Tourism's Impact on Inclusive Growth and CO2 Emissions in the Case of Madagascar

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Josué, Jonathan M. Andreas, CAMARA E. Alyda, Kantotiana S. RANDRIANANTENAINA This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-4434754/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 This research investigates the multifaceted relationship between tourism, economic growth, and carbon emis-sions in Madagascar. Regression analyses were con-ducted to examine the impact of tourism receipts on eco-nomic growth and tourist arrivals on CO2 levels. The re-sults indicate a significant positive association between tourism and economic growth, highlighting the sector’s pivotal role in driving Madagascar’s economy. Con-versely, tourist arrivals were found to contribute to in-creased carbon emissions, emphasizing the need for sus-tainable tourism practices to mitigate environmental im-pacts. Additionally, recommendations are provided for enhancing road infrastructure, promoting ecotourism, diversifying touristic offerings, digitizing tourism ser-vices, promoting environmental sustainability, investing in continuous training for tourism personnel, and foster-ing public-private partnerships to stimulate further de-velopment in Madagascar’s tourism sector. Econometrics Hospitality and Tourism Macroeconomics Climate Analysis and Modeling Tourism Economic Growth Environ-mental Sustainability Econometrics Carbon Emis-sions Madagascar Regression Analysis Sustainable Development Public-Private Partnerships Diversifica-tion Ecotourism 1 Introduction Tourism is one of the world’s major industries, and people have been traveling for pleasure since the dawn of time. It has become one of the fastest-expanding sec-tors of the global economy in recent years. Tourism arose as a result of modernization and contributed significantly to shaping the experience of modernity. Economic growth and tourism development are inter-twined, according to previous literature; therefore, an increase in the general economy will support tourism development [16]. As a result, it’s critical to investi-gate how tourism and other factors (including macroe-conomics) are linked to economic growth. The United Nations World Tourism Organization (UNWTO) [51] asserts that tourism stands as a pivotal industry signif-icantly contributing to socio-economic development. It functions as a strategic determinant, a catalyst for eco-nomic expansion, and a potent instrument for national development. Notably, this sector stimulates employ-ment creation, foreign exchange accrual, investment augmentation, and revenue enhancement. In 2019, its impact was substantial, contributing over 9.1 billion dollars to the global Gross Domestic Product (GDP) and exceeding 194.2 million dollars for the African econ-omy. According to the findings of the Spanish con-sulting firm "Bloom Consulting," Madagascar currently ranks as the 9th African nation in terms of tourist at-tractions. Recent data from the Ministry of Tourism reveals that the cumulative number of tourists, en-compassing Malagasy nationals, recorded for Mada-gascar in 2022 reached 132,018. This statistical repre-sentation is derived from visa issuances and the quan-tification of tourists arriving at the airport. A note-worthy observation is the predominant presence of French tourists, constituting approximately 41 percent of the total. Moreover, for the initial months of 2023 (January and February), Madagascar recorded around 20,000 tourist arrivals, with projections estimating this figure to escalate to 300,000 if the prevailing pace of recovery persists. Beyond mere visitor statistics, the economic ramifi-cations of tourism are profound. The sector has been a significant source of employment, creating 641,500 jobs and contributing to 13 percent of the national GDP. In 2020, the monetary contribution amounted to 176.85 euros, equating to 1.4 percent of the GDP and representing 4 percent of all international tourism re-ceipts in East Africa. In contrast to other sectors, tourism uniquely serves as a conduit for foreign exchange, injecting 748 million dollars into the Malagasy GDP. The implementation of judicious public policies within the tourism domain is posited to play a pivotal role in realizing the objective of inclusive growth. According to the Organization for Economic Co-operation and Development (OECD), a well-crafted tourism policy should ensure that eco-nomic growth is equitably distributed within society, thereby enhancing the overall well-being of the popu-lace. Furthermore, tourism’s contribution to inclusive growth is underscored by its role in employment gen-eration and the eradication of discriminatory practices. Presently, there exists a notable lack of awareness regarding the nuanced distinction between economic growth and inclusive growth. Economic growth is predicated on the evolution of real GDP, whereas inclu-sive growth revolves around GDP per capita. The lat-ter encapsulates individuals irrespective of their eco-nomic strata, be they affluent or underprivileged, and transcends geographic distinctions, extending oppor-tunities uniformly to urban and rural dwellers alike. This inclusivity, in turn, seeks to promote equality and alleviate poverty within the local population. The primary objective of this study is to elucidate the multifaceted contribution of tourism to the eco-nomic growth paradigm of Madagascar. 2 Literature Review 2.1 Theoretical Approach The interplay between tourism and the economy has captured the attention of numerous scholars, motivat-ing them to analyze the connections between these two variables. Tourism stands as a key sector for economic growth in many countries, particularly in developing nations. Despite becoming one of the world’s most sig-nificant activities, many developing countries have not fully harnessed its potential. Therefore, it is imperative to scrutinize the relationship between tourism and eco-nomic growth. Consequently, most theoretical mod-els examining the causality between non-commercial goods (such as tourism) and economic growth are rel-atively recent. Some asserts that economic growth linked to tourism occurs when tourism stimulates the overall economy through spillover effects and other external-ities. However, Brida et al. (2008) demonstrate that the development of tourism in a country can stimulate investment in new infrastructure, create economies of scale, and facilitate the dissemination of technical knowledge.[33] Others posit that tourist expenditures on accommo-dation, catering, transportation, leisure, and services lead to substantial production of goods and services and job creation.[5] the links between tourism and sectors such as agri-culture, transportation, retail trade, and construction strengthen the local multiplier effect resulting from tourist demand [1]. To accelerate economic develop-ment, it is essential for robust and optimized links be-tween economic sectors. Consequently, the potential of tourism to contribute significantly to economic de-velopment lies in intelligent cooperation between eco-nomic sectors. With a significant diversification of the economy, such cooperation could promote export growth, valorize new offerings that attract tourists to even the most remote areas of the country, stimulate the development of small businesses, and more. Si-multaneously, the development of tourism in a country can stimulate investment in new infrastructure, create economies of scale, and facilitate the dissemination of technical knowledge [12]. Another authors [41]argues that the tourism sector contributes to economic growth by creating employ-ment. However, it is crucial to note that the tourism sector is highly sensitive to price and income elasticity [29]. Countries with highly unstable currencies often experience high inflation rates, significantly impacting tourism activity. In their article titled "Tourism and Inclusive Growth: A Sustainable Development Goal?" [21], the authors emphasize that while tourism can contribute to eco-nomic growth, it can also exacerbate economic and social inequalities. The authors propose several mea-sures to ensure that tourism contributes to inclusive growth, including policies that promote local employ-ment, training, skill development, and the establish-ment of tourist businesses by local communities. In another article titled "Tourism and Inclusive Growth: The Role of Small and Medium-sized Enter-prises" [40], the authors highlight the potential of small and medium-sized tourist enterprises to contribute to inclusive growth. The authors recommend policies that support local entrepreneurship and SMEs, includ-ing funding and training programs. In a case study on community tourism in Peru,some [?] found that tourism can contribute to inclusive growth by creating jobs for local communities, improv-ing access to basic services such as water and electric-ity, and preserving local culture and the environment. However, the authors emphasize that the success of community tourism depends on the commitment of lo-cal communities and active participation of stakehold-ers. In their study titled "Tourism and Inclusive Growth in Small Island Developing States" [28], the authors ex-amined the role of tourism in small island developing states. The authors highlight that tourism can con-tribute to inclusive growth by creating jobs for local populations and stimulating the local economy. How-ever, they also note that tourism can have negative ef-fects, such as pressure on natural resources and rising real estate prices, which can worsen economic and so-cial inequalities. Tourism can have negative effects on inclusive growth in Madagascar, as in other countries. Here are some ex-amples of potential negative effects: Firstly, tourism can contribute to economic inequal-ities if the created jobs are concentrated in certain re-gions or primarily benefit foreign companies rather than local businesses. This can lead to economic po-larization and marginalization of local communities. Additionally, the tourism sector can lead to in-creased pressure on natural resources, such as land, water, and ecosystems. If not managed properly, this can have negative effects on local communities, which may be deprived of access to resources essential for their livelihoods. Tourism can also contribute to the erosion of local culture if tourist practices do not respect the traditions and cultural norms of local communities. This can also result in a loss of cultural and historical heritage. Finally, the sector can lead to an increase in prices of local goods and services, making life more difficult for low-income individuals. However, it is important to note that these negative effects are not inevitable. If tourism is managed re-sponsibly and equitably, it can contribute to inclusive growth by creating jobs for local populations and stim-ulating the local economy. Therefore, it is crucial to implement policies that ensure the economic benefits of tourism benefit local communities and that tourist practices respect the environment and local culture. 2.2 Empirical Approach The relationship between tourism development and growth has intrigued several authors and resulted in numerous studies across different countries world-wide. Authors [23]concluded that there is indeed a bidirec-tional causality relationship between tourism and the growth of Benin. Using chronological data from 1990 to 2020, Foster found a positive impact of tourism on long-term economic growth, with a growth rate of 1.93 percent when tourism increases by 1 percent. The re-sults also indicate that the expansion of the tourism sector correlates with increased activities in other sec-tors of the economy, particularly stimulating agricul-tural sectors. Another study empirically examined the link be-tween Senegalese tourism and economic growth. Ac-cording to their estimation, a 1 percent increase in tourist receipts would lead to a 0.71 percent increase in per capita GDP. They also revealed a positive rela-tionship between tourism and the development of eco-nomic sectors such as agriculture and industry.[6] In an evaluation of the impact of the tourism sec-tor on Mauritius from 1952-1992 using Johansen’s cointegration method and Granger causality tests, [15]demonstrated that tourism has favored Mauritian economic growth. Kim [31] demonstrated the existence of a long-term equilibrium relationship and bidirectional causality be-tween Taiwanese tourism and economic development. Authors [5] used Johansen and Juselius’ cointegra- tion method on quarterly data from 1975 to 1997 and proved the existence of a stable long-term relation- ship between tourist receipts and Spanish economic growth. Dupont conducted a study titled "The Relationship between Tourism, Growth, and Inclusive Develop- ment in Luxury Small Island Destinations: The Exam- ple of Anguilla in the Caribbean." Using annual data from 1985-2012 and employing vector error correction model (VECM), the results indicate that a 1 percent in- crease in tourist revenue in Anguilla leads to a long- term increase of 0.6 percent in its GDP. Granger causal- ity tests reveal a bidirectional causality between tourist activity and economic growth. The study also indicates that the growth of the tourism sector coincides with a contraction in agricultural activity in Anguilla, result- ing in a loss of resources for the country.[17] For the case of Senegal, [6] some authors used data from 2007-2018 and applied VECM. The results show that a 1 percent increase in tourist receipts leads to a 0.71 percent increase in per capita GDP, and Granger causality tests prove a unidirectional link between these two indicators. The study’s results also demon- strate that the growth of Senegalese tourism positively contributes to the development of the agriculture and industry sectors. Avegnon [4] conducted a study on the causality re- lationship between tourism and economic growth in Togo using data from 1981 to 2015. The VAR model was applied, and the result shows a unidirectional relation- ship between tourism measured by tourist receipts and economic growth. The study also reveals that tourism development reinforces the effect of agricultural devel- opment on economic growth. An analysis of the long-term empirical relationship between economic growth and international tourism was conducted by [5]. Using Johansen’s cointegration method on quarterly data from Spain between 1975 and 1997, these authors found a stable long-term relation- ship between tourist receipts and economic growth. Furthermore, they showed that external competitive- ness (measured by the real effective exchange rate) is a fundamental variable for Spanish economic growth in the long term. Using cointegration and causality techniques, [11] authors analyzed the hypothesis of tourism-led growth for Morocco and Tunisia for the period from 1980 to 2010. The results obtained highlighted a short- term unidirectional causality of tourist receipts to ward GDP growth in the Moroccan and Tunisian economies. However, it was observed that this long- term causality is not significant at the 5 percent thresh- old. Similarly, they demonstrated that the hypothesis of export-led growth is more suitable for the two stud- ied economies, given the reverse causality link from growth to tourism. These empirical studies provide valuable insights into the complex relationship between tourism and economic growth, showcasing both positive and nega- tive effects, and emphasizing the importance of consid- ering specific country contexts in understanding this intricate interaction. 2.3 tourism and CO2 The literature review conducted by [38] in the Interna- tional Journal of Contemporary Hospitality Manage- ment explores the relationship between CO2 emissions and the tourism industry from 2007 to 2021. The stud- ies consistently reveal a significant link between cli- mate change and tourism, emphasizing the vulnera- bility of the industry to the adverse impacts of rising CO2 emissions. Carbon emissions from transportation and accommodation activities emerge as key factors affecting the global climate and contributing to envi- ronmental concerns such as air pollution, deforesta- tion, and ecosystem disturbances. The literature un- derscores the urgent need for reducing CO 2 emissions within the tourism sector, highlighting the critical role of emission reduction strategies in mitigating climate change effects and ensuring the long-term sustainabil- ity of the industry. Policymakers and stakeholders are urged to take proactive measures, emphasizing the im- portance of developing and implementing comprehen- sive strategies and initiatives to promote sustainable practices in tourism. This review not only consoli- dates existing knowledge but also provides a founda- tion for future research and policy interventions to address the environmental challenges associated with tourism-related activities. 3 Tourism Landscape of Mada gascar Tourism in Madagascar is experiencing significant growth, driven by a burgeoning interest in marine tourism. This sector has become a focal point for both domestic and international visitors, with a particular emphasis on coastal regions. A detailed survey con-ducted in 2012 shed light on the fact that 63% of tourists in Madagascar actively participate in coastal activities, primarily concentrated in key regions such as Nosy Be, Antsiranana, Sainte Marie, and Toliara [56]. This surge in tourism not only contributes to the economic landscape of Madagascar but also aligns with global trends reflecting an increased attraction towards marine experiences. The intricate dynamics of Mada-gascar’s tourism industry call for a nuanced under-standing of the challenges and opportunities inherent in this sector. 3.1 Challenges in Sustainable Marine Tourism While Madagascar’s tourism sector flourishes, there are formidable challenges that must be addressed to ensure the long-term sustainability of marine tourism. The allure of the country’s coastal areas, as highlighted by the 2012 visitor survey [56], necessitates vigilant management of environmental factors to preserve the appeal that draws tourists. A primary concern is the reliance of the tourism sector on the health of oceans and the cleanliness of beaches. The impact of marine pollution, including marine debris, poses a significant threat to the pristine nature of Madagascar’s coastal regions. Effective wa-ter quality management is crucial to maintaining the allure of these areas for tourists. Furthermore, the tourism sector is susceptible to the far-reaching impacts of climate change, which poses a direct threat to the sustainability of Madagascar’s tourism industry. Managing these environmental chal-lenges requires a strategic approach that balances the economic benefits of tourism with the imperative to preserve the natural beauty that attracts visitors in the first place. 3.2 Analysis of Underperformance and Comparative Trends Despite the growing interest in Madagascar’s tourism, the sector exhibits a notable underperformance when compared to neighboring countries and global tourism trends. An analysis spanning the period from 2010 to the pre-COVID peak of 2019 reveals a modest in-crease in international tourism arrivals, from 196,000 to 376,000. In contrast, other sub-Saharan African nations experienced more substantial growth during the same timeframe. For instance, Mauritius, Mozambique, Tanzania, and South Africa demonstrated considerably higher in-creases in international tourism arrivals, indicating a relative lag in Madagascar’s tourism sector [51]. This underperformance is a critical aspect that warrants ex-ploration and understanding. The discrepancy in tourism revenue further under-scores Madagascar’s challenges. While sub-Saharan Africa witnessed an increase in international tourism receipts from nearly USD 21 billion to nearly USD 27 billion, Madagascar’s revenue increased from USD 309 million in 2010 to USD 747 million in 2019 [51]. 3.3 Economic Impacts and the Influ-ence of COVID-19 The COVID-19 pandemic emerged as a significant dis-ruptor to the global tourism landscape, profoundly im-pacting Madagascar’s tourism sector. The economic ramifications of the pandemic were substantial, push-ing Madagascar’s tourism into a recession in 2020. This economic downturn had ripple effects, pushing an ad-ditional 1.4 million people into poverty in a country already grappling with an 81% poverty rate in 2021. As the pandemic unfolded, international tourism ar-rivals for sub-Saharan Africa plummeted sharply to 12.9 million in 2020 and 12.7 million in 2021, before showing signs of a partial recovery with 25.8 million arrivals in 2022 [51]. Madagascar, however, experi-enced a stark contrast, with arrivals for 2021 plunging by 92% below those of 2019 [52] . The economic repercussions extended to tourism re-ceipts, with Madagascar’s earnings dwindling to USD 145 million in 2020 and USD 93 million in 2021. These figures underscore the vulnerability of Madagascar’s tourism sector to external shocks and highlight the im-perative of crafting resilient strategies to mitigate such impacts. 3.4 Contributing Factors to Weak Tourism Outcomes Madagascar’s tourism sector has grappled with several structural and contextual challenges that have con-tributed to its underperformance. A myriad of factors, including historical economic and political instability, insufficient infrastructure, limitations in air transport access, and governance issues, have collectively hin-dered the sector’s growth. The consequences of these challenges are stark, re-sulting in tens of thousands of missing jobs and billions of USD in lost revenues. Past economic and political instability, in particular, has cast a shadow on Mada-gascar’s ability to attract and sustain a robust tourism industry. The lack of adequate road and other infras-tructure, coupled with issues related to air transport access and governance, further compounds these chal-lenges. 3.5 Economic Impacts of Biodiversity Protection in Madagascar The 2022 economic study, "The Economic Contribution of Madagascar’s Protected Areas - a Review of the Evi-dence," illuminates the concerning financial landscape of biodiversity protection in the country. The study un-derscores the inefficiency and inequitable distribution of benefits derived from protected areas. Disturbingly, it reveals that actual government expenditures on bio-diversity protection between 2014-2018 were a mere 12%-20% of the allocated budgeted amounts [20]. 3.5.1 National Park Visitor Trends and Local Community Support Table 1 provides a snapshot of national park visitor numbers from 2020 to 2022, with a noteworthy reve-lation that the majority of park visitors in 2021 were Malagasy (MNP, pers. comm., 2023). A pre-COVID analysis in 2019 indicates that the 15 most visited na-tional parks reported over 227,000 visitors, with Nosy Tanikely and Isalo leading in visitation. The study em-phasizes the critical role of local community support for the viability of protected areas, stressing the need for sincere political commitment at all levels in Mada-gascar [20]. Source: Madagascar National Parks, pers. comm., June 2023 3.5.2 Impact of Political Factors on Visitor Num-bers A recent study [2] further contribute insights into the period from 1992 to 2021, highlighting that the top 10 most visited Protected Areas (PAs) accounted for a substantial percentage of entry tickets sold and sales over specific periods. Political insecurity and remote-ness emerge as significant factors influencing visita-tion in PAs, although the study notes that remoteness, in terms of road degradation, poses a more substantial challenge than geographical distance. 3.5.3 Community Development Initiatives de-spite Low Revenues Despite the low revenues from national park entry fees, Madagascar National Parks (MNP) has under-taken commendable initiatives to enhance the liveli-hoods of communities residing near the parks. Ongo-ing projects, such as the construction of schools and health facilities, and the development of agricultural programs, aim to provide viable alternatives for vil-lagers to sustain their livelihoods outside protected ar-eas. This showcases a proactive approach to commu-nity development, mitigating dependence on resources within the protected areas [2]. 3.6 Recent Surge in Tourism in 2023 The tourism sector in Madagascar experienced remark-able growth in 2023, marked by a record number of 259,850 international tourists visiting the island. This represents an impressive increase of over 97% com-pared to the previous year. The Ministry of Tourism and Handicrafts emphasizes that, despite this excep-tional growth, the overall statistics for 2023 align with those of 2019, with only a slight decrease of 15%. Notably, the top 10 nationalities visiting Madagascar show minimal changes from 2022, except for China en-tering the ranking and replacing the Czech Republic. Ministerial data also reveals a significant increase in tourism in December 2023, with 30,718 international visitors, surpassing even the figures recorded in De-cember 2019, a landmark year for Malagasy tourism with 252,292 tourists. In terms of revenue, Madagascar recorded an im-pressive figure of 534 million euros in foreign exchange for the year 2023, nearly double the previous year. This substantial increase in revenue attests to the growing appeal of Madagascar as a tourist destination[35]. 4 Data and methodology In this study, we employ a two-model approach to comprehensively examine the multifaceted effects of Table 1: National park visitor numbers (2020 - 2022) National Park Number of Visitors 2020 Number of Visitors 2021 Number of Visitors 2022 Analamerana 0 0 0 Andranomena 2 0 0 Marolambo 0 14 26 Zahamena 31 3 23 Sahamalaza 4 8 33 Mananara Nord 0 59 59 Beza Mahafaly 3 15 48 Andohahela 58 53 100 Baie de Baly/Namoroka 30 13 142 Manombo 0 107 143 Ambohitantely 9 64 153 Kirindy Mite 135 172 582 Cap St Marie 102 377 683 Nosy Hara 264 177 1,144 Tswimanampes 283 525 1,153 Marojejy 352 285 1,323 Andringitra 237 266 1,368 Zombitse V. 362 124 1,963 Masoala 480 533 2,548 Ankarafantsika 436 963 3,021 Lokobe 1,947 4,419 5,540 Ankarana 495 562 5,233 Montagne D’Ambre 1,751 989 6,802 Bemaraha 361 1,319 8,910 Ranomafana 2,289 3,012 11,837 Andasibe/Analamazaotra 455 3,637 13,535 Mantadia 3,348 377 2,691 Isalo 4,071 6,147 18,424 Nosy Tanikely 7,646 6,671 27,973 Total 25,151 30,891 115,457 tourism on both economic prosperity and environmen-tal sustainability. Our primary focus lies in under-standing the impact of tourism on GDP per capita, cap-turing the inclusive influence of tourism receipts, and simultaneously assessing the repercussions of tourist arrivals on CO2 emissions. 4.1 Data The dataset under scrutiny in this scholarly investi-gation is sourced from esteemed institutions, notably the World Bank, a venerable repository acknowledged for its unwavering commitment to delivering author-itative and comprehensive economic data. The metic-ulous selection of data sources underscores the commitment to ensuring the integrity and reliability of the variables scrutinized, specifically Real Gross Domestic Product per capita (GDPP),Real Gross domestic prod-uct (GDP), exchange rates (CHANGE), inflation rates (INFLATION),Tourists arrival (AR) Carbon emissions (CO2) and International Tourism Receipts (RTOUR) (see Table 2). The World Bank’s distinguished stand-ing as a preeminent institution in the field of economic data establishes a robust foundation for our analytical endeavors. The temporal ambit of our investigation spans from 1995 to 2021. This judiciously chosen and expansive timeframe serves the purpose of facilitating a thor-ough exploration of the intricate relationships among GDPP, exchange rates, inflation rates, and International Tourism Receipts. This comprehensive temporal scope enables our analysis to capture enduring trends and dynamic shifts within the socio-economic fabric of the nations under examination. 4.2 Variables Selection: In this section, we provide an overview of the variables selected for our analysis and their significance. Table 3 presents a comprehensive description and justification of these variables. 4.3 Literature Connection The literature reviewed unveils a rich tapestry of theoretical and empirical insights into the complex interplay between tourism, inflation, exchange rates, and GDP per capita. Understanding the connections between these variables is crucial for comprehending the multifaceted dynamics of economic growth, particularly in the context of developing nations. Tourism and Economic Growth: The empirical studies by [23], [6], and [15] provide compelling evidence of a positive relationship between tourism and economic growth. The variable "tourism receipts" in the equation finds resonance in these findings, suggesting that an upsurge in tourism activi-ties positively impacts GDP per capita by stimulating economic growth, creating jobs, and fostering sectoral linkages. Inflation’s Impact on Tourism: The literature underscores the vulnerability of the tourism sector to price and income elasticity, particu-larly in countries with highly unstable currencies [41]. This aligns with the "inflation" component in the equa-tion, indicating that fluctuations in inflation rates can significantly influence the performance of the tourism sector and, consequently, its contribution to GDP per capita. Exchange Rates and Economic Dynamics: The role of exchange rates in shaping the tourism landscape is briefly touched upon, emphasizing the challenges faced by countries with volatile currencies [41]. This aligns with the "exchange rate" component in the equation, highlighting that currency fluctua-tions can impact the economic contribution of tourism to GDP per capita. Inclusive Growth Considerations: Theoretical discussions by [21] and empirical stud-ies like those by [28] shed light on the nuanced aspect of inclusive growth within the tourism sector. Under-standing the potential negative effects, such as eco-nomic inequalities, pressure on natural resources, and cultural erosion, becomes integral when evaluating the holistic impact of tourism on GDP per capita. In summary, this literature connection establishes a comprehensive foundation for the equation examin-ing the impact of tourism receipts, inflation, and ex-change rates on GDP per capita. The synthesis of the-oretical perspectives and empirical evidence provides a nuanced understanding of the intricate relationships between these variables, emphasizing the need for re-sponsible management and tailored policies to harness the full potential of tourism for economic growth. 4.4 Estimation of impact of tourism on growth In this study, we employ a linear regression model to investigate the correlation between the growth rate of Gross Domestic Product (∆LGDPPt) and various inde-pendent variables. The model is expressed as follows: This model enables us to assess the impact of these independent variables on the growth rate of Gross Do-mestic Product, allowing for a comprehensive under-standing of the economic dynamics under considera-tion. The coefficientsβ0 , β1 , β2, β3, β4 are estimated parameters that quantify the magnitude and direction of the influence of each respective variable on the de-pendent variable ∆LGDPPt. The inclusion of the error term εt accounts for unobserved factors and measure-ment errors, ensuring the robustness of our analysis. 4.5 Assessment of Carbon Dioxide Emissions from Tourism The assessment of carbon dioxide emissions from tourism is crucial for understanding its environmental impact. In this section, we employ a regression anal-ysis to quantify the factors influencing the change in carbon emissions (∆CO2) attributable to tourism ac-tivities. ∆CO 2 This variable represents the change in car-bon emissions. It is modeled as follows: ∆CO i 2 = β 0 + β 1 ∆LAR i + β 2 ∆LGDP i + u i In this regression analysis, the model incorporates the following variables: ∆LARi: Change in tourist arrivals for destination i. ∆LGDPi: Change in gross domestic product (GDP) for destination i. ui: Error term capturing unobserved factors influ-encing carbon emissions for destination i. These variables allow us to assess how changes in tourist arrivals and economic activity impact carbon emissions from tourism, providing valuable insights for sustainable tourism management and environmen-tal policy formulation. 4.6 Data Transformation In preparation for rigorous analysis, a series of meticu-lous data preprocessing steps were applied to the vari-ables under investigation. To address issues of variance and potentially linearize relationships, a judicious log-arithmic transformation was implemented on key vari-ables, namely GDPP, ER, INF, and RT. This transfor-mation yielded log-transformed variables, denoted as LGDPP, LER, LINF, and LRT. Subsequently, first differ-ences were computed for these log-transformed vari-ables, resulting in the creation of ∆LGDPP, ∆LER, ∆LINF, and ∆LRT. This transformative approach not only assists in mitigating trends but also ensures the stationarity of the series—a critical prerequisite for ro-bust time series analysis. 5 Results 5.1 Regression Analysis: Impact of Tourism on Economic Growth Interpretation of Coefficients: Table 4 presents the coefficients and statistical mea-sures for the regression analysis. ⋆ ∆LRT: A one-unit increase in the logarithm of tourism is associated with a significant 0.1399 unit increase in the logarithm of GDP (p < 0.01). ⋆ ∆LER: A one-unit increase in the logarithm of change is correlated with a substantial -1.1113 unit decrease in the logarithm of GDP (p < 0.01). ⋆ INF: The coefficient for inflation (INF) is 0.0047, indicating a positive relationship with GDP. How-ever, it is statistically insignificant at the 5% level (p = 0.0606). ⋆ C: The constant term (C) representing the inter-cept is not statistically significant (p = 0.2213). Model Fit and Additional Statistics The regression model exhibits strong explanatory power, explaining approximately 88.3% of the variabil-ity in GDP, with an adjusted R-squared of 86.6%. The standard error of regression is 0.0495, indicating the model’s accuracy in predicting GDP based on the in-dependent variables. The F-statistic of 52.8259 (p-value < 0.001) confirms the overall significance of the model, suggesting that at least one independent variable has a significant effect on GDP. The Durbin-Watson statistic is 2.1138, indicating no significant autocorrelation in the residuals. These statistics collectively affirm the reliability and significance of the regression results, providing con-fidence in the relationship between the independent variables and GDP. 5.2 Results for Tourism and CO2 Coefficient Interpretation: Refer to Table 5 for details. ⋆ ∆LAR (0.164105): A one-unit increase in the logarithm of tourist arrivals (∆LAR) is statisti-cally associated with a significant 0.1641 unit in-crease in CO2 levels (t-Statistic = 4.180673, Prob. = 0.0004). ⋆ ∆LGDP (0.023792): The coefficient for the loga-rithm of GDP growth (∆LGDP) is not statistically significant, indicating that changes in economic growth do not have a notable impact on CO2 lev-els (t-Statistic = 0.162556, Prob. = 0.8724). Table 4: Regression Results: Impact of Tourism Receipts (RT) on Economic Growth (Endogenous) Variable Coefficient Std. Error t-Statistic Prob. ∆LRT 0.1399 0.0275 5.0843 0.0000 ∆LER -1.1113 0.0916 -12.1273 0.0000 INF 0.0047 0.0024 1.9829 0.0606 C 0.0303 0.0240 1.2605 0.2213 Table 5: Estimation Results: Impact of Tourist Arrivals (AR) on CO2 (Endogenous) Variable Coefficient Std. Error t-Statistic Prob. ∆LAR 0.164105 0.039253 4.180673 0.0004 ∆LPIB 0.023792 0.146364 0.162556 0.8724 C 0.002147 0.018317 0.117195 0.9078 ⋆ Constant (C - 0.002147): The constant term, rep-resented by C, is not statistically significant, sug-gesting it does not contribute significantly to the prediction of CO2 levels (t-Statistic = 0.117195, Prob. = 0.9078). Model Fit and Significance: The regression model for CO2 levels demonstrates moderate explanatory power, explaining approxi-mately 54% of the variability observed. The F-statistic of 10.16900 (p-value < 0.001) confirms the overall significance of the model, indicating that the independent variables collectively have a signifi-cant effect on CO2 levels. The Durbin-Watson statistic, computed as 1.774651, suggests no significant autocorrelation in the residuals, reinforcing the reliability of the regression results. 6 Discussion 6.1 Tourism and Economic Growth in Madagascar The regression analysis results provide insights into the complex relationship between tourism and eco-nomic growth in Madagascar. Specifically, the coeffi-cients offer valuable information regarding the influ-ence of tourism-related factors on the country’s GDP dynamics. The coefficient associated with tourism receipts (∆LRT) demonstrates a statistically significant positive effect on GDP, highlighting the pivotal role of tourism in driving economic expansion. This finding suggests that an increase in tourism activity corresponds to a proportional rise in economic output, indicating the sector’s potential to stimulate overall growth. Conversely, the coefficient for the exchange rate (∆LER) displays a negative association with GDP. The substantial magnitude of this coefficient suggests that fluctuations in exchange rates can significantly impact economic performance. While a stronger local cur-rency may attract foreign investment, it may also hin-der export competitiveness, thereby negatively affect-ing GDP. Moreover, the coefficient for inflation (INF) exhibits a positive relationship with GDP, albeit statistically insignificant at conventional levels. This observation suggests that while inflation may exert some upward pressure on economic output, its influence is not robust enough to reach statistical significance in this context. Additionally, the non-significant constant term (C) indicates that factors beyond those included in the model may contribute to GDP variation. While this term does not directly elucidate tourism’s impact, it underscores the complexity of economic dynamics and the presence of other influential factors. In the broader context, these findings align with ex-isting literature[13][27] , highlighting the significance of tourism for economic development in Madagascar. The country’s abundant natural and cultural assets make it an attractive destination for tourists, contribut-ing to revenue generation and employment oppor-tunities. However, challenges such as infrastructure deficits and external shocks underscore the need for strategic policymaking and investment to fully lever-age tourism’s potential. 6.2 Impact of Tourist Arrivals on Car-bon Emissions The regression analysis provides insights into the rela-tionship between tourist arrivals and carbon emissions in Madagascar. The coefficient for ∆LAR indicates a significant positive association between tourist arrivals and CO2 emissions. This suggests that an increase in tourist arrivals leads to a corresponding rise in carbon emis-sions. On the other hand, the coefficient for ∆LGDP sug-gests that changes in economic growth, as measured by GDP growth, do not significantly impact CO2 emis-sions. Similarly, the constant term is not statistically sig-nificant, indicating that other factors not included in the model may influence carbon emissions. Overall, the results highlight the role of tourist ar-rivals in driving carbon emissions in Madagascar, un-derscoring the need for sustainable tourism practices to mitigate environmental impacts. 6.3 Channels Through Which Tourism Influences Carbon Emissions The escalation of tourist arrivals in Madagascar presents a complex milieu wherein the anthropogenic contribution to carbon dioxide (CO2) emissions is dis-tinctly influenced by several intrinsic factors inherent to the tourism sector. A scholarly analysis of these dy-namics elucidates the intricate channels through which the burgeoning tourism industry contributes to ele-vated CO2 emissions within the confines of this island nation.[38] Transportation-Induced Emissions: The aug-mentation of tourist numbers inherently begets a concomitant rise in the demand for ground trans-portation services. The utilization of fossil fuel-dependent vehicles for the facilitation of tours, transfers, and excursions emerges as a notable source of CO2 emissions. The geographical pecu-liarities of Madagascar underscore the imperative reliance on such modes of transportation, thereby intensifying the carbon footprint associated with intra-country tourist mobility. Energy Intensity in Accommodative Estab-lishments: Concurrent with heightened tourist influx, the establishment and expansion of accom-modations engender a commensurate augmenta-tion in energy consumption. Hotels and resorts, reliant on electricity for operations, climate con-trol, and supplementary amenities, constitute a substantive source of carbon emissions. The pro-nounced surge in energy demand, occasioned by the burgeoning tourist population, accentuates the ecological ramifications attendant to the hos-pitality sector. Impacts of Infrastructure Development: The discernible growth in tourism precipitates the construction of ancillary infrastructure, includ-ing lodgings, dining establishments, and ancil-lary facilities. Construction processes, inherently energy-intensive, engender noteworthy carbon emissions. The nexus between tourism-driven in-frastructure expansion and heightened CO2 out-put is palpable, encapsulating a direct correlation between developmental exigencies and environ-mental repercussions. Heightened Service Demand: A direct corol-lary of escalating tourist numbers manifests in an elevated requisition for a spectrum of services, en-compassing sustenance, potable water, and recre-ational pursuits. The provisioning of these ser-vices implicates activities that are predisposed to CO2 emissions, from the vehicular conveyance of goods to the energy-intensive processes associ-ated with culinary preparation. The cumulative effect of servicing an augmented demand nexus compounds the overall carbon footprint attendant to the tourism sector. Environmental Impacts of Tourist Activities: Tourism, as an industry, invariably encompasses activities and excursions, particularly those in-volving exploration of Madagascar’s distinctive ecosystems. These pursuits, whether facilitated through guided tours or recreational endeavors, contribute to the CO2 footprint through vehicular transportation to and within natural sites. The po-tential for habitat disturbance further underscores the intricate environmental ramifications inher-ent in these activities. In summation, the burgeoning tourism industry in Madagascar significantly augments CO2 emissions through transportation-related exigencies, heightened energy consumption within accommodative establish-ments, the ecological toll of infrastructure develop-ment, intensified service demand, and the environmen-tal implications intrinsic to tourist activities. A nu-anced understanding of these multifaceted dynamics is imperative for the formulation of judicious strate-gies aimed at managing and mitigating the ecological repercussions of Madagascar’s expanding tourism sec-tor. 7 Recommendations 7.1 Enhancing Madagascar’s Road In-frastructure Madagascar, with its rich natural and cultural heritage, stands to benefit significantly from improvements in road infrastructure, particularly in promoting tourism. Therefore, the following recommendations focus on key routes to enhance accessibility, safety, and envi-ronmental sustainability. Prioritizing Tourist Routes One essential step is to identify and prioritize the main-tenance and modernization of roads leading to popular tourist destinations. This includes ensuring that these routes are equipped with proper infrastructure to facil-itate easy and secure access to attractions. Southern Axis - National Road 7 (RN7) The RN7 connects Antananarivo to Toliara, passing through attractions like Andringitra National Park. To optimize this route, establishing a regular maintenance program is crucial to ensure high-quality road surfaces. Additionally, improving signage for better navigation and safety, along with implementing enhanced safety measures, will safeguard tourists. Eastern Axis - National Road 5 (RN5) The RN5 links Antananarivo to Tamatave, featuring ecotourism sites like Zahamena National Park. Up-grading this route should include eco-friendly land-scaping to enhance the travel experience and measures to preserve the unique biodiversity along the route. Northern Route to Nosy Be This route is crucial for beach tourism and marine bio-diversity. Therefore, prioritizing maintenance to sup-port coastal tourism growth and implementing eco-friendly practices to protect marine ecosystems are es-sential. Southeastern Route to Fort Dauphin Access to unique sites like Andohahela National Park relies on this route. Hence, intensive maintenance to improve accessibility and encourage ecotourism, along with collaboration with local communities for sustain-able tourism practices, is recommended. Route to Isalo National Park This route is significant for adventure tourism due to unique rock formations. Enhancing signage and land-scaping for a safer and visually appealing journey, as well as collaborating with local communities for re-sponsible tourism practices, are key recommendations. 7.2 Promoting Ecotourism in Madagas-car Madagascar’s unparalleled biodiversity and pristine natural landscapes present a remarkable opportunity for the development of ecotourism initiatives. To capi-talize on this potential while ensuring the preservation of the island’s unique ecosystems, several key strate-gies can be employed. Firstly, it is essential to strategically develop eco-tourism initiatives along existing routes, emphasizing low-impact practices such as nature-based activities, wildlife observation, and cultural experiences. Incor-porating eco-friendly accommodations and transporta-tion options can further minimize the environmental footprint associated with tourism activities. Secondly, fostering partnerships with local commu-nities is crucial. By engaging residents in decision-making processes and integrating their traditional knowledge, sustainable tourism practices that con-serve natural resources and empower communities economically can be implemented effectively. Moreover, educational programs and interpretive materials for tourists should be developed to raise awareness about the importance of conserving Mada-gascar’s rich biodiversity. Promoting responsible be-havior among visitors, including waste reduction, respect for wildlife habitats, and support for local con-servation efforts, is paramount. Furthermore, identifying and designating eco-tourism zones and trails within protected areas and national parks can help preserve fragile ecosystems. Strict regulations and monitoring mechanisms should be implemented to prevent habitat degradation and mitigate human-wildlife conflicts. By prioritizing ecotourism development guided by principles of sustainability, conservation, and commu-nity participation, Madagascar can showcase its excep-tional natural heritage to visitors while safeguarding its ecological integrity for future generations. 7.3 Diversification of Touristic Offer-ings Diversifying the touristic offerings in Madagascar is crucial to attract a diverse range of visitors. This in-volves developing a multitude of attractions beyond the conventional sites, encompassing cultural richness, unique experiences, and natural treasures. A versatile approach would engage a broader audience and ensure a balanced distribution of visitors across the entire ter-ritory. An excellent example of successful diversification can be observed in New Zealand. In addition to show-casing its spectacular landscapes, New Zealand high-lights its distinct Maori culture. Visitors can partake in traditional ceremonies, explore Maori villages, and savor local cuisine. This diversification enabled New Zealand to attract travelers interested in a variety of experiences, contributing to a robust tourism industry. Drawing inspiration from this example, Madagas-car could enhance its tourism sector by showcasing its cultural diversity, organizing traditional festivals, pro-moting local gastronomy, and creating touristic routes that highlight diverse natural riches, from beaches to national parks and marine reserves. By adopting such an approach, Madagascar can stimulate the interest of different traveler segments, thereby increasing its overall appeal as a tourist destination. 7.4 Digitization of Tourism Integrating digital technologies into Madagascar’s tourism industry can significantly enhance visitor ex-periences, boost the destination’s global visibility, and streamline internal operations. Iceland provides an excellent example of successful digitization in the tourism sector. The country adopted mobile applications to guide visitors to less frequented destinations. These apps offer real-time information on weather conditions, alternative routes, and lesser-known attractions, encouraging a balanced distribu-tion of tourist flows and preserving popular sites. Drawing inspiration from Iceland’s example, Mada-gascar could benefit from developing similar mobile applications offering detailed information on tourist attractions, local events, recommended routes, and even online booking features. Additionally, digital platforms can be utilized for targeted marketing cam-paigns, highlighting Madagascar’s unique strengths. Digitization would not only increase visitor satisfac-tion but also attract a more connected clientele, posi-tioning Madagascar as a modern and accessible tourist destination. 7.5 Environmental Sustainability Promoting sustainable tourism practices in Madagas-car is essential to preserve the country’s ecological and cultural wealth while meeting the increasing expecta-tions of environmentally conscious travelers. Costa Rica serves as a successful model of sustain-able tourism. The country has implemented strict regulations to minimize the environmental impact of tourism, emphasizing ecosystem conservation. This approach has attracted a steady flow of visitors seeking eco-friendly experiences. Madagascar could benefit from adopting similar ini-tiatives to promote environmental sustainability. Im-plementing strict regulations to limit waste, encour-aging the use of renewable energy, and promoting biodiversity-friendly practices are crucial steps. More-over, integrating visitor awareness of local environ-mental issues into marketing campaigns can attract an audience committed to preserving nature and local cul-tures. These efforts would contribute to the long-term preservation of Madagascar’s tourist attractions. 7.6 Continuous Training Investing in the continuous training of Madagascar’s tourism sector personnel is essential to ensure high-quality service, enhance visitor hospitality, and main-tain high professional standards.Switzerland, renowned for its tourism industry, serves as an exemplary model in prioritizing hospitality training. Sector professionals undergo thorough training programs, which emphasize essential aspects such as customer service, language proficiency, and cultural sensitivity. These initiatives contribute signif-icantly to providing an exceptional tourist experience. Madagascar could benefit from developing similar specialized training programs for its tourism sector employees. These programs should focus on culti-vating warm hospitality, understanding diverse visi-tor needs, and effectively managing delicate situations. Continuous training efforts could also include sessions on cultural preservation, environmental awareness, and industry trends. Collaborations with educational institutions and international experts can further en-hance the effectiveness of these programs, ultimately elevating service standards, improving visitor satisfac-tion, and fostering positive word-of-mouth. 7.7 Public-Private Partnerships Establishing robust partnerships between the public and private sectors is a crucial imperative to inject new dynamism into Madagascar’s tourism industry. These strategic alliances have the potential to catalyze sub-stantial investments in touristic infrastructure, leading to significant improvements in services, accessibility, and, consequently, the overall visitor experience. A relevant recommendation for Madagascar would be to encourage private investments through attractive tax incentives, streamlined authorizations, and the cre-ation of a favorable environment conducive to the de-velopment of tourism businesses. Successful collabo-ration between the government and the private sector could strategically focus on large-scale projects, such as expanding hotel infrastructure, establishing innova-tive tour circuits, and jointly promoting specific desti-nations. These partnerships, geared towards substantial ini-tiatives, are likely to enhance Madagascar’s competi-tiveness on the international tourism stage, position-ing the country as a preferred destination for travelers worldwide. 8 Conclusion In conclusion, this study sheds light on the intricate in-terplay between tourism, economic growth, and envi-ronmental sustainability in Madagascar. Our findings underscore the significant positive impact of tourism on economic development, as evidenced by the strong association between tourism receipts and GDP growth. The tourism sector emerges as a vital driver of Mada-gascar’s economy, generating revenue, creating em-ployment opportunities, and fostering socio-economic development. However, amidst the economic benefits, our analysis reveals a concerning trend of increased carbon emis-sions associated with rising tourist arrivals. This high-lights the imperative of adopting sustainable tourism practices to mitigate environmental degradation and preserve Madagascar’s rich natural heritage. Sustain-able tourism initiatives, such as promoting ecotourism, investing in renewable energy, and implementing con-servation measures, are crucial for achieving a harmo-nious balance between economic prosperity and envi-ronmental stewardship. Moreover, our research underscores the importance of strategic policymaking and collaboration between government agencies, private sector stakeholders, and local communities to harness the potential of tourism while safeguarding the environment. Initiatives such as enhancing road infrastructure, diversifying touris-tic offerings, digitizing tourism services, and investing in continuous training for tourism personnel can fur-ther enhance the competitiveness and sustainability of Madagascar’s tourism sector. Looking ahead, it is imperative for Madagascar to prioritize sustainable development practices that rec-oncile economic growth with environmental conser-vation. By embracing a holistic approach to tourism management, Madagascar can unlock the full poten-tial of its tourism sector while preserving its natural and cultural treasures for future generations to enjoy. 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World Commission on Environment and Development (WCED) (1987) Our Com-mon Future. Oxford University Press, Oxford World Bank (2013) Madagascar Tourism Sector Review: Unlocking the Tourism Potential of an Unpolished Gem. Wash-ington, DC. © World Bank. https://openknowledge.worldbank.org/handle/10986/16709 License: CC BY 3.0 IGO World Travel & Tourism Council (WTTC) (2023) Economic Impact of Travel & Tourism. https://www.wttc.org/Research/Economic-Impact Additional Declarations 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. 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Josué","email":"data:image/png;base64,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","orcid":"https://orcid.org/0009-0001-6794-0238","institution":"National Institute of Bank and Management","correspondingAuthor":true,"prefix":"","firstName":"ANDRIANADY","middleName":"R.","lastName":"Josué","suffix":""},{"id":303539481,"identity":"d97703d6-8d16-4f6d-8af4-4e2aa9ebe177","order_by":1,"name":"Jonathan M. Andreas","email":"","orcid":"","institution":"University of Sussex, Brighton , England","correspondingAuthor":false,"prefix":"","firstName":"Jonathan","middleName":"M.","lastName":"Andreas","suffix":""},{"id":303539482,"identity":"7e61a1f7-8c82-4c86-90db-f81774b97658","order_by":2,"name":"CAMARA E. Alyda","email":"","orcid":"","institution":"Catholic Univeristy of Madagascar","correspondingAuthor":false,"prefix":"","firstName":"CAMARA","middleName":"E.","lastName":"Alyda","suffix":""},{"id":303539483,"identity":"7ef31aa7-7fa5-4486-88e3-d645b287edd5","order_by":3,"name":"Kantotiana S. RANDRIANANTENAINA","email":"","orcid":"","institution":"Catholic Univeristy of Madagascar","correspondingAuthor":false,"prefix":"","firstName":"Kantotiana","middleName":"S.","lastName":"RANDRIANANTENAINA","suffix":""}],"badges":[],"createdAt":"2024-05-17 06:51:55","currentVersionCode":1,"declarations":{"humanSubjects":false,"vertebrateSubjects":false,"conflictsOfInterestStatement":false,"humanSubjectEthicalGuidelines":false,"humanSubjectConsent":false,"humanSubjectClinicalTrial":false,"humanSubjectCaseReport":false,"vertebrateSubjectEthicalGuidelines":false},"doi":"10.21203/rs.3.rs-4434754/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-4434754/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":56792648,"identity":"e947be0a-1d3a-470e-b566-0f767663cbe4","added_by":"auto","created_at":"2024-05-20 14:02:51","extension":"pdf","order_by":0,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":521483,"visible":true,"origin":"","legend":"","description":"","filename":"manuscript.pdf","url":"https://assets-eu.researchsquare.com/files/rs-4434754/v1/d74932e8-af2d-44f8-ae5f-f31e5f4ee26b.pdf"}],"financialInterests":"The authors declare no competing interests.","formattedTitle":"\u003cp\u003eTourism's Impact on Inclusive Growth and CO2 Emissions in the Case of Madagascar\u003c/p\u003e","fulltext":[{"header":"1 Introduction","content":"\u003cp\u003eTourism is one of the world\u0026rsquo;s major industries, and people have been traveling for pleasure since the dawn of time. It has become one of the fastest-expanding sec-tors of the global economy in recent years. Tourism arose as a result of modernization and contributed significantly to shaping the experience of modernity. Economic growth and tourism development are inter-twined, according to previous literature; therefore, an increase in the general economy will support tourism development [16]. As a result, it\u0026rsquo;s critical to investi-gate how tourism and other factors (including macroe-conomics) are linked to economic growth. The United Nations World Tourism Organization (UNWTO) [51] asserts that tourism stands as a pivotal industry signif-icantly contributing to socio-economic development. It functions as a strategic determinant, a catalyst for eco-nomic expansion, and a potent instrument for national development. Notably, this sector stimulates employ-ment creation, foreign exchange accrual, investment augmentation, and revenue enhancement. In 2019, its impact was substantial, contributing over 9.1 billion dollars to the global Gross Domestic Product (GDP) and exceeding 194.2 million dollars for the African econ-omy. According to the findings of the Spanish con-sulting firm \u0026quot;Bloom Consulting,\u0026quot; Madagascar currently ranks as the 9th African nation in terms of tourist at-tractions. Recent data from the Ministry of Tourism reveals that the cumulative number of tourists, en-compassing Malagasy nationals, recorded for Mada-gascar in 2022 reached 132,018. This statistical repre-sentation is derived from visa issuances and the quan-tification of tourists arriving at the airport. A note-worthy observation is the predominant presence of French tourists, constituting approximately 41 percent of the total. Moreover, for the initial months of 2023 (January and February), Madagascar recorded around 20,000 tourist arrivals, with projections estimating this figure to escalate to 300,000 if the prevailing pace of recovery persists.\u003c/p\u003e\n\u003cp\u003eBeyond mere visitor statistics, the economic ramifi-cations of tourism are profound. The sector has been a significant source of employment, creating 641,500 jobs and contributing to 13 percent of the national GDP. In 2020, the monetary contribution amounted to 176.85 euros, equating to 1.4 percent of the GDP and representing 4 percent of all international tourism re-ceipts in East Africa.\u003c/p\u003e\n\u003cp\u003eIn contrast to other sectors, tourism uniquely serves as a conduit for foreign exchange, injecting 748 million dollars into the Malagasy GDP. The implementation of judicious public policies within the tourism domain is posited to play a pivotal role in realizing the objective of inclusive growth. According to the Organization for Economic Co-operation and Development (OECD), a well-crafted tourism policy should ensure that eco-nomic growth is equitably distributed within society, thereby enhancing the overall well-being of the popu-lace.\u003c/p\u003e\n\u003cp\u003eFurthermore, tourism\u0026rsquo;s contribution to inclusive growth is underscored by its role in employment gen-eration and the eradication of discriminatory practices. Presently, there exists a notable lack of awareness regarding the nuanced distinction between economic growth and inclusive growth. Economic growth is predicated on the evolution of real GDP, whereas inclu-sive growth revolves around GDP per capita. The lat-ter encapsulates individuals irrespective of their eco-nomic strata, be they affluent or underprivileged, and transcends geographic distinctions, extending oppor-tunities uniformly to urban and rural dwellers alike. This inclusivity, in turn, seeks to promote equality and alleviate poverty within the local population.\u003c/p\u003e\n\u003cp\u003eThe primary objective of this study is to elucidate the multifaceted contribution of tourism to the eco-nomic growth paradigm of Madagascar.\u003c/p\u003e"},{"header":"2 Literature Review","content":"\u003cp\u003e2.1\u0026nbsp; \u0026nbsp;Theoretical Approach\u003c/p\u003e\n\u003cp\u003eThe interplay between tourism and the economy has captured the attention of numerous scholars, motivat-ing them to analyze the connections between these two variables. Tourism stands as a key sector for economic growth in many countries, particularly in developing nations. Despite becoming one of the world\u0026rsquo;s most sig-nificant activities, many developing countries have not fully harnessed its potential. Therefore, it is imperative to scrutinize the relationship between tourism and eco-nomic growth. Consequently, most theoretical mod-els examining the causality between non-commercial goods (such as tourism) and economic growth are rel-atively recent.\u003c/p\u003e\n\u003cp\u003eSome asserts that economic growth linked to tourism occurs when tourism stimulates the overall economy through spillover effects and other external-ities. However, Brida et al. (2008) demonstrate that the development of tourism in a country can stimulate investment in new infrastructure, create economies of scale, and facilitate the dissemination of technical knowledge.[33]\u003c/p\u003e\n\u003cp\u003eOthers posit that tourist expenditures on accommo-dation, catering, transportation, leisure, and services lead to substantial production of goods and services and job creation.[5]\u003c/p\u003e\n\u003cp\u003ethe links between tourism and sectors such as agri-culture, transportation, retail trade, and construction strengthen the local multiplier effect resulting from tourist demand [1]. To accelerate economic develop-ment, it is essential for robust and optimized links be-tween economic sectors. Consequently, the potential of tourism to contribute significantly to economic de-velopment lies in intelligent cooperation between eco-nomic sectors. With a significant diversification of the economy, such cooperation could promote export growth, valorize new offerings that attract tourists to even the most remote areas of the country, stimulate the development of small businesses, and more. Si-multaneously, the development of tourism in a country can stimulate investment in new infrastructure, create economies of scale, and facilitate the dissemination of technical knowledge [12].\u003c/p\u003e\n\u003cp\u003eAnother authors [41]argues that the tourism sector contributes to economic growth by creating employ-ment. However, it is crucial to note that the tourism sector is highly sensitive to price and income elasticity [29]. Countries with highly unstable currencies often experience high inflation rates, significantly impacting tourism activity.\u003c/p\u003e\n\u003cp\u003eIn their article titled \u0026quot;Tourism and Inclusive Growth: A Sustainable Development Goal?\u0026quot; [21], the authors emphasize that while tourism can contribute to eco-nomic growth, it can also exacerbate economic and social inequalities. The authors propose several mea-sures to ensure that tourism contributes to inclusive growth, including policies that promote local employ-ment, training, skill development, and the establish-ment of tourist businesses by local communities.\u003c/p\u003e\n\u003cp\u003eIn another article titled \u0026quot;Tourism and Inclusive Growth: The Role of Small and Medium-sized Enter-prises\u0026quot; [40], the authors highlight the potential of small and medium-sized tourist enterprises to contribute to inclusive growth. The authors recommend policies that support local entrepreneurship and SMEs, includ-ing funding and training programs.\u003c/p\u003e\n\u003cp\u003eIn a case study on community tourism in Peru,some [?] found that tourism can contribute to inclusive growth by creating jobs for local communities, improv-ing access to basic services such as water and electric-ity, and preserving local culture and the environment. However, the authors emphasize that the success of community tourism depends on the commitment of lo-cal communities and active participation of stakehold-ers.\u003c/p\u003e\n\u003cp\u003eIn their study titled \u0026quot;Tourism and Inclusive Growth in Small Island Developing States\u0026quot; [28], the authors ex-amined the role of tourism in small island developing states. The authors highlight that tourism can con-tribute to inclusive growth by creating jobs for local populations and stimulating the local economy. How-ever, they also note that tourism can have negative ef-fects, such as pressure on natural resources and rising real estate prices, which can worsen economic and so-cial inequalities.\u003c/p\u003e\n\u003cp\u003eTourism can have negative effects on inclusive growth in Madagascar, as in other countries. Here are some ex-amples of potential negative effects:\u003c/p\u003e\n\u003cp\u003eFirstly, tourism can contribute to economic inequal-ities if the created jobs are concentrated in certain re-gions or primarily benefit foreign companies rather than local businesses. This can lead to economic po-larization and marginalization of local communities.\u003c/p\u003e\n\u003cp\u003eAdditionally, the tourism sector can lead to in-creased pressure on natural resources, such as land, water, and ecosystems. If not managed properly, this can have negative effects on local communities, which\u003c/p\u003e\n\u003cp\u003emay be deprived of access to resources essential for their livelihoods.\u003c/p\u003e\n\u003cp\u003eTourism can also contribute to the erosion of local culture if tourist practices do not respect the traditions and cultural norms of local communities. This can also result in a loss of cultural and historical heritage.\u003c/p\u003e\n\u003cp\u003eFinally, the sector can lead to an increase in prices of local goods and services, making life more difficult for low-income individuals.\u003c/p\u003e\n\u003cp\u003eHowever, it is important to note that these negative effects are not inevitable. If tourism is managed re-sponsibly and equitably, it can contribute to inclusive growth by creating jobs for local populations and stim-ulating the local economy. Therefore, it is crucial to implement policies that ensure the economic benefits of tourism benefit local communities and that tourist practices respect the environment and local culture.\u003c/p\u003e\n\u003cp\u003e2.2\u0026nbsp; \u0026nbsp;Empirical Approach\u003c/p\u003e\n\u003cp\u003eThe relationship between tourism development and growth has intrigued several authors and resulted in numerous studies across different countries world-wide.\u003c/p\u003e\n\u003cp\u003eAuthors [23]concluded that there is indeed a bidirec-tional causality relationship between tourism and the growth of Benin. Using chronological data from 1990 to 2020, Foster found a positive impact of tourism on long-term economic growth, with a growth rate of 1.93 percent when tourism increases by 1 percent. The re-sults also indicate that the expansion of the tourism sector correlates with increased activities in other sec-tors of the economy, particularly stimulating agricul-tural sectors.\u003c/p\u003e\n\u003cp\u003eAnother study empirically examined the link be-tween Senegalese tourism and economic growth. Ac-cording to their estimation, a 1 percent increase in tourist receipts would lead to a 0.71 percent increase in per capita GDP. They also revealed a positive rela-tionship between tourism and the development of eco-nomic sectors such as agriculture and industry.[6]\u003c/p\u003e\n\u003cp\u003eIn an evaluation of the impact of the tourism sec-tor on Mauritius from 1952-1992 using Johansen\u0026rsquo;s cointegration method and Granger causality tests, [15]demonstrated that tourism has favored Mauritian economic growth.\u003c/p\u003e\n\u003cp\u003eKim [31] demonstrated the existence of a long-term equilibrium relationship and bidirectional causality be-tween Taiwanese tourism and economic development.\u003c/p\u003e\n\u003cp\u003eAuthors [5] used Johansen and Juselius\u0026rsquo; cointegra- tion method on quarterly data from 1975 to 1997 and proved the existence of a stable long-term relation- ship between tourist receipts and Spanish economic growth. Dupont conducted a study titled \u0026quot;The Relationship between Tourism, Growth, and Inclusive Develop- ment in Luxury Small Island Destinations: The Exam- ple of Anguilla in the Caribbean.\u0026quot; Using annual data from 1985-2012 and employing vector error correction model (VECM), the results indicate that a 1 percent in- crease in tourist revenue in Anguilla leads to a long- term increase of 0.6 percent in its GDP. Granger causal- ity tests reveal a bidirectional causality between tourist activity and economic growth. The study also indicates that the growth of the tourism sector coincides with a contraction in agricultural activity in Anguilla, result- ing in a loss of resources for the country.[17] For the case of Senegal, [6] some authors used data from 2007-2018 and applied VECM. The results show that a 1 percent increase in tourist receipts leads to a 0.71 percent increase in per capita GDP, and Granger causality tests prove a unidirectional link between these two indicators. The study\u0026rsquo;s results also demon- strate that the growth of Senegalese tourism positively contributes to the development of the agriculture and industry sectors. Avegnon [4] conducted a study on the causality re- lationship between tourism and economic growth in Togo using data from 1981 to 2015. The VAR model was applied, and the result shows a unidirectional relation- ship between tourism measured by tourist receipts and economic growth. The study also reveals that tourism development reinforces the effect of agricultural devel- opment on economic growth. An analysis of the long-term empirical relationship between economic growth and international tourism was conducted by [5]. Using Johansen\u0026rsquo;s cointegration method on quarterly data from Spain between 1975 and 1997, these authors found a stable long-term relation- ship between tourist receipts and economic growth. Furthermore, they showed that external competitive- ness (measured by the real effective exchange rate) is a fundamental variable for Spanish economic growth in the long term. Using cointegration and causality techniques, [11] authors analyzed the hypothesis of tourism-led growth for Morocco and Tunisia for the period from 1980 to 2010. \u0026nbsp; \u0026nbsp; The results obtained highlighted a short- term unidirectional causality of tourist receipts to ward GDP growth in the Moroccan and Tunisian economies. However, it was observed that this long- term causality is not significant at the 5 percent thresh- old. Similarly, they demonstrated that the hypothesis of export-led growth is more suitable for the two stud- ied economies, given the reverse causality link from growth to tourism. These empirical studies provide valuable insights into the complex relationship between tourism and economic growth, showcasing both positive and nega- tive effects, and emphasizing the importance of consid- ering specific country contexts in understanding this intricate interaction. 2.3 tourism and CO2 The literature review conducted by [38] in the Interna- tional Journal of Contemporary Hospitality Manage- ment explores the relationship between CO2 emissions and the tourism industry from 2007 to 2021. The stud- ies consistently reveal a significant link between cli- mate change and tourism, emphasizing the vulnera- bility of the industry to the adverse impacts of rising CO2 emissions. Carbon emissions from transportation and accommodation activities emerge as key factors affecting the global climate and contributing to envi- ronmental concerns such as air pollution, deforesta- tion, and ecosystem disturbances. The literature un- derscores the urgent need for reducing CO 2 emissions within the tourism sector, highlighting the critical role of emission reduction strategies in mitigating climate change effects and ensuring the long-term sustainabil- ity of the industry. Policymakers and stakeholders are urged to take proactive measures, emphasizing the im- portance of developing and implementing comprehen- sive strategies and initiatives to promote sustainable practices in tourism. \u0026nbsp;This review not only consoli- dates existing knowledge but also provides a founda- tion for future research and policy interventions to address the environmental challenges associated with tourism-related activities.\u003c/p\u003e"},{"header":"3\tTourism Landscape of Mada gascar","content":"\u003cp\u003eTourism in Madagascar is experiencing significant growth, driven by a burgeoning interest in marine tourism. This sector has become a focal point for both domestic and international visitors, with a particular emphasis on coastal regions. A detailed survey con-ducted in 2012 shed light on the fact that 63% of tourists in Madagascar actively participate in coastal activities, primarily concentrated in key regions such as Nosy Be, Antsiranana, Sainte Marie, and Toliara [56].\u003c/p\u003e\n\u003cp\u003eThis surge in tourism not only contributes to the economic landscape of Madagascar but also aligns with global trends reflecting an increased attraction towards marine experiences. The intricate dynamics of Mada-gascar\u0026rsquo;s tourism industry call for a nuanced under-standing of the challenges and opportunities inherent in this sector.\u003c/p\u003e\n\u003cp\u003e3.1 Challenges in Sustainable Marine Tourism\u003c/p\u003e\n\u003cp\u003eWhile Madagascar\u0026rsquo;s tourism sector flourishes, there are formidable challenges that must be addressed to ensure the long-term sustainability of marine tourism. The allure of the country\u0026rsquo;s coastal areas, as highlighted by the 2012 visitor survey [56], necessitates vigilant management of environmental factors to preserve the appeal that draws tourists.\u003c/p\u003e\n\u003cp\u003eA primary concern is the reliance of the tourism sector on the health of oceans and the cleanliness of beaches. The impact of marine pollution, including marine debris, poses a significant threat to the pristine nature of Madagascar\u0026rsquo;s coastal regions. Effective wa-ter quality management is crucial to maintaining the allure of these areas for tourists.\u003c/p\u003e\n\u003cp\u003eFurthermore, the tourism sector is susceptible to the far-reaching impacts of climate change, which poses a direct threat to the sustainability of Madagascar\u0026rsquo;s tourism industry. Managing these environmental chal-lenges requires a strategic approach that balances the economic benefits of tourism with the imperative to preserve the natural beauty that attracts visitors in the first place.\u003c/p\u003e\n\u003cp\u003e3.2 Analysis of Underperformance and Comparative Trends\u003c/p\u003e\n\u003cp\u003eDespite the growing interest in Madagascar\u0026rsquo;s tourism, the sector exhibits a notable underperformance when compared to neighboring countries and global tourism trends. An analysis spanning the period from 2010 to the pre-COVID peak of 2019 reveals a modest in-crease in international tourism arrivals, from 196,000 to 376,000. In contrast, other sub-Saharan African nations experienced more substantial growth during the same timeframe.\u003c/p\u003e\n\u003cp\u003eFor instance, Mauritius, Mozambique, Tanzania, and South Africa demonstrated considerably higher in-creases in international tourism arrivals, indicating a relative lag in Madagascar\u0026rsquo;s tourism sector [51]. This underperformance is a critical aspect that warrants ex-ploration and understanding.\u003c/p\u003e\n\u003cp\u003eThe discrepancy in tourism revenue further under-scores Madagascar\u0026rsquo;s challenges. While sub-Saharan Africa witnessed an increase in international tourism receipts from nearly USD 21 billion to nearly USD 27 billion, Madagascar\u0026rsquo;s revenue increased from USD 309 million in 2010 to USD 747 million in 2019 [51].\u003c/p\u003e\n\u003cp\u003e3.3 Economic Impacts and the Influ-ence of COVID-19\u003c/p\u003e\n\u003cp\u003eThe COVID-19 pandemic emerged as a significant dis-ruptor to the global tourism landscape, profoundly im-pacting Madagascar\u0026rsquo;s tourism sector. The economic ramifications of the pandemic were substantial, push-ing Madagascar\u0026rsquo;s tourism into a recession in 2020. This economic downturn had ripple effects, pushing an ad-ditional 1.4 million people into poverty in a country already grappling with an 81% poverty rate in 2021.\u003c/p\u003e\n\u003cp\u003eAs the pandemic unfolded, international tourism ar-rivals for sub-Saharan Africa plummeted sharply to 12.9 million in 2020 and 12.7 million in 2021, before showing signs of a partial recovery with 25.8 million arrivals in 2022 [51]. Madagascar, however, experi-enced a stark contrast, with arrivals for 2021 plunging by 92% below those of 2019 [52] .\u003c/p\u003e\n\u003cp\u003eThe economic repercussions extended to tourism re-ceipts, with Madagascar\u0026rsquo;s earnings dwindling to USD 145 million in 2020 and USD 93 million in 2021. These figures underscore the vulnerability of Madagascar\u0026rsquo;s tourism sector to external shocks and highlight the im-perative of crafting resilient strategies to mitigate such impacts.\u003c/p\u003e\n\u003cp\u003e3.4 Contributing Factors to Weak Tourism Outcomes\u003c/p\u003e\n\u003cp\u003eMadagascar\u0026rsquo;s tourism sector has grappled with several structural and contextual challenges that have con-tributed to its underperformance. A myriad of factors, including historical economic and political instability, insufficient infrastructure, limitations in air transport access, and governance issues, have collectively hin-dered the sector\u0026rsquo;s growth.\u003c/p\u003e\n\u003cp\u003eThe consequences of these challenges are stark, re-sulting in tens of thousands of missing jobs and billions of USD in lost revenues. Past economic and political instability, in particular, has cast a shadow on Mada-gascar\u0026rsquo;s ability to attract and sustain a robust tourism industry. The lack of adequate road and other infras-tructure, coupled with issues related to air transport access and governance, further compounds these chal-lenges.\u003c/p\u003e\n\u003cp\u003e3.5 Economic Impacts of Biodiversity Protection in Madagascar\u003c/p\u003e\n\u003cp\u003eThe 2022 economic study, \u0026quot;The Economic Contribution of Madagascar\u0026rsquo;s Protected Areas - a Review of the Evi-dence,\u0026quot; illuminates the concerning financial landscape of biodiversity protection in the country. The study un-derscores the inefficiency and inequitable distribution of benefits derived from protected areas. Disturbingly, it reveals that actual government expenditures on bio-diversity protection between 2014-2018 were a mere 12%-20% of the allocated budgeted amounts [20].\u003c/p\u003e\n\u003cp\u003e3.5.1 National Park Visitor Trends and Local Community Support\u003c/p\u003e\n\u003cp\u003eTable 1 provides a snapshot of national park visitor numbers from 2020 to 2022, with a noteworthy reve-lation that the majority of park visitors in 2021 were Malagasy (MNP, pers. comm., 2023). A pre-COVID analysis in 2019 indicates that the 15 most visited na-tional parks reported over 227,000 visitors, with Nosy Tanikely and Isalo leading in visitation. The study em-phasizes the critical role of local community support for the viability of protected areas, stressing the need for sincere political commitment at all levels in Mada-gascar [20].\u003c/p\u003e\n\u003cp\u003eSource: Madagascar National Parks, pers. comm., June 2023\u003c/p\u003e\n\u003cp\u003e3.5.2 Impact of Political Factors on Visitor Num-bers\u003c/p\u003e\n\u003cp\u003eA recent study [2] further contribute insights into the period from 1992 to 2021, highlighting that the top 10 most visited Protected Areas (PAs) accounted for a substantial percentage of entry tickets sold and sales\u003c/p\u003e\n\u003cp\u003eover specific periods. Political insecurity and remote-ness emerge as significant factors influencing visita-tion in PAs, although the study notes that remoteness, in terms of road degradation, poses a more substantial challenge than geographical distance.\u003c/p\u003e\n\u003cp\u003e3.5.3 Community Development Initiatives de-spite Low Revenues\u003c/p\u003e\n\u003cp\u003eDespite the low revenues from national park entry fees, Madagascar National Parks (MNP) has under-taken commendable initiatives to enhance the liveli-hoods of communities residing near the parks. Ongo-ing projects, such as the construction of schools and health facilities, and the development of agricultural programs, aim to provide viable alternatives for vil-lagers to sustain their livelihoods outside protected ar-eas. This showcases a proactive approach to commu-nity development, mitigating dependence on resources within the protected areas [2].\u003c/p\u003e\n\u003cp\u003e3.6 Recent Surge in Tourism in 2023\u003c/p\u003e\n\u003cp\u003eThe tourism sector in Madagascar experienced remark-able growth in 2023, marked by a record number of 259,850 international tourists visiting the island. This represents an impressive increase of over 97% com-pared to the previous year. The Ministry of Tourism and Handicrafts emphasizes that, despite this excep-tional growth, the overall statistics for 2023 align with those of 2019, with only a slight decrease of 15%. Notably, the top 10 nationalities visiting Madagascar show minimal changes from 2022, except for China en-tering the ranking and replacing the Czech Republic. Ministerial data also reveals a significant increase in tourism in December 2023, with 30,718 international visitors, surpassing even the figures recorded in De-cember 2019, a landmark year for Malagasy tourism with 252,292 tourists.\u003c/p\u003e\n\u003cp\u003eIn terms of revenue, Madagascar recorded an im-pressive figure of 534 million euros in foreign exchange for the year 2023, nearly double the previous year. This substantial increase in revenue attests to the growing appeal of Madagascar as a tourist destination[35].\u003c/p\u003e"},{"header":"4\tData and methodology","content":"\u003cp\u003eIn this study, we employ a two-model approach to comprehensively examine the multifaceted effects of\u003c/p\u003e\n\u003cp\u003eTable 1: National park visitor numbers (2020 - 2022)\u003c/p\u003e\n\u003ctable border=\"0\" cellspacing=\"0\" cellpadding=\"0\"\u003e\n \u003ctbody\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eNational Park\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003eNumber of Visitors 2020\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003eNumber of Visitors 2021\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003eNumber of Visitors 2022\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eAnalamerana\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e0\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e0\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e0\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eAndranomena\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e2\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e0\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e0\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eMarolambo\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e0\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e14\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e26\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eZahamena\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e31\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e3\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e23\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eSahamalaza\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e4\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e8\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e33\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eMananara Nord\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e0\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e59\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e59\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eBeza Mahafaly\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e3\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e15\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e48\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eAndohahela\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e58\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e53\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e100\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eBaie de Baly/Namoroka\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e30\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e13\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e142\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eManombo\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e0\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e107\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e143\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eAmbohitantely\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e9\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e64\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e153\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eKirindy Mite\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e135\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e172\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e582\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eCap St Marie\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e102\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e377\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e683\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eNosy Hara\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e264\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e177\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e1,144\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eTswimanampes\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e283\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e525\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e1,153\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eMarojejy\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e352\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e285\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e1,323\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eAndringitra\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e237\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e266\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e1,368\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eZombitse V.\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e362\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e124\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e1,963\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eMasoala\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e480\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e533\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e2,548\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eAnkarafantsika\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e436\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e963\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e3,021\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eLokobe\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e1,947\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e4,419\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e5,540\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eAnkarana\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e495\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e562\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e5,233\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eMontagne D\u0026rsquo;Ambre\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e1,751\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e989\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e6,802\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eBemaraha\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e361\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e1,319\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e8,910\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eRanomafana\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e2,289\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e3,012\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e11,837\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eAndasibe/Analamazaotra\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e455\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e3,637\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e13,535\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eMantadia\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e3,348\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e377\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e2,691\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eIsalo\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e4,071\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e6,147\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e18,424\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eNosy Tanikely\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e7,646\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e6,671\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e27,973\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003e\u0026nbsp;\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e\u0026nbsp;\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e\u0026nbsp;\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e\u0026nbsp;\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"25.418060200668897%\" valign=\"bottom\"\u003e\n \u003cp\u003eTotal\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e25,151\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.74916387959866%\" valign=\"bottom\"\u003e\n \u003cp\u003e30,891\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"24.91638795986622%\" valign=\"bottom\"\u003e\n \u003cp\u003e115,457\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003c/tbody\u003e\n\u003c/table\u003e\n\u003cp\u003etourism on both economic prosperity and environmen-tal sustainability. Our primary focus lies in under-standing the impact of tourism on GDP per capita, cap-turing the inclusive influence of tourism receipts, and simultaneously assessing the repercussions of tourist arrivals on CO2 emissions.\u003c/p\u003e\n\u003cp\u003e4.1 \u0026nbsp; \u0026nbsp;Data\u003c/p\u003e\n\u003cp\u003eThe dataset under scrutiny in this scholarly investi-gation is sourced from esteemed institutions, notably the World Bank, a venerable repository acknowledged for its unwavering commitment to delivering author-itative and comprehensive economic data. The metic-ulous selection of data sources underscores the commitment to ensuring the integrity and reliability of the variables scrutinized, specifically Real Gross Domestic Product per capita (GDPP),Real Gross domestic prod-uct (GDP), exchange rates (CHANGE), inflation rates (INFLATION),Tourists arrival (AR) Carbon emissions (CO2) and International Tourism Receipts (RTOUR) (see Table 2). The World Bank\u0026rsquo;s distinguished stand-ing as a preeminent institution in the field of economic data establishes a robust foundation for our analytical endeavors.\u003c/p\u003e\n\u003cp\u003eThe temporal ambit of our investigation spans from 1995 to 2021. This judiciously chosen and expansive timeframe serves the purpose of facilitating a thor-ough exploration of the intricate relationships among GDPP, exchange rates, inflation rates, and International Tourism Receipts. This comprehensive temporal scope enables our analysis to capture enduring trends and dynamic shifts within the socio-economic fabric of the nations under examination.\u003c/p\u003e\n\u003cp\u003e4.2 \u0026nbsp; \u0026nbsp;Variables Selection:\u003c/p\u003e\n\u003cp\u003eIn this section, we provide an overview of the variables selected for our analysis and their significance. Table 3 presents a comprehensive description and justification of these variables.\u003c/p\u003e\n\u003cp\u003e4.3 \u0026nbsp; Literature Connection\u003c/p\u003e\n\u003cp\u003eThe literature reviewed unveils a rich tapestry of theoretical and empirical insights into the complex interplay between tourism, inflation, exchange rates, and GDP per capita. Understanding the connections between these variables is crucial for comprehending the multifaceted dynamics of economic growth, particularly in the context of developing nations.\u003c/p\u003e\n\u003cp\u003eTourism and Economic Growth:\u003c/p\u003e\n\u003cp\u003eThe empirical studies by [23], [6], and [15] provide compelling evidence of a positive relationship between tourism and economic growth. The variable \u0026quot;tourism receipts\u0026quot; in the equation finds resonance in these findings, suggesting that an upsurge in tourism activi-ties positively impacts GDP per capita by stimulating economic growth, creating jobs, and fostering sectoral linkages.\u003c/p\u003e\n\u003cp\u003eInflation\u0026rsquo;s Impact on Tourism:\u003c/p\u003e\n\u003cp\u003eThe literature underscores the vulnerability of the tourism sector to price and income elasticity, particu-larly in countries with highly unstable currencies [41]. This aligns with the \u0026quot;inflation\u0026quot; component in the equa-tion, indicating that fluctuations in inflation rates can significantly influence the performance of the tourism sector and, consequently, its contribution to GDP per capita.\u003c/p\u003e\n\u003cp\u003eExchange Rates and Economic Dynamics:\u003c/p\u003e\n\u003cp\u003eThe role of exchange rates in shaping the tourism landscape is briefly touched upon, emphasizing the challenges faced by countries with volatile currencies [41]. This aligns with the \u0026quot;exchange rate\u0026quot; component in the equation, highlighting that currency fluctua-tions can impact the economic contribution of tourism to GDP per capita.\u003c/p\u003e\n\u003cp\u003eInclusive Growth Considerations:\u003c/p\u003e\n\u003cp\u003eTheoretical discussions by [21] and empirical stud-ies like those by [28] shed light on the nuanced aspect of inclusive growth within the tourism sector. Under-standing the potential negative effects, such as eco-nomic inequalities, pressure on natural resources, and cultural erosion, becomes integral when evaluating the holistic impact of tourism on GDP per capita.\u003c/p\u003e\n\u003cp\u003eIn summary, this literature connection establishes a comprehensive foundation for the equation examin-ing the impact of tourism receipts, inflation, and ex-change rates on GDP per capita. The synthesis of the-oretical perspectives and empirical evidence provides a nuanced understanding of the intricate relationships between these variables, emphasizing the need for re-sponsible management and tailored policies to harness the full potential of tourism for economic growth.\u003c/p\u003e\n\u003cp\u003e4.4 \u0026nbsp; Estimation of impact of tourism on growth\u003c/p\u003e\n\u003cp\u003eIn this study, we employ a linear regression model to investigate the correlation between the growth rate of Gross Domestic Product (∆LGDPPt) and various inde-pendent variables. The model is expressed as follows:\u003c/p\u003e\n\u003cp\u003e\u003cimg 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\"\u003e\u003cbr\u003e\u003c/p\u003e\n\u003cp\u003eThis model enables us to assess the impact of these independent variables on the growth rate of Gross Do-mestic Product, allowing for a comprehensive under-standing of the economic dynamics under considera-tion. The coefficients\u0026beta;0\u0026nbsp;, \u0026beta;1\u0026nbsp;, \u0026beta;2, \u0026beta;3, \u0026beta;4\u0026nbsp;are estimated parameters that quantify the magnitude and direction\u003c/p\u003e\n\u003cp\u003e\u003cimg 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\"\u003e\u003cbr\u003e\u003c/p\u003e\n\u003cp\u003eof the influence of each respective variable on the de-pendent variable ∆LGDPPt. The inclusion of the error term \u0026epsilon;t accounts for unobserved factors and measure-ment errors, ensuring the robustness of our analysis.\u003c/p\u003e\n\u003cp\u003e4.5 \u0026nbsp; Assessment of Carbon Dioxide Emissions from Tourism\u003c/p\u003e\n\u003cp\u003eThe assessment of carbon dioxide emissions from tourism is crucial for understanding its environmental\u003c/p\u003e\n\u003cp\u003eimpact. In this section, we employ a regression anal-ysis to quantify the factors influencing the change in carbon emissions (∆CO2) attributable to tourism ac-tivities.\u003c/p\u003e\n\u003cul\u003e\n \u003cli\u003e∆CO\u003csub\u003e2\u003c/sub\u003e This variable represents the change in car-bon emissions. It is modeled as follows:\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp\u003e∆CO\u003csup\u003ei\u003c/sup\u003e\u003csub\u003e2\u003c/sub\u003e = \u0026beta;\u003csub\u003e0\u003c/sub\u003e + \u0026beta;\u003csub\u003e1\u003c/sub\u003e∆LAR\u003csup\u003ei\u003c/sup\u003e + \u0026beta;\u003csub\u003e2\u003c/sub\u003e∆LGDP\u003csup\u003ei\u003c/sup\u003e + u\u003csup\u003ei\u003c/sup\u003e\u003c/p\u003e\n\u003cp\u003eIn this regression analysis, the model incorporates the following variables:\u003c/p\u003e\n\u003cul\u003e\n \u003cli\u003e∆LARi: Change in tourist arrivals for destination i.\u003c/li\u003e\n \u003cli\u003e∆LGDPi: Change in gross domestic product (GDP) for destination i.\u003c/li\u003e\n \u003cli\u003eui: Error term capturing unobserved factors influ-encing carbon emissions for destination i.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp\u003eThese variables allow us to assess how changes in tourist arrivals and economic activity impact carbon emissions from tourism, providing valuable insights for sustainable tourism management and environmen-tal policy formulation.\u003c/p\u003e\n\u003cp\u003e4.6 \u0026nbsp; Data Transformation\u003c/p\u003e\n\u003cp\u003eIn preparation for rigorous analysis, a series of meticu-lous data preprocessing steps were applied to the vari-ables under investigation. To address issues of variance and potentially linearize relationships, a judicious log-arithmic transformation was implemented on key vari-ables, namely GDPP, ER, INF, and RT. This transfor-mation yielded log-transformed variables, denoted as LGDPP, LER, LINF, and LRT. Subsequently, first differ-ences were computed for these log-transformed vari-ables, resulting in the creation of ∆LGDPP, ∆LER, ∆LINF, and ∆LRT. This transformative approach not only assists in mitigating trends but also ensures the stationarity of the series\u0026mdash;a critical prerequisite for ro-bust time series analysis.\u003c/p\u003e"},{"header":"5 Results","content":"\u003cp\u003e5.1 \u0026nbsp;Regression \u0026nbsp; Analysis: \u0026nbsp; Impact \u0026nbsp;of Tourism on Economic Growth\u003c/p\u003e\n\u003cp\u003eInterpretation of Coefficients:\u003c/p\u003e\n\u003cp\u003eTable\u0026nbsp;4 presents the coefficients and statistical mea-sures for the regression analysis.\u003c/p\u003e\n\u003cp\u003e⋆\u0026nbsp;∆LRT: A one-unit increase in the logarithm of tourism is associated with a significant 0.1399 unit increase in the logarithm of GDP (p \u0026lt; 0.01).\u003c/p\u003e\n\u003cp\u003e⋆\u0026nbsp;∆LER: A one-unit increase in the logarithm of change is correlated with a substantial -1.1113 unit decrease in the logarithm of GDP (p \u0026lt; 0.01).\u003c/p\u003e\n\u003cp\u003e⋆\u0026nbsp;INF: The coefficient for inflation (INF) is 0.0047, indicating a positive relationship with GDP. How-ever, it is statistically insignificant at the 5% level (p = 0.0606).\u003c/p\u003e\n\u003cp\u003e⋆\u0026nbsp;C: The constant term (C) representing the inter-cept is not statistically significant (p = 0.2213).\u003c/p\u003e\n\u003cp\u003eModel Fit and Additional Statistics\u003c/p\u003e\n\u003cp\u003eThe regression model exhibits strong explanatory power, explaining approximately 88.3% of the variabil-ity in GDP, with an adjusted R-squared of 86.6%. The standard error of regression is 0.0495, indicating the model\u0026rsquo;s accuracy in predicting GDP based on the in-dependent variables.\u003c/p\u003e\n\u003cp\u003eThe F-statistic of 52.8259 (p-value \u0026lt; 0.001) confirms the overall significance of the model, suggesting that at least one independent variable has a significant effect on GDP.\u003c/p\u003e\n\u003cp\u003eThe Durbin-Watson statistic is 2.1138, indicating no significant autocorrelation in the residuals.\u003c/p\u003e\n\u003cp\u003eThese statistics collectively affirm the reliability and significance of the regression results, providing con-fidence in the relationship between the independent variables and GDP.\u003c/p\u003e\n\u003cp\u003e5.2\u0026nbsp; \u0026nbsp;Results for Tourism and CO2\u003c/p\u003e\n\u003cp\u003eCoefficient Interpretation:\u003c/p\u003e\n\u003cp\u003eRefer to Table\u0026nbsp;5 for details.\u003c/p\u003e\n\u003cp\u003e⋆\u0026nbsp;∆LAR (0.164105): A one-unit increase in the logarithm of tourist arrivals (∆LAR) is statisti-cally associated with a significant 0.1641 unit in-crease in CO2 levels (t-Statistic = 4.180673, Prob. = 0.0004).\u003c/p\u003e\n\u003cp\u003e⋆ ∆LGDP (0.023792): The coefficient for the loga-rithm of GDP growth (∆LGDP) is not statistically significant, indicating that changes in economic growth do not have a notable impact on CO2 lev-els (t-Statistic = 0.162556, Prob. = 0.8724).\u003c/p\u003e\n\u003cp\u003eTable 4: Regression Results: Impact of Tourism Receipts (RT) on Economic Growth (Endogenous)\u003c/p\u003e\n\u003ctable border=\"0\" cellspacing=\"0\" cellpadding=\"0\"\u003e\n \u003ctbody\u003e\n \u003ctr\u003e\n \u003ctd width=\"18.840579710144926%\" valign=\"bottom\"\u003e\n \u003cp\u003eVariable\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"25.217391304347824%\" valign=\"bottom\"\u003e\n \u003cp\u003eCoefficient\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"21.159420289855074%\" valign=\"bottom\"\u003e\n \u003cp\u003eStd. Error\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"20.869565217391305%\" valign=\"bottom\"\u003e\n \u003cp\u003et-Statistic\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"13.91304347826087%\" valign=\"bottom\"\u003e\n \u003cp\u003eProb.\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"18.840579710144926%\" valign=\"bottom\"\u003e\n \u003cp\u003e∆LRT\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"25.217391304347824%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.1399\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"21.159420289855074%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.0275\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"20.869565217391305%\" valign=\"bottom\"\u003e\n \u003cp\u003e5.0843\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"13.91304347826087%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.0000\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"18.840579710144926%\" valign=\"bottom\"\u003e\n \u003cp\u003e∆LER\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"25.217391304347824%\" valign=\"bottom\"\u003e\n \u003cp\u003e-1.1113\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"21.159420289855074%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.0916\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"20.869565217391305%\" valign=\"bottom\"\u003e\n \u003cp\u003e-12.1273\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"13.91304347826087%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.0000\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"18.840579710144926%\" valign=\"bottom\"\u003e\n \u003cp\u003eINF\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"25.217391304347824%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.0047\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"21.159420289855074%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.0024\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"20.869565217391305%\" valign=\"bottom\"\u003e\n \u003cp\u003e1.9829\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"13.91304347826087%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.0606\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"18.840579710144926%\" valign=\"bottom\"\u003e\n \u003cp\u003eC\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"25.217391304347824%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.0303\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"21.159420289855074%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.0240\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"20.869565217391305%\" valign=\"bottom\"\u003e\n \u003cp\u003e1.2605\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"13.91304347826087%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.2213\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003c/tbody\u003e\n\u003c/table\u003e\n\u003cp\u003eTable 5: Estimation Results: Impact of Tourist Arrivals (AR) on CO2 (Endogenous)\u003c/p\u003e\n\u003ctable border=\"0\" cellspacing=\"0\" cellpadding=\"0\"\u003e\n \u003ctbody\u003e\n \u003ctr\u003e\n \u003ctd width=\"18.840579710144926%\" valign=\"bottom\"\u003e\n \u003cp\u003eVariable\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"25.217391304347824%\" valign=\"bottom\"\u003e\n \u003cp\u003eCoefficient\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"21.159420289855074%\" valign=\"bottom\"\u003e\n \u003cp\u003eStd. Error\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"20.869565217391305%\" valign=\"bottom\"\u003e\n \u003cp\u003et-Statistic\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"13.91304347826087%\" valign=\"bottom\"\u003e\n \u003cp\u003eProb.\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"18.840579710144926%\" valign=\"bottom\"\u003e\n \u003cp\u003e∆LAR\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"25.217391304347824%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.164105\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"21.159420289855074%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.039253\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"20.869565217391305%\" valign=\"bottom\"\u003e\n \u003cp\u003e4.180673\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"13.91304347826087%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.0004\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"18.840579710144926%\" valign=\"bottom\"\u003e\n \u003cp\u003e∆LPIB\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"25.217391304347824%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.023792\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"21.159420289855074%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.146364\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"20.869565217391305%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.162556\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"13.91304347826087%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.8724\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd width=\"18.840579710144926%\" valign=\"bottom\"\u003e\n \u003cp\u003eC\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"25.217391304347824%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.002147\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"21.159420289855074%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.018317\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"20.869565217391305%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.117195\u003c/p\u003e\n \u003c/td\u003e\n \u003ctd width=\"13.91304347826087%\" valign=\"bottom\"\u003e\n \u003cp\u003e0.9078\u003c/p\u003e\n \u003c/td\u003e\n \u003c/tr\u003e\n \u003c/tbody\u003e\n\u003c/table\u003e\n\u003cp\u003e⋆ Constant (C - 0.002147): The constant term, rep-resented by C, is not statistically significant, sug-gesting it does not contribute significantly to the prediction of CO2 levels (t-Statistic = 0.117195, Prob. = 0.9078).\u003c/p\u003e\n\u003cp\u003eModel Fit and Significance:\u003c/p\u003e\n\u003cp\u003eThe regression model for CO2\u0026nbsp;levels demonstrates moderate explanatory power, explaining approxi-mately 54% of the variability observed.\u003c/p\u003e\n\u003cp\u003eThe F-statistic of 10.16900 (p-value \u0026lt; 0.001) confirms the overall significance of the model, indicating that the independent variables collectively have a signifi-cant effect on CO2 levels.\u003c/p\u003e\n\u003cp\u003eThe Durbin-Watson statistic, computed as 1.774651, suggests no significant autocorrelation in the residuals, reinforcing the reliability of the regression results.\u003c/p\u003e"},{"header":"6 Discussion","content":"\u003cp\u003e6.1\u0026nbsp; \u0026nbsp;Tourism and Economic Growth in Madagascar\u003c/p\u003e\n\u003cp\u003eThe regression analysis results provide insights into the complex relationship between tourism and eco-nomic growth in Madagascar. Specifically, the coeffi-cients offer valuable information regarding the influ-ence of tourism-related factors on the country\u0026rsquo;s GDP dynamics.\u003c/p\u003e\n\u003cp\u003eThe coefficient associated with tourism receipts (∆LRT) demonstrates a statistically significant positive effect on GDP, highlighting the pivotal role of tourism in driving economic expansion. This finding suggests that an increase in tourism activity corresponds to a proportional rise in economic output, indicating the sector\u0026rsquo;s potential to stimulate overall growth.\u003c/p\u003e\n\u003cp\u003eConversely, the coefficient for the exchange rate (∆LER) displays a negative association with GDP. The substantial magnitude of this coefficient suggests that fluctuations in exchange rates can significantly impact economic performance. While a stronger local cur-rency may attract foreign investment, it may also hin-der export competitiveness, thereby negatively affect-ing GDP.\u003c/p\u003e\n\u003cp\u003eMoreover, the coefficient for inflation (INF) exhibits a positive relationship with GDP, albeit statistically insignificant at conventional levels. This observation suggests that while inflation may exert some upward pressure on economic output, its influence is not robust enough to reach statistical significance in this context.\u003c/p\u003e\n\u003cp\u003eAdditionally, the non-significant constant term (C) indicates that factors beyond those included in the model may contribute to GDP variation. While this term does not directly elucidate tourism\u0026rsquo;s impact, it underscores the complexity of economic dynamics and the presence of other influential factors.\u003c/p\u003e\n\u003cp\u003eIn the broader context, these findings align with ex-isting literature[13][27] , highlighting the significance of tourism for economic development in Madagascar. The country\u0026rsquo;s abundant natural and cultural assets make it an attractive destination for tourists, contribut-ing to revenue generation and employment oppor-tunities. However, challenges such as infrastructure deficits and external shocks underscore the need for strategic policymaking and investment to fully lever-age tourism\u0026rsquo;s potential.\u003c/p\u003e\n\u003cp\u003e6.2 \u0026nbsp; Impact of Tourist Arrivals on Car-bon Emissions\u003c/p\u003e\n\u003cp\u003eThe regression analysis provides insights into the rela-tionship between tourist arrivals and carbon emissions in Madagascar.\u003c/p\u003e\n\u003cp\u003eThe coefficient for ∆LAR indicates a significant positive association between tourist arrivals and CO2 emissions. This suggests that an increase in tourist arrivals leads to a corresponding rise in carbon emis-sions.\u003c/p\u003e\n\u003cp\u003eOn the other hand, the coefficient for ∆LGDP sug-gests that changes in economic growth, as measured by GDP growth, do not significantly impact CO2 emis-sions.\u003c/p\u003e\n\u003cp\u003eSimilarly, the constant term is not statistically sig-nificant, indicating that other factors not included in the model may influence carbon emissions.\u003c/p\u003e\n\u003cp\u003eOverall, the results highlight the role of tourist ar-rivals in driving carbon emissions in Madagascar, un-derscoring the need for sustainable tourism practices to mitigate environmental impacts.\u003c/p\u003e\n\u003cp\u003e6.3\u0026nbsp; \u0026nbsp;Channels Through Which Tourism\u003c/p\u003e\n\u003cp\u003eInfluences Carbon Emissions\u003c/p\u003e\n\u003cp\u003eThe escalation of tourist arrivals in Madagascar presents a complex milieu wherein the anthropogenic contribution to carbon dioxide (CO2) emissions is dis-tinctly influenced by several intrinsic factors inherent to the tourism sector. A scholarly analysis of these dy-namics elucidates the intricate channels through which the burgeoning tourism industry contributes to ele-vated CO2 emissions within the confines of this island nation.[38]\u003c/p\u003e\n\u003cul\u003e\n \u003cli\u003eTransportation-Induced Emissions: The aug-mentation of tourist numbers inherently begets a concomitant rise in the demand for ground trans-portation services. The utilization of fossil fuel-dependent vehicles for the facilitation of tours, transfers, and excursions emerges as a notable source of CO2 emissions. The geographical pecu-liarities of Madagascar underscore the imperative reliance on such modes of transportation, thereby intensifying the carbon footprint associated with intra-country tourist mobility.\u003c/li\u003e\n \u003cli\u003eEnergy Intensity in Accommodative Estab-lishments: Concurrent with heightened tourist influx, the establishment and expansion of accom-modations engender a commensurate augmenta-tion in energy consumption. Hotels and resorts, reliant on electricity for operations, climate con-trol, and supplementary amenities, constitute a substantive source of carbon emissions. The pro-nounced surge in energy demand, occasioned by the burgeoning tourist population, accentuates the ecological ramifications attendant to the hos-pitality sector.\u003c/li\u003e\n \u003cli\u003eImpacts of Infrastructure Development: The discernible growth in tourism precipitates the construction of ancillary infrastructure, includ-ing lodgings, dining establishments, and ancil-lary facilities. Construction processes, inherently energy-intensive, engender noteworthy carbon emissions. The nexus between tourism-driven in-frastructure expansion and heightened CO2 out-put is palpable, encapsulating a direct correlation between developmental exigencies and environ-mental repercussions.\u003c/li\u003e\n \u003cli\u003eHeightened Service Demand: A direct corol-lary of escalating tourist numbers manifests in an elevated requisition for a spectrum of services, en-compassing sustenance, potable water, and recre-ational pursuits. The provisioning of these ser-vices implicates activities that are predisposed to CO2 emissions, from the vehicular conveyance of goods to the energy-intensive processes associ-ated with culinary preparation. The cumulative effect of servicing an augmented demand nexus compounds the overall carbon footprint attendant to the tourism sector.\u003c/li\u003e\n \u003cli\u003eEnvironmental Impacts of Tourist Activities: Tourism, as an industry, invariably encompasses activities and excursions, particularly those in-volving exploration of Madagascar\u0026rsquo;s distinctive ecosystems. These pursuits, whether facilitated through guided tours or recreational endeavors, contribute to the CO2 footprint through vehicular transportation to and within natural sites. The po-tential for habitat disturbance further underscores the intricate environmental ramifications inher-ent in these activities.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp\u003eIn summation, the burgeoning tourism industry in Madagascar significantly augments CO2 emissions through transportation-related exigencies, heightened energy consumption within accommodative establish-ments, the ecological toll of infrastructure develop-ment, intensified service demand, and the environmen-tal implications intrinsic to tourist activities. A nu-anced understanding of these multifaceted dynamics is imperative for the formulation of judicious strate-gies aimed at managing and mitigating the ecological repercussions of Madagascar\u0026rsquo;s expanding tourism sec-tor.\u003c/p\u003e"},{"header":"7\tRecommendations","content":"\u003cp\u003e7.1\u0026nbsp; \u0026nbsp;Enhancing Madagascar’s Road In-frastructure\u003c/p\u003e\n\u003cp\u003eMadagascar, with its rich natural and cultural heritage, stands to benefit significantly from improvements in road infrastructure, particularly in promoting tourism. Therefore, the following recommendations focus on key routes to enhance accessibility, safety, and envi-ronmental sustainability.\u003c/p\u003e\n\u003cp\u003ePrioritizing Tourist Routes\u003c/p\u003e\n\u003cp\u003eOne essential step is to identify and prioritize the main-tenance and modernization of roads leading to popular tourist destinations. This includes ensuring that these routes are equipped with proper infrastructure to facil-itate easy and secure access to attractions.\u003c/p\u003e\n\u003cp\u003eSouthern Axis - National Road 7 (RN7)\u003c/p\u003e\n\u003cp\u003eThe RN7 connects Antananarivo to Toliara, passing through attractions like Andringitra National Park. To optimize this route, establishing a regular maintenance program is crucial to ensure high-quality road surfaces. Additionally, improving signage for better navigation and safety, along with implementing enhanced safety measures, will safeguard tourists.\u003c/p\u003e\n\u003cp\u003eEastern Axis - National Road 5 (RN5)\u003c/p\u003e\n\u003cp\u003eThe RN5 links Antananarivo to Tamatave, featuring ecotourism sites like Zahamena National Park. Up-grading this route should include eco-friendly land-scaping to enhance the travel experience and measures to preserve the unique biodiversity along the route.\u003c/p\u003e\n\u003cp\u003eNorthern Route to Nosy Be\u003c/p\u003e\n\u003cp\u003eThis route is crucial for beach tourism and marine bio-diversity. Therefore, prioritizing maintenance to sup-port coastal tourism growth and implementing eco-friendly practices to protect marine ecosystems are es-sential.\u003c/p\u003e\n\u003cp\u003eSoutheastern Route to Fort Dauphin\u003c/p\u003e\n\u003cp\u003eAccess to unique sites like Andohahela National Park relies on this route. Hence, intensive maintenance to improve accessibility and encourage ecotourism, along with collaboration with local communities for sustain-able tourism practices, is recommended.\u003c/p\u003e\n\u003cp\u003eRoute to Isalo National Park\u003c/p\u003e\n\u003cp\u003eThis route is significant for adventure tourism due to unique rock formations. Enhancing signage and land-scaping for a safer and visually appealing journey, as well as collaborating with local communities for re-sponsible tourism practices, are key recommendations.\u003c/p\u003e\n\u003cp\u003e7.2\u0026nbsp; \u0026nbsp;Promoting Ecotourism in Madagas-car\u003c/p\u003e\n\u003cp\u003eMadagascar’s unparalleled biodiversity and pristine natural landscapes present a remarkable opportunity for the development of ecotourism initiatives. To capi-talize on this potential while ensuring the preservation of the island’s unique ecosystems, several key strate-gies can be employed.\u003c/p\u003e\n\u003cp\u003eFirstly, it is essential to strategically develop eco-tourism initiatives along existing routes, emphasizing low-impact practices such as nature-based activities, wildlife observation, and cultural experiences. Incor-porating eco-friendly accommodations and transporta-tion options can further minimize the environmental footprint associated with tourism activities.\u003c/p\u003e\n\u003cp\u003eSecondly, fostering partnerships with local commu-nities is crucial. By engaging residents in decision-making processes and integrating their traditional knowledge, sustainable tourism practices that con-serve natural resources and empower communities economically can be implemented effectively.\u003c/p\u003e\n\u003cp\u003eMoreover, educational programs and interpretive materials for tourists should be developed to raise awareness about the importance of conserving Mada-gascar’s rich biodiversity. Promoting responsible be-havior among visitors, including waste reduction, respect for wildlife habitats, and support for local con-servation efforts, is paramount.\u003c/p\u003e\n\u003cp\u003eFurthermore, identifying and designating eco-tourism zones and trails within protected areas and national parks can help preserve fragile ecosystems. Strict regulations and monitoring mechanisms should be implemented to prevent habitat degradation and mitigate human-wildlife conflicts.\u003c/p\u003e\n\u003cp\u003eBy prioritizing ecotourism development guided by principles of sustainability, conservation, and commu-nity participation, Madagascar can showcase its excep-tional natural heritage to visitors while safeguarding its ecological integrity for future generations.\u003c/p\u003e\n\u003cp\u003e7.3 \u0026nbsp; Diversification of Touristic Offer-ings\u003c/p\u003e\n\u003cp\u003eDiversifying the touristic offerings in Madagascar is crucial to attract a diverse range of visitors. This in-volves developing a multitude of attractions beyond the conventional sites, encompassing cultural richness, unique experiences, and natural treasures. A versatile approach would engage a broader audience and ensure a balanced distribution of visitors across the entire ter-ritory.\u003c/p\u003e\n\u003cp\u003eAn excellent example of successful diversification can be observed in New Zealand. In addition to show-casing its spectacular landscapes, New Zealand high-lights its distinct Maori culture. Visitors can partake in traditional ceremonies, explore Maori villages, and savor local cuisine. This diversification enabled New Zealand to attract travelers interested in a variety of experiences, contributing to a robust tourism industry.\u003c/p\u003e\n\u003cp\u003eDrawing inspiration from this example, Madagas-car could enhance its tourism sector by showcasing its cultural diversity, organizing traditional festivals, pro-moting local gastronomy, and creating touristic routes that highlight diverse natural riches, from beaches to national parks and marine reserves. By adopting such an approach, Madagascar can stimulate the interest of different traveler segments, thereby increasing its overall appeal as a tourist destination.\u003c/p\u003e\n\u003cp\u003e7.4\u0026nbsp; \u0026nbsp;Digitization of Tourism\u003c/p\u003e\n\u003cp\u003eIntegrating digital technologies into Madagascar’s tourism industry can significantly enhance visitor ex-periences, boost the destination’s global visibility, and streamline internal operations.\u003c/p\u003e\n\u003cp\u003eIceland provides an excellent example of successful digitization in the tourism sector. The country adopted mobile applications to guide visitors to less frequented destinations. These apps offer real-time information on weather conditions, alternative routes, and lesser-known attractions, encouraging a balanced distribu-tion of tourist flows and preserving popular sites.\u003c/p\u003e\n\u003cp\u003eDrawing inspiration from Iceland’s example, Mada-gascar could benefit from developing similar mobile applications offering detailed information on tourist attractions, local events, recommended routes, and even online booking features. Additionally, digital platforms can be utilized for targeted marketing cam-paigns, highlighting Madagascar’s unique strengths. Digitization would not only increase visitor satisfac-tion but also attract a more connected clientele, posi-tioning Madagascar as a modern and accessible tourist destination.\u003c/p\u003e\n\u003cp\u003e7.5\u0026nbsp; \u0026nbsp;Environmental Sustainability\u003c/p\u003e\n\u003cp\u003ePromoting sustainable tourism practices in Madagas-car is essential to preserve the country’s ecological and cultural wealth while meeting the increasing expecta-tions of environmentally conscious travelers.\u003c/p\u003e\n\u003cp\u003eCosta Rica serves as a successful model of sustain-able tourism. The country has implemented strict regulations to minimize the environmental impact of tourism, emphasizing ecosystem conservation. This approach has attracted a steady flow of visitors seeking eco-friendly experiences.\u003c/p\u003e\n\u003cp\u003eMadagascar could benefit from adopting similar ini-tiatives to promote environmental sustainability. Im-plementing strict regulations to limit waste, encour-aging the use of renewable energy, and promoting biodiversity-friendly practices are crucial steps. More-over, integrating visitor awareness of local environ-mental issues into marketing campaigns can attract an audience committed to preserving nature and local cul-tures. These efforts would contribute to the long-term preservation of Madagascar’s tourist attractions.\u003c/p\u003e\n\u003cp\u003e7.6 \u0026nbsp; Continuous Training\u003c/p\u003e\n\u003cp\u003eInvesting in the continuous training of Madagascar’s tourism sector personnel is essential to ensure high-quality service, enhance visitor hospitality, and main-tain high professional standards.Switzerland, renowned for its tourism industry, serves as an exemplary model in prioritizing hospitality training. Sector professionals undergo thorough training programs, which emphasize essential aspects such as customer service, language proficiency, and cultural sensitivity. These initiatives contribute signif-icantly to providing an exceptional tourist experience.\u003c/p\u003e\n\u003cp\u003eMadagascar could benefit from developing similar specialized training programs for its tourism sector employees. These programs should focus on culti-vating warm hospitality, understanding diverse visi-tor needs, and effectively managing delicate situations. Continuous training efforts could also include sessions on cultural preservation, environmental awareness, and industry trends. Collaborations with educational institutions and international experts can further en-hance the effectiveness of these programs, ultimately elevating service standards, improving visitor satisfac-tion, and fostering positive word-of-mouth.\u003c/p\u003e\n\u003cp\u003e7.7\u0026nbsp; \u0026nbsp;Public-Private Partnerships\u003c/p\u003e\n\u003cp\u003eEstablishing robust partnerships between the public and private sectors is a crucial imperative to inject new dynamism into Madagascar’s tourism industry. These strategic alliances have the potential to catalyze sub-stantial investments in touristic infrastructure, leading to significant improvements in services, accessibility, and, consequently, the overall visitor experience.\u003c/p\u003e\n\u003cp\u003eA relevant recommendation for Madagascar would be to encourage private investments through attractive tax incentives, streamlined authorizations, and the cre-ation of a favorable environment conducive to the de-velopment of tourism businesses. Successful collabo-ration between the government and the private sector could strategically focus on large-scale projects, such as expanding hotel infrastructure, establishing innova-tive tour circuits, and jointly promoting specific desti-nations.\u003c/p\u003e\n\u003cp\u003eThese partnerships, geared towards substantial ini-tiatives, are likely to enhance Madagascar’s competi-tiveness on the international tourism stage, position-ing the country as a preferred destination for travelers worldwide.\u003c/p\u003e"},{"header":"8 Conclusion","content":"\u003cp\u003eIn conclusion, this study sheds light on the intricate in-terplay between tourism, economic growth, and envi-ronmental sustainability in Madagascar. Our findings underscore the significant positive impact of tourism\u003c/p\u003e \u003cp\u003eon economic development, as evidenced by the strong association between tourism receipts and GDP growth. The tourism sector emerges as a vital driver of Mada-gascar\u0026rsquo;s economy, generating revenue, creating em-ployment opportunities, and fostering socio-economic development.\u003c/p\u003e \u003cp\u003eHowever, amidst the economic benefits, our analysis reveals a concerning trend of increased carbon emis-sions associated with rising tourist arrivals. This high-lights the imperative of adopting sustainable tourism practices to mitigate environmental degradation and preserve Madagascar\u0026rsquo;s rich natural heritage. Sustain-able tourism initiatives, such as promoting ecotourism, investing in renewable energy, and implementing con-servation measures, are crucial for achieving a harmo-nious balance between economic prosperity and envi-ronmental stewardship.\u003c/p\u003e \u003cp\u003eMoreover, our research underscores the importance of strategic policymaking and collaboration between government agencies, private sector stakeholders, and local communities to harness the potential of tourism while safeguarding the environment. Initiatives such as enhancing road infrastructure, diversifying touris-tic offerings, digitizing tourism services, and investing in continuous training for tourism personnel can fur-ther enhance the competitiveness and sustainability of Madagascar\u0026rsquo;s tourism sector.\u003c/p\u003e \u003cp\u003eLooking ahead, it is imperative for Madagascar to prioritize sustainable development practices that rec-oncile economic growth with environmental conser-vation. By embracing a holistic approach to tourism management, Madagascar can unlock the full poten-tial of its tourism sector while preserving its natural and cultural treasures for future generations to enjoy.\u003c/p\u003e"},{"header":"References","content":"\u003col\u003e\n \u003cli\u003e\u003cspan\u003eAkama J-Se (2007) Tourism and socio-economic development in devel-oping countries: A case study of Mom-basa resort in Kenya. J Sub-stainable Tourism\u0026bdquo; 735\u0026ndash;748\u003c/span\u003e\u003c/li\u003e\n \u003cli\u003e\u003cspan\u003eAndrianambinina FOD, Schuurman D, Rakotoarijaona MA, Razanajovy CN, Ramparany HM, Rafanoharana SC, Rasamuel HA, Faragher KD, Waeber PO, Wilme L (2023) Boost the resilience of protected areas to 15 shocks by reducing their dependency on tourism. 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Wash-ington, DC. \u0026copy; World Bank. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://openknowledge.worldbank.org/handle/10986/16709\u003c/span\u003e\u003c/span\u003e License: CC BY 3.0 IGO\u003c/span\u003e\u003c/li\u003e\n \u003cli\u003e\u003cspan\u003eWorld Travel \u0026amp; Tourism Council (WTTC) (2023) Economic Impact of Travel \u0026amp; Tourism. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://www.wttc.org/Research/Economic-Impact\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/li\u003e\n\u003c/ol\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":"Tourism, Economic Growth, Environ-mental Sustainability, Econometrics, Carbon Emis-sions, Madagascar, Regression Analysis, Sustainable Development, Public-Private Partnerships, Diversifica-tion, Ecotourism","lastPublishedDoi":"10.21203/rs.3.rs-4434754/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-4434754/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003cp\u003eThis research investigates the multifaceted relationship between tourism, economic growth, and carbon emis-sions in Madagascar. Regression analyses were con-ducted to examine the impact of tourism receipts on eco-nomic growth and tourist arrivals on CO2 levels. The re-sults indicate a significant positive association between tourism and economic growth, highlighting the sector’s pivotal role in driving Madagascar’s economy. Con-versely, tourist arrivals were found to contribute to in-creased carbon emissions, emphasizing the need for sus-tainable tourism practices to mitigate environmental im-pacts. Additionally, recommendations are provided for enhancing road infrastructure, promoting ecotourism, diversifying touristic offerings, digitizing tourism ser-vices, promoting environmental sustainability, investing in continuous training for tourism personnel, and foster-ing public-private partnerships to stimulate further de-velopment in Madagascar’s tourism sector.\u003c/p\u003e","manuscriptTitle":"Tourism's Impact on Inclusive Growth and CO2 Emissions in the Case of Madagascar","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2024-05-20 13:54:44","doi":"10.21203/rs.3.rs-4434754/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":"a7c8827f-fd26-490a-8cf0-9247e9b70ffc","owner":[],"postedDate":"May 20th, 2024","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"posted","subjectAreas":[{"id":32041891,"name":"Econometrics"},{"id":32041892,"name":"Hospitality and Tourism"},{"id":32041893,"name":"Macroeconomics"},{"id":32041894,"name":"Climate Analysis and Modeling"}],"tags":[],"updatedAt":"2024-05-20T13:54:44+00:00","versionOfRecord":[],"versionCreatedAt":"2024-05-20 13:54:44","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-4434754","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-4434754","identity":"rs-4434754","version":["v1"]},"buildId":"qtupq5eGEP_6zYnWcrvyt","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}