credit facilities, low profit margins, and lack of insurance against crop failure are also discouraging youth to get engaged in agriculture. Social factors include public perception about farming, especially the parental desire that their children should opt out of agriculture are also the reasons for choosing occupation other than agriculture. Sarah (2014) also opined that agriculture has an image problem where for the majority of the world\u0026rsquo;s youth, agriculture simply isn\u0026rsquo;t seen as being cool or attractive. Most think of it only as back-breaking labour, without an economic pay \u0026ndash; off and little room for career advancement. Even though the scientific research is advancing fast and new techniques are being added continuously, agriculture in India has certain distinctive characteristics, which influence its pattern of development. These are diversities of physical conditions, farming systems, production requirements with in a small farm sector, cultivation of vast tract of land in rain-fed conditions, high incidence of pests and diseases, as well as proneness to flood and drought. Without the spread of these agricultural innovations from research systems to client system, the problems of Indian farmers remain un-solved.\u003c/p\u003e\n\u003cp\u003eAt this juncture, the increasing rural youth population who are the future producers where agriculture is inherited occupations can play a vital role in future crop sustainability. The youth could be the ideal catalyst to change the poor image of persons involved in farming, especially in the rural communities given their greater possibility to adapt new ideas, concept and technology which are all important to changing the way farming is practiced and perceived. Webster \u0026amp; Ganpat (2014) recommend that the only effective means to convince youth of success in this area is through youth participation on demonstration farms that highlight integrated technology use. The agricultural sector\u0026rsquo;s high potential for innovation and technological advancement must be highlighted to trigger youth interest (Bahaman \u003cem\u003eet al.\u003c/em\u003e 2010; Lyocks \u003cem\u003eet al.\u003c/em\u003e 2013; Webster \u0026amp; Ganpat, 2014). The integration and use of ICT can highlight the potential for financial gain within the sector, as innovation and modern technology are generally associated with higher skilled, higher quality and higher productivity types of work (Lyocks \u003cem\u003eet al.\u003c/em\u003e 2013; \u003cem\u003eShaffril et al.\u003c/em\u003e 2009; Webster \u0026amp; Ganpat, 2014). Technology use, such as mobile phones, leads to greater social cohesion, information exchange, and a means for infrastructure (Goodman, 2005; Ilahiane, 2007; \u003cem\u003eShaffril et al.\u003c/em\u003e 2009). Mobile phones are extremely popular amongst young people across regions, regardless of gender or locality, and can serve for improving efficiency of agricultural markets, promoting investment, and contributing to empowerment (Shaffril \u003cem\u003eet al.\u003c/em\u003e 2009).\u0026nbsp;\u003c/p\u003e\n\u003cp\u003eNotably, many mobile phone related initiatives have been taken up in different part of India for boosting agriculture and allied sectors including the north-eastern region of the country.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003eSimilarly, the state of Meghalaya has diverse ICT associated initiatives that are being implemented in the state namely, Mobile Based Agro-Advisory System for Farmers in North-East (m4AgriNEI), Knowledge Innovation Repository in Agriculture for North-East (KIRAN), Intelligent Advisory System for Farmers (IASF) etc. Correspondingly, other mobile phone applications initiatives such as \u0026lsquo;Go Meghalaya, \u0026lsquo;Meghalaya Agri-Marketing Application (MEGAMB)\u0026rsquo;, \u0026lsquo;Mobile Farm Solutions\u0026rsquo;, \u0026lsquo;Organic Pesticide Information Supply for Agriculture (OPIS)\u0026rsquo; are also being operational in the state. Such dedicated mobile phone applications implies that farmers can acquire information and other services for agriculture and rural development. As usage and application of ICT gadgets and gizmos are generally adhered to the youths compared to the old and aged personnel, a thorough understanding on the extent of mobile phones application in farming by rural youth is right paramount in such a challenging hill agricultural production and knowledge systems of Meghalaya.\u003c/p\u003e"},{"header":"Materials And Methods","content":"\u003cp\u003eA four stage sampling has been followed in the study. In the first stage, the Meghalaya state has been selected, as many ICT and mobile phone related agricultural services are operational. In second stage, four districts namely West Jaintia Hills, West Garo Hills, South Garo Hills and Ri-Bhoi have been selected purposively. In third stage, two villages from each district having more than one thousand populations were selected thereby entailing twelve villages in total. Finally, snowball sampling was carried out to select twenty respondents\u0026nbsp;to constitute a true representative of the population under research\u0026nbsp;from each village which brought total respondents to 240. All of the respondents were rural youth farmers between the ages of 19-35 years. One of the indifferent criterions for the sample rural youth will be the farmer who possesses a smart mobile phone.\u003c/p\u003e\n\u003cp\u003eRelevant variables were selected\u0026nbsp;on the basis of review of literature, interaction with experts and based on judges\u0026rsquo; opinion.\u0026nbsp;Interview schedule was pre-tested and piloted to refine with 20 non-sampled rural youth farmers who were selected randomly from non-sampled area\u0026nbsp;and the face validity, content validity and reliability of the interview schedule were carefully assessed.\u003c/p\u003e\n\u003cp\u003eMultinomial logistic regression (MLR) was used to predict the probabilities of the different possible outcomes of a categorically distributed dependent variable, given a set of independent variables. Model diagnostics are used to detect multicollinearity, outliers and influential observations. Multicollinearity in the multinomial logistic regression solution is detected by examining the standard errors for the regression coefficients. Standard errors larger than 5 indicates the occurrence of multicollinearity (Allison, 2012). Outliers in the multinomial logistic regression solution are identified using standardized residuals. The residual is the difference between the actual probability and the predicted probability for a case. If a standardized residual is larger than 3.0 or smaller than -3.0, it is considered an outlier (Sarkar, 2011). Outlying observations are further ascertained as to whether or not the observations are influential. An outlier is considered influential if its exclusion causes major changes in the fitted regression function. An influential outlier is measured by Cook\u0026apos;s distance A case is identified as influential if its Cook\u0026apos;s distance is greater than 1(Jacobi, 2005).\u0026nbsp;\u003c/p\u003e\n\u003cp\u003eWhen the outcomes of a response variable are polytomous with \u003cem\u003eJ\u0026nbsp;\u003c/em\u003enominal categories 2, \u003cem\u003eJ\u0026nbsp;\u003c/em\u003e\u0026gt; 2, the multinomial logistic regression model with the multinomial response variable, \u003cem\u003eY\u0026nbsp;\u003c/em\u003eand multiple predictor variables, X\u003csub\u003e1\u003c/sub\u003e, ..., X\u003csub\u003ep-1\u0026nbsp;\u003c/sub\u003econsists of j-1 non-overlapping logit models given by the following formula\u003c/p\u003e\n\u003cp\u003e\u003cimg src=\"data:image/png;base64,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\" width=\"622\" height=\"248\"\u003e\u003c/p\u003e\n\u003cp\u003eY\u003csub\u003e1\u0026nbsp;\u003c/sub\u003e is the value of the multinomial response variable for the i\u003csup\u003eth\u003c/sup\u003eunit, \u0026beta;\u003csub\u003e0,\u0026nbsp;\u003c/sub\u003e\u0026beta;\u003csub\u003e1\u003c/sub\u003e, ..., \u0026beta;\u003csub\u003ep-1\u0026nbsp;\u003c/sub\u003eare parameters, X\u003csub\u003ei1\u003c/sub\u003e, ... , X\u003csub\u003ei, p-1\u0026nbsp;\u003c/sub\u003eare known constants, i = 1, ..., n. The J-th category is the reference category.\u003c/p\u003e"},{"header":"Results And Discussion","content":"\u003cp\u003eMLR was employed with selected independent variables namely\u003cem\u003e,\u0026nbsp;\u003c/em\u003eagricultural land holding, annual income, decision making, perceived ease of use, perceived usefulness, mobile phone service reliability, money spent on mobile phone monthly, gender and education in an attempt to identify model on extent of mobile phone application in farming by rural youth farmers\u0026rsquo;. Diagnostics from the \u0026lsquo;Paramater Estimates\u0026rsquo; (Table 7) reveals that SD are between 0 and 5 indicating there is no multicollinearity amongst the independent variables.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003eCooks distance minimum (0.000) and maximum (0.039) values which is less than 1 as evident from table1 indicates there are no potential influences by outliers.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eModel fitting information\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eH\u003csub\u003eo\u003c/sub\u003e: \u0026nbsp;There is no difference between model without independent variables and the model with independent variables.\u003c/p\u003e\n\u003cp\u003eH\u003csub\u003ea\u003c/sub\u003e: There is difference between model without independent variables and the model with independent variables.\u003c/p\u003e\n\u003cp\u003eA glance on table 2 disclosed that sig value of final model is 0.04 which is less than 0.05. Thus H\u003csub\u003e0\u0026nbsp;\u003c/sub\u003eis rejected. Therefore, it can be stated that the final model is a fit model at 5% level of significance and the analysis is valid.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eGoodness-of-Fit\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eH\u003csub\u003e0:\u003c/sub\u003e the model is adequately fit\u003c/p\u003e\n\u003cp\u003eIf sig value \u0026lt; 0.05, null hypothesis is rejected. Pearson sig value in the model is 0.991 (table 3). Thus we accept the null hypothesis i.e. the model is adequately fit.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eAmount of variation in MLR relationship between dependent variable and independent variables\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eThe pseudo-R squares \u003cem\u003eviz.,\u0026nbsp;\u003c/em\u003eCox \u0026amp; Snell R squares and Nagelkerke R squares values of 0.492 and 0.571, as apparent from Table 4 divulged that between 49.2% and 57.1% of the variability in dependent variable is explained by the set of selected independent variables used in the model. Further, McFadden pseudo-R square 0.225 represent a good fit of the model as values between 0.2 and 0.4 should be taken to represent a very good fit of the model (Louviere \u003cem\u003eet al.,\u0026nbsp;\u003c/em\u003e2000).\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eLikelihood ratio relationship between dependent and independent variables\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eThe likelihood ratio test, as evident from Table 5 can be concluded that predictor variables \u003cem\u003eviz.,\u0026nbsp;\u003c/em\u003eagricultural land holding, decision making, perceived usefulness and education were significant at 5% with respect to \u0026lsquo;low\u0026rsquo; and \u0026lsquo;medium\u0026rsquo; categories of extent of mobile phone application.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eParameter estimates for extent of mobile phone application in farming\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eIt is evident from Table 6 that majority (129 respondents) of the rural youth farmers belonged to medium extent of mobile phone application, followed by low (63 respondents) low extent of mobile phone application and high (48) high extent of mobile phone application.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eParameter estimates for \u0026lsquo;Low\u0026rsquo; extent of mobile phone application in farming relative to \u0026lsquo;High\u0026rsquo; extent of mobile phone application in farming are inferred below\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eTable 7 gives the parameter estimates for \u0026lsquo;low\u0026rsquo; extent of mobile phone application in farming and \u0026lsquo;medium\u0026rsquo; extent of mobile phone application in farming where the reference category is \u0026lsquo;high\u0026rsquo; extent of mobile phone application. Only the predictor variables which were found to be significant were inferred.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eAgricultural land holding \u0026ndash;\u0026nbsp;\u003c/strong\u003eThis is the multinomial logit estimate for unit increase in agricultural land holding decreases the log odds of being low relative to high by 0.559 times while holding all other variables constant. This was significant (0.022\u0026lt;0.05). EXP (B) indicates that increase in agricultural land holding decreases the probability of low extent of mobile phone application of rural youth farmers to \u0026lsquo;high\u0026rsquo; by 0.571 times\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eDecision making \u0026ndash;\u0026nbsp;\u003c/strong\u003eThis is the multinomial logit estimate for unit increase in decision making scores decreases the log odds from low relative to high by 0.382 times when the other variables in the model remain constant. This was significant (0.012\u0026lt;0.05). EXP (B) indicates that increase in decision making of rural youth farmer decreases the probability of being low to high by 0.682 times.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003ePerceived usefulness \u0026ndash;\u0026nbsp;\u003c/strong\u003eThis is the multinomial logit estimate for unit increase in perceived usefulness score decreases the log odds from low relative to high \u0026nbsp;by 0.170 times. This was significant (0.003\u0026lt;0.05) and EXP (B) indicates that increase in perceived usefulness of rural youth farmers decreases the probability of being low to high by 0.843 times.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eEducation \u0026ndash;\u0026nbsp;\u003c/strong\u003eEducational status is treated as categorical variable where illiterate is treated as the reference category. Rural youth farmer\u0026rsquo;s educational status on the multinomial log odds of their choice of \u0026ldquo;low extent of mobile phone application in farming\u0026rdquo; and \u0026ldquo;high extent of mobile phone application in farming\u0026rdquo; are inferred below.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eEducation 5 and 1\u003c/strong\u003e \u0026ndash; Odds of rural youth farmer who are graduates have the extent of \u0026ldquo;low mobile phone application\u0026rdquo; rather than \u0026ldquo;high mobile phone application\u0026rdquo; by 0.368 times or 63.13 % lesser than the odds of rural youth who are illiterates.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eEducation 4 and 1\u003c/strong\u003e \u0026ndash; Odds of rural youth farmer who are higher secondary educated have the extent of \u0026ldquo;low mobile phone application\u0026rdquo; rather than \u0026ldquo;high mobile phone application\u0026rdquo; by 0.525 times or 47.48% lesser than the odds of rural youth who are illiterates.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eEducation 3 and 1\u003c/strong\u003e \u0026ndash; Odds of rural youth farmer who are secondary educated have the extent of \u0026ldquo;low mobile phone application\u0026rdquo; rather than \u0026ldquo;high mobile phone application\u0026rdquo; by 0.772 times or 22.74% lesser than the odds of rural youth who are illiterate.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eEducation 2 and 1\u003c/strong\u003e \u0026ndash; Odds of rural youth farmer who are primary educated have the extent of \u0026ldquo;low mobile phone application\u0026rdquo; rather than \u0026ldquo;high mobile phone application\u0026rdquo; by 0.877 times or 12.27% lesser than the odds of rural youth who are illiterates.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eParameter estimates for \u0026lsquo;Medium\u0026rsquo; extent of mobile phone application in farming relative to \u0026lsquo;High\u0026rsquo; extent of mobile phone application in farming are inferred below\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eTable 7 gives the parameter estimates for \u0026lsquo;medium\u0026rsquo; extent of mobile phone application in farming relative to \u0026lsquo;high\u0026rsquo; extent of mobile phone application. Only the predictor variables which were found to be significant were inferred. \u0026nbsp; \u0026nbsp;\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eAgricultural land holding \u0026ndash;\u0026nbsp;\u003c/strong\u003eThis is the multinomial logit estimate for unit increase in agricultural land holding decreases the log odds of being medium relative to high by 0.447 times while holding all other variables constant. This was significant (0.000\u0026lt;0.05). EXP (B) indicates that increase in agricultural land holding decreases the probability of being medium to high by 0.639 times.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eDecision making \u0026ndash;\u0026nbsp;\u003c/strong\u003eThis is the multinomial logit estimate for unit increase in decision making scores decreases the log odds from medium relative to high by 0.104 times when the other variables in the model remain constant. This was significant (0.014\u0026lt;0.05). EXP (B) indicates that increase in decision making scores of rural youth farmer decreases the probability of being medium to high by 0.901 times.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003ePerceived usefulness \u0026ndash;\u0026nbsp;\u003c/strong\u003eThis is the multinomial logit estimate for unit increase in perceived usefulness score decreases the log odds from medium relative to high \u0026nbsp;by 0.358 times. This was significant (0.039\u0026lt;0.05) and EXP (B) indicates that increase in perceived usefulness of rural youth farmers decreases the probability of being medium to high by 0.699 times.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eEducation \u0026ndash;\u0026nbsp;\u003c/strong\u003eRural youth farmer\u0026rsquo;s education level on the multinomial log odds of their choice of \u0026ldquo;medium extent of mobile phone application in farming\u0026rdquo; and \u0026ldquo;high extent of mobile phone application in farming\u0026rdquo;.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eEducation 5 and 1\u003c/strong\u003e \u0026ndash; Odds of rural youth farmer who are graduate have the extent of \u0026ldquo;medium mobile phone application\u0026rdquo; rather than \u0026ldquo;high mobile phone application\u0026rdquo; by 0.428 times or 57.13% lesser than the odds of rural youth who are illiterates.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eEducation 4 and 1 \u0026ndash;\u0026nbsp;\u003c/strong\u003eOdds of rural youth farmer who are higher secondary educated have the extent of \u0026ldquo;medium mobile phone application\u0026rdquo; rather than \u0026ldquo;high mobile phone application\u0026rdquo; by 0.514 times or 48.52% lesser than the odds of rural youth who are illiterates.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eEducation 3 and 1 \u0026ndash;\u003c/strong\u003e Odds of rural youth farmer who are secondary educated have the extent of \u0026ldquo;medium mobile phone application\u0026rdquo; rather than \u0026ldquo;high mobile phone application\u0026rdquo; by 0.702 times or 29.74% lesser than the odds of rural youth who are illiterates.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eEducation 2 and\u003c/strong\u003e 1 \u0026ndash; Odds of rural youth farmer who are primary educated have the extent of \u0026ldquo;medium mobile phone application\u0026rdquo; rather than \u0026ldquo;high mobile phone application\u0026rdquo; of 0.796 times or 20.38% lesser than the odds of rural youth who are illiterates.\u0026nbsp; \u0026nbsp; \u0026nbsp; \u0026nbsp;\u003c/p\u003e\n\u003cp\u003eAs mobile phone are getting more affordable with data cards getting cheaper due to competition in market, predictor variables viz., \u0026lsquo;annual income\u0026rsquo; and \u0026lsquo;money spent on mobile phone monthly\u0026rsquo; may not have significantly affected the use of mobile phone in farming. This corroborates with the findings of\u0026nbsp;World Bank (2011) Teza \u003cem\u003eet al\u003c/em\u003e. (2016) and\u0026nbsp;Jillella, T (2016)\u0026nbsp;which opined that\u0026nbsp;prepaid connectivity, inexpensive devices, and often available second hand devices made mobile phone accessible to the respondents.\u0026nbsp;In other words, annual income has nothing to hinder in using or not using of mobile phone in farming. Further, as youths nowadays are tech \u0026ndash; savvy, \u0026lsquo;perceived ease of use\u0026rsquo; also does not significantly affect mobile phone application in farming. Mobile networks were fairly good from where the study was carried out; therefore, mobile phone service reliability has nothing to influence the use of mobile phone application in farming and allied activities. This finding is in contrast with the findings of\u0026nbsp;Shankariah and Swamy, (2012); Oyeyinka and Bello, (2013) and Rebekka Syiem and Saravanan Raj, (2015) which stated that mobile network were a bottleneck to the farmers in accessing services related to agriculture and allied.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003eIt can be inferred from the above results of parameter estimates that agricultural land holding, decision making, perceived usefulness and education have significant bearings on the extent of mobile phone application in farming. It discloses that mobile phone is significantly supportive in taking the right decision at the right time. It can also be construed that mobile phone application in farming are also primarily used by tribal rural youth farmers who possessed a larger cultivable area than those tribal rural youths who have lesser cultivable field. This might be due to the fact that rural youth farmers who possessed larger farms used mobile phone for contacting merchants to sell their produce at bulk. The market connectivity is also improved with the visibility and knowledge of the potential buyers and sellers in the locality with an opportunity to develop direct contacts. Additionally, the grocery shop owner or the merchant at the distant or local market may search for deal and contact the farmer directly over phone or through whatsApp. At the same time, the extent of mobile phone application in farming is also greatly influenced by educational level of the respondents. \u0026nbsp;All this may perhaps have led to the increase in extent of mobile phone application in farming.\u003c/p\u003e\n\u003cp\u003eAs it is evident from the study that mobile phones help in decision making of the tribal rural youth farmers in sustaining agricultural activities and prefer to use mobile phone in farming and allied sectors. The impact of such new technologies on how smart mobile phone can attract youth and lead to substantial economy growth can be realized only when such new technologies are widely diffused. Therefore, more awareness, workshops, training programs especially mobile application training should be given to the targeted beneficiaries to extract the maximum potential and benefits of mobile phone usage in farming which will eventually not only attract youth in farming but also change the image problem of agriculture as not cool or back-breaking. This will attract more youths in agriculture and allied sectors which will be future food producers, enforcing more food security and also helping in achieving SDG (Sustainable Development Goals) for zero hunger at large.\u0026nbsp;\u003c/p\u003e"},{"header":"References","content":"\u003cp\u003eAllison, P. (2012) What Can You Safely Ignore Multicollinearity?\u0026nbsp;\u003ca href=\"http://statisticalhorizons.com/multicollinearity\"\u003ehttp://statisticalhorizons.com/multicollinearity\u003c/a\u003e\u003cu\u003e.\u0026nbsp;\u003c/u\u003e\u003c/p\u003e\n\u003cp\u003eBahaman, A.S., Jeffrey, L.S., Hayrol Azril, M.S., and Jegak, U. (2010). Acceptance, Attitude and Knowledge Towards Agriculture Economic Activity between Rural and Urban Youth: The Case of Contract Farming. \u003cem\u003eJournal of Applied Sciences,\u0026nbsp;\u003c/em\u003e10 (19): 2310-2315.\u003c/p\u003e\n\u003cp\u003eGoodman, J. (2005). Linking Mobile Phone Ownership and Use to Social Capital in Rural South Africa and Tanzania. Vodafone Policy Paper Series, No. 2.\u003c/p\u003e\n\u003cp\u003eIlahiane, H. (2007). Impacts of ICTs in agriculture: Farmers and mobile phones in Morocco. Paper presented at the American Anthropological Association Conference, Washington, D.C., December, 2007.\u003c/p\u003e\n\u003cp\u003eJacobi, G.J. (2005). Regression III: Advanced Methods.\u0026nbsp;\u003ca href=\"http://polisci.msu.edu/jacoby/icpsr/regress3\"\u003ehttp://polisci.msu.edu/jacoby/icpsr/regress3\u003c/a\u003e\u003cu\u003e.\u003c/u\u003e\u003c/p\u003e\n\u003cp\u003eJillella, T. (2016). Mobile apps as an extension services delivery tool among the livestock farmers: an exploratory study.\u0026nbsp;Ph.D. Thesis,\u0026nbsp;Submitted to College of Veterinary Science. P.V.Narsimha Rao Telangana Veterinary University, Rajendranagar, Hyderabad-500030\u003c/p\u003e\n\u003cp\u003eLouviere\u003cem\u003e,\u0026nbsp;\u003c/em\u003eJ.J., Hensher, A.D., and Swait, D.J. (2000). Stated choice methods. New York: Cambridge University Press.\u003c/p\u003e\n\u003cp\u003eLyocks, J.S., Lyocks, S.W.J., \u0026amp; Kagbu, J.H. (2013). Mobilizing Youth for Participation In Nigerian Agricultural Transformation Agenda: A Grassroots\u0026rsquo; Approach.\u003cem\u003e\u0026nbsp;Journal of Agricultural Extension,\u0026nbsp;\u003c/em\u003e17 (2): 78-87\u003c/p\u003e\n\u003cp\u003eOyeyinka, R.A. and Bello, R.O. (2013). Farmers Use of ICTs for Marketing Information Outlets in Oyo State, Nigeria. Journal of Agricultural Science, 5 (11):150-158. , doi: 10.5539/jas.v5n11p150\u003c/p\u003e\n\u003cp\u003eRebekka Syiem and Saravanan Raj. (2015). Access and Usage of ICTs for Agriculture and Rural Development by the tribal farmers in Meghalaya State of North-East India. Journal of Agricultural Informatics. 2015 Vol. 6, No. 3. P 24-41\u003c/p\u003e\n\u003cp\u003eRichard, M. (2019).\u0026nbsp;Farmers ageing, new generation disinterested: Who will grow our food?. Down to Earth.\u0026nbsp;\u003ca href=\"https://www.downtoearth.org.in/blog/agriculture/farmers-ageing-new-generation-disinterested-who-will-grow-our-food--65800\"\u003ehttps://www.downtoearth.org.in/blog/agriculture/farmers-ageing-new-generation-disinterested-who-will-grow-our-food--65800\u003c/a\u003e\u003c/p\u003e\n\u003cp\u003eSarah, S. (2014). Making Agriculture \u0026ldquo;Cool\u0026rdquo; for Youth.\u0026nbsp;Food Tank.\u0026nbsp;\u003ca href=\"https://foodtank.com/news/2014/07/making-agriculture-cool-for-youth/\"\u003ehttps://foodtank.com/news/2014/07/making-agriculture-cool-for-youth/\u003c/a\u003e.\u003cu\u003e\u0026nbsp;\u003c/u\u003e\u003c/p\u003e\n\u003cp\u003eShaffril, H.A., Hassan, M.S., Hassan, M.A., \u0026amp; D\u0026rsquo;Silva, J.L. (2009). Agro-based Industry, Mobile Phone and Youth: A Recipe for Success\u003cem\u003e. European Journal of Scientific Research,\u0026nbsp;\u003c/em\u003e36(1): 41-48.\u003c/p\u003e\n\u003cp\u003eShankaraiah, N. and Swamy, B.K.N. (2012). Mobile communication as a viable tool for Agriculture and Rural Development. Proceedings of Mobiles for Development held on 2012. Department of Agricultural Extension, University of Agricultural Sciences, Bangalore.\u003c/p\u003e\n\u003cp\u003eTeza, J., Subramanyeswari, B. and Rajanna, N. (2016). Mobile phone using behavior of WSHG members. \u003cem\u003eJournal of Communication Studies\u003c/em\u003e, \u003cstrong\u003e36\u003c/strong\u003e(1):20-27.\u003c/p\u003e\n\u003cp\u003eWebster, N. and Ganpat, W. (2014). St Vincent Youth and Careers in Agriculture\u003cem\u003e. The Journal of Agricultural Education and Extension,\u0026nbsp;\u003c/em\u003e20(1): 49-64.\u003c/p\u003e\n\u003cp\u003eWorld Bank (2011). ICT in Agriculture, Connecting Smallholders to Knowledge, Networks and Institutions. e- source book, Report Number 64605.\u003c/p\u003e"},{"header":"Tables","content":"\u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:150%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:justify;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;line-height:150%;font-family:\"Times New Roman\",serif;'\u003eTable 1 Cook\u0026rsquo;s distance\u0026nbsp;\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003ctable style=\"width:98.76%;margin-left:5.4pt;border-collapse:collapse;border:none;\"\u003e\n \u003ctbody\u003e\n \u003ctr\u003e\n \u003ctd style=\"width: 11.54%;border: 1pt solid windowtext;padding: 0in 5.4pt;height: 18.2pt;vertical-align: top;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;font-family:\"Arial\",sans-serif;'\u003eSl. No.\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:33.6%;border:solid windowtext 1.0pt;border-left: none;padding:0in 5.4pt 0in 5.4pt;height:18.2pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;font-family:\"Arial\",sans-serif;'\u003ePredictor\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:23.18%;border:solid windowtext 1.0pt;border-left: none;padding:0in 5.4pt 0in 5.4pt;height:18.2pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;font-family:\"Arial\",sans-serif;'\u003eMinimum\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:23.18%;border:solid windowtext 1.0pt;border-left: none;padding:0in 5.4pt 0in 5.4pt;height:18.2pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;font-family:\"Arial\",sans-serif;'\u003eMaximum\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:8.5%;border:solid windowtext 1.0pt;border-left: none;padding:0in 5.4pt 0in 5.4pt;height:18.2pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;font-family:\"Arial\",sans-serif;'\u003en\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width: 11.54%;border-color: currentcolor windowtext windowtext;border-style: none solid solid;border-width: medium 1pt 1pt;border-image: none 100% / 1 / 0 stretch;padding: 0in 5.4pt;height: 13pt;vertical-align: top;\"\u003e\n \u003cdiv style='margin-top:0in;margin-right:0in;margin-bottom:8.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;'\u003e\n \u003col style=\"margin-bottom:0in;list-style-type: decimal;\"\u003e\n \u003cli style='margin-top:0in;margin-right:0in;margin-bottom:8.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;'\u003e\u003cspan style='font-family:\"Arial\",sans-serif;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/li\u003e\n \u003c/ol\u003e\n \u003c/div\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:33.6%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;padding:0in 5.4pt 0in 5.4pt;height:13.0pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;'\u003eCook\u0026apos;s Distance\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:23.18%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;padding:0in 5.4pt 0in 5.4pt;height:13.0pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;'\u003e.000\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:23.18%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;padding:0in 5.4pt 0in 5.4pt;height:13.0pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;'\u003e.031\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:8.5%;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;padding:0in 5.4pt 0in 5.4pt;height:13.0pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;'\u003e240\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003c/tbody\u003e\n\u003c/table\u003e\n\u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:150%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:justify;'\u003e\u003cspan style='font-size:13px;line-height:150%;font-family:\"Arial\",sans-serif;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n\u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:150%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:justify;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;line-height:150%;font-family:\"Times New Roman\",serif;'\u003eTable 2 Model Fitting Information\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003ctable style=\"width:100.0%;border-collapse:collapse;border:none;\"\u003e\n \u003ctbody\u003e\n \u003ctr\u003e\n \u003ctd rowspan=\"2\" style=\"width:25.38%;border:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:16.35pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003eModel\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:30.42%;border:solid windowtext 1.0pt;border-left: none;background:white;padding:0in 0in 0in 0in;height:16.35pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003eModel Fitting Criteria\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"3\" style=\"width:44.2%;border:solid windowtext 1.0pt;border-left:none;background:white;padding:0in 0in 0in 0in;height:16.35pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003eLikelihood Ratio Tests\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:30.42%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:4.6pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003e-2 Log Likelihood\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:18.36%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:4.6pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003eChi-Square\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:10.6%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:4.6pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003edf\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:15.26%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:4.6pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003eSig.\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:25.38%;border:solid windowtext 1.0pt;border-top: none;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003eIntercept Only\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:30.42%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003e264.923\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:18.36%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:10.6%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:15.26%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:25.38%;border:solid windowtext 1.0pt;border-top: none;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003eFinal\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:30.42%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003e182.717\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:18.36%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003e82.206\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:10.6%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003e24\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:15.26%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003e.04\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003c/tbody\u003e\n\u003c/table\u003e\n\u003cp style='margin-top:0in;margin-right:0in;margin-bottom:8.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;'\u003e\u003cspan style=\"font-size:13px;line-height:107%;\"\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n\u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:150%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:justify;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;line-height:150%;font-family:\"Times New Roman\",serif;'\u003eTable 3 Goodness-of-Fit\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003ctable style=\"width:100.0%;border-collapse:collapse;border:none;\"\u003e\n \u003ctbody\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:24.5%;border:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.72%;border:solid windowtext 1.0pt;border-left: none;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003eChi-Square\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:23.4%;border:solid windowtext 1.0pt;border-left: none;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003edf\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:23.4%;border:solid windowtext 1.0pt;border-left: none;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003eSig.\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:24.5%;border:solid windowtext 1.0pt;border-top: none;background:white;padding:0in 0in 0in 0in;height:4.9pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003ePearson\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.72%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:4.9pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003e273.406\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:23.4%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:4.9pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003e156\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:23.4%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:4.9pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003e.991\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003c/tbody\u003e\n\u003c/table\u003e\n\u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:150%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:justify;'\u003e\u003cspan style='font-size:13px;line-height:150%;font-family:\"Arial\",sans-serif;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n\u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:150%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:justify;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;line-height:150%;font-family:\"Times New Roman\",serif;'\u003eTable 4 Pseudo R-square for extent of mobile phone application in farming\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003ctable style=\"width:100.0%;border-collapse:collapse;border:none;\"\u003e\n \u003ctbody\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:51.68%;border:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:9.35pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003eCox and Snell\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:48.32%;border:solid windowtext 1.0pt;border-left: none;background:white;padding:0in 0in 0in 0in;height:9.35pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003e0.492\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:51.68%;border:solid windowtext 1.0pt;border-top: none;background:white;padding:0in 0in 0in 0in;height:11.8pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003eNagelkerke\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:48.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:11.8pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003e0.571\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:51.68%;border:solid windowtext 1.0pt;border-top: none;background:white;padding:0in 0in 0in 0in;height:7.75pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003eMcFadden\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:48.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:7.75pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;line-height:107%;font-family:\"Arial\",sans-serif;color:black;'\u003e0.225\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003c/tbody\u003e\n\u003c/table\u003e\n\u003cp style='margin-top:0in;margin-right:0in;margin-bottom:8.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;'\u003e\u003cspan style=\"font-size:13px;line-height:107%;\"\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n\u003cp style='margin-top:0in;margin-right:0in;margin-bottom:6.0pt;margin-left:0in;line-height:150%;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:justify;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;line-height:150%;font-family:\"Times New Roman\",serif;'\u003eTable 5 Likelihood Ratio Tests for Extent of Mobile Phone Application in Farming\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003ctable style=\"width:100.0%;border-collapse:collapse;border:none;\"\u003e\n \u003ctbody\u003e\n \u003ctr\u003e\n \u003ctd rowspan=\"2\" style=\"width:40.02%;border:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:21.9pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;font-family:\"Arial\",sans-serif;color:black;'\u003eEffect\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.3%;border:solid windowtext 1.0pt;border-left: none;background:white;padding:0in 0in 0in 0in;height:21.9pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;font-family:\"Arial\",sans-serif;color:black;'\u003eModel Fitting Criteria\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"3\" style=\"width:31.68%;border:solid windowtext 1.0pt;border-left:none;background:white;padding:0in 0in 0in 0in;height:21.9pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;font-family:\"Arial\",sans-serif;color:black;'\u003eLikelihood Ratio Tests\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:28.3%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:26.05pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;font-family:\"Arial\",sans-serif;color:black;'\u003e-2 Log Likelihood of Reduced Model\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:13.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:26.05pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;font-family:\"Arial\",sans-serif;color:black;'\u003eChi-Square\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:8.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:26.05pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;font-family:\"Arial\",sans-serif;color:black;'\u003edf\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:10.04%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:26.05pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:13px;font-family:\"Arial\",sans-serif;color:black;'\u003eSig.\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:40.02%;border:solid windowtext 1.0pt;border-top: none;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003eIntercept\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.3%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e282.717\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:13.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e.000\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:8.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e0\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:10.04%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;'\u003e\u003cspan style='font-size:13px;font-family:\"Arial\",sans-serif;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:40.02%;border:solid windowtext 1.0pt;border-top: none;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003eAgricultural Land Holding\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.3%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e307.755\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:13.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e25.038\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:8.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e2\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:10.04%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e.000\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:40.02%;border:solid windowtext 1.0pt;border-top: none;background:white;padding:0in 0in 0in 0in;height:4.75pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003eAnnual Income\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.3%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:4.75pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e305.078\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:13.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:4.75pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e22.361\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:8.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:4.75pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e2\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:10.04%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:4.75pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e.140\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:40.02%;border:solid windowtext 1.0pt;border-top: none;background:white;padding:0in 0in 0in 0in;height:7.1pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003eDecision Making\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.3%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:7.1pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e289.163\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:13.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:7.1pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e6.446\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:8.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:7.1pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e2\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:10.04%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:7.1pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e.040\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:40.02%;border:solid windowtext 1.0pt;border-top: none;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003ePerceived Ease of Use\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.3%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e285.914\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:13.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e3.198\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:8.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e2\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:10.04%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e.202\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:40.02%;border:solid windowtext 1.0pt;border-top: none;background:white;padding:0in 0in 0in 0in;height:15.25pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003ePerceived Usefulness\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.3%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:15.25pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e283.356\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:13.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:15.25pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e.640\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:8.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:15.25pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e2\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:10.04%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:15.25pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e.026\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:40.02%;border:solid windowtext 1.0pt;border-top: none;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003eMobile Phone Service Reliability\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.3%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e282.980\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:13.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e.263\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:8.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e2\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:10.04%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:3.5pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e.117\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:40.02%;border:solid windowtext 1.0pt;border-top: none;background:white;padding:0in 0in 0in 0in;height:12.1pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003eMoney Spent on Mobile Phone Monthly\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.3%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:12.1pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e322.176\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:13.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:12.1pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e39.459\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:8.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:12.1pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e2\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:10.04%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:12.1pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e.240\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:40.02%;border:solid windowtext 1.0pt;border-top: none;background:white;padding:0in 0in 0in 0in;height:6.6pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003eGender\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.3%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:6.6pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e283.298\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:13.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:6.6pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e.582\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:8.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:6.6pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e2\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:10.04%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:6.6pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e.748\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:40.02%;border:solid windowtext 1.0pt;border-top: none;background:white;padding:0in 0in 0in 0in;height:8.85pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003eEducation\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.3%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:8.85pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e288.095\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:13.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:8.85pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e5.379\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:8.32%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:8.85pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e8\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:10.04%;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;height:8.85pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:13px;font-family: \"Arial\",sans-serif;color:black;'\u003e.016\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003c/tbody\u003e\n\u003c/table\u003e\n\u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;'\u003e\u003cspan style=\"font-size:13px;line-height:107%;\"\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style='font-size:15px;line-height:150%;font-family:\"Arial\",sans-serif;'\u003e\u003cimg src=\"data:image/png;base64,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\" width=\"663\" height=\"157\"\u003e\u003cbr\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n\u003ctable style=\"width: 6.5e+2pt;border-collapse:collapse;border:none;\"\u003e\n \u003ctbody\u003e\n \u003ctr\u003e\n \u003ctd colspan=\"5\" style=\"width:375.65pt;border:none;border-bottom:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003eTable 7 Parameter estimates for extent of mobile phone application\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"5\" style=\"border:none;border-bottom:solid windowtext 1.0pt;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:8.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;'\u003e\u0026nbsp;\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd colspan=\"2\" rowspan=\"2\" style=\"width:241.0pt;border:solid windowtext 1.0pt;border-top:none;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003eCategorical\u003csup\u003ea\u003c/sup\u003e\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd rowspan=\"2\" style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003eB\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd rowspan=\"2\" style=\"width:56.7pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003eStd. Error\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" rowspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003edf\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd rowspan=\"2\" style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003eSig.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd rowspan=\"2\" style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003eExp(B)\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:170.35pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e95% Confidence Interval for Exp(B)\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003eLower Bound\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003eUpper Bound\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd rowspan=\"15\" style=\"width:53.2pt;border:solid windowtext 1.0pt;border-top:none;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003elow\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003eIntercept\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e-20.951\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e10.133\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.998\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003eAgricultural Land Holding\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e-.559\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.216\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.022\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e0.571\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.009\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e2.689\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003eAnnual Income\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.801\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.245\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.103\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e2.227\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.000\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e2.341\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003eDecision Making\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e-.382\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.129\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.012\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e0.682\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.218\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.173\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003ePerceived Ease of Use\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.298\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.363\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.412\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.347\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.661\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e2.743\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003ePerceived Usefulness\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e-.170\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.418\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.003\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e1.186\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.523\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e2.690\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003eMobile Phone Service Reliability\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.160\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.422\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.105\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.173\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.513\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e2.683\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003eMoney Spent on Mobile Phone Monthly\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.022\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.008\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.106\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.022\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.006\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.039\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e[Gender=1.00]\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.324\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.407\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.818\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.382\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.088\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e2.776\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e[Gender=2.00]\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e0\u003csup\u003eb\u003c/sup\u003e\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e0\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e[Education=5.00]\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e-0.998\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.568\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.009\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e0.368\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.179\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.279\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e[Education=4.00]\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e-0.644\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e0.332\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.040\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e0.525\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.000\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.305.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e[Education=3.00]\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e-0.258\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.213\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.007\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e0.772\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.000\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.432.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e[Education=2.00]\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e-.0.131\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.062\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.006\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e0.877\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.000\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.236.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e[Education=1.00]\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e0\u003csup\u003eb\u003c/sup\u003e\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e0\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd rowspan=\"15\" style=\"width:53.2pt;border:solid windowtext 1.0pt;border-top:none;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003emedium\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003eIntercept\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e-1.670\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.957\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.394\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003eAgricultural Land Holding\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e-.447\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.201\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.000\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e0.639\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.289\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.636\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003eAnnual Income\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.900\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.675\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.902\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e2.459\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.000\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e3.000\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003eDecision Making\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e-.104\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.035\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.014\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e0.901\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.930\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.067\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003ePerceived Ease of Use\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.125\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.075\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.094\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.133\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.979\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.313\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003ePerceived Usefulness\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e-.358\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.094\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.039\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e0.699\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.785\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.135\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003eMobile Phone Service Reliability\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e-.425\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.096\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.229\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.975\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.808\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.176\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003eMoney Spent on Mobile Phone Monthly\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.212\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.052\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.100\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.236\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.007\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.016\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e[Gender=1.00]\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e-.219\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.318\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.492\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.804\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.431\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e1.499\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e[Gender=2.00]\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e0\u003csup\u003eb\u003c/sup\u003e\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e0\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e[Education=5.00]\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e-0.847\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.297\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.020\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e0.428\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.402\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e6.057\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e[Education=4.00]\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e-.664\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.239\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.028\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e0.514\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.347\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e4.549\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e[Education=3.00]\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e-.353\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.167\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.005\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e0.702\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.347\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e4.788\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e[Education=2.00]\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e-.228\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.155\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e1\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e.001\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cstrong\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003e0.796\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.205\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e2.504\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd style=\"width:187.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e[Education=1.00]\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:70.85pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e0\u003csup\u003eb\u003c/sup\u003e\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:56.7pt;border-top:none;border-left:none;border-bottom: solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"2\" style=\"width:35.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e0\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:28.35pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:51.45pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:90.55pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd style=\"width:79.8pt;border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;text-align:center;'\u003e\u003cspan style='font-size:14px;font-family: \"Arial\",sans-serif;color:black;'\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd colspan=\"5\" style=\"width:375.65pt;border:none;background:white;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:0in;margin-left:0in;line-height:normal;font-size:15px;font-family:\"Calibri\",sans-serif;'\u003e\u003cspan style='font-size:14px;font-family:\"Arial\",sans-serif;color:black;'\u003ea. The reference category is: high.\u003c/span\u003e\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd colspan=\"5\" style=\"border:none;padding:0in 0in 0in 0in;\"\u003e\n \u003cp style='margin-top:0in;margin-right:0in;margin-bottom:8.0pt;margin-left:0in;line-height:107%;font-size:15px;font-family:\"Calibri\",sans-serif;'\u003e\u0026nbsp;\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003c/tbody\u003e\n\u003c/table\u003e"},{"header":"Declarations","content":"\u003cp\u003e\u003cstrong\u003e\u0026ldquo;Author contribution\u0026rdquo; statement\u0026nbsp;\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eI \u0026lsquo;Dr Termaric Oinam\u0026rsquo; is the sole author of this article. This manuscript was a part of my research work during my PhD program.\u0026nbsp;\u003c/p\u003e"}],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":true,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":true,"hideJournal":true,"highlight":"","institution":"","isAcceptedByJournal":false,"isAuthorSuppliedPdf":false,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":false,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true},"keywords":"tribal rural youth farmers, smart mobile phone, MLR","lastPublishedDoi":"10.21203/rs.3.rs-1909883/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-1909883/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003ch2\u003eBackground\u003c/h2\u003e \u003cp\u003eMobile phones are extremely popular amongst young people, cutting across gender or locality, and can serve for improving efficiency of agricultural markets, promoting investment, and contributing to empowerment. As usage and application of ICT (Information and Communication Technologies) gadgets and gizmos are generally adhered to the youths compared to the old and aged personnel, a thorough understanding on the extent of mobile phones application in farming by tribal rural youth is a right paramount in such a challenging hill agricultural production and knowledge systems of Meghalaya.\u003c/p\u003e\u003ch2\u003eMethods\u003c/h2\u003e \u003cp\u003eA four stage sampling has been followed in the study. Snowball sampling was implemented to select respondents which brought total respondents to 240. All of the respondents were tribal rural youth farmers between 19\u0026ndash;35 years. One of the indifferent criterions for the sample rural youth will be the farmer who possesses a smart mobile phone. Multinomial logistic regression (MLR) was used to predict the probabilities of the different possible outcomes of a categorically distributed dependent variable, given a set of independent variables.\u003c/p\u003e\u003ch2\u003eResults\u003c/h2\u003e \u003cp\u003eParameter estimates showed that annual income, perceived ease of use, mobile phone service reliability, money spent on mobile phone monthly have no impact on the use of mobile phone application in farming whilst agricultural land holding, decision making, perceived usefulness and education have significant bearings on the extent of mobile phone application in farming.\u003c/p\u003e","manuscriptTitle":"Extent of mobile phone application in farming: A Probabilistic Model","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2022-12-01 20:37:01","doi":"10.21203/rs.3.rs-1909883/v1","editorialEvents":[{"type":"communityComments","content":0}],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true}}],"origin":"","ownerIdentity":"e2e1254f-6be9-4f3f-a03b-c16b0b145380","owner":[],"postedDate":"December 1st, 2022","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"posted","subjectAreas":[],"tags":[],"updatedAt":"2022-12-01T20:37:01+00:00","versionOfRecord":[],"versionCreatedAt":"2022-12-01 20:37:01","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-1909883","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-1909883","identity":"rs-1909883","version":["v1"]},"buildId":"-HB7Z8yhvgn0wM9Nzuekk","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}