Bridging the Knowledge-Behavior Gap: A PLS-SEM Analysis of Cybersecurity Awareness Among Indonesian Teachers

preprint OA: closed
Full text JSON View at publisher
Full text 11,574 characters · extracted from preprint-html · click to expand
Bridging the Knowledge-Behavior Gap: A PLS-SEM Analysis of Cybersecurity Awareness Among Indonesian Teachers | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article Bridging the Knowledge-Behavior Gap: A PLS-SEM Analysis of Cybersecurity Awareness Among Indonesian Teachers Yudi Setiawan, Ade Gafar Abdullah, Haipan Salam This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-9035559/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 Despite growing digital integration in education, teachers' cybersecurity practices remain inadequately understood, particularly in developing contexts. This study examines the relationships between cybersecurity knowledge, ethics, and behavior among Indonesian K-12 teachers using partial least squares structural equation modeling (PLS-SEM). Survey data from 233 teachers reveal a paradox: while knowledge significantly predicts protective behaviors (β = 0.388, p < 0.001), ethical awareness shows no significant relationship with behavior (β = 0.040, p = 0.623). The model explains 16.8% of variance in cybersecurity behavior. Measurement model analysis demonstrates excellent reliability (Cronbach's α > 0.93) and discriminant validity (HTMT < 0.42), though convergent validity issues (AVE < 0.50) necessitated item purification. These findings challenge prevailing assumptions that ethical frameworks automatically translate into secure practices. We theorize this disconnect reflects a moral licensing effect, wherein ethical awareness paradoxically reduces behavioral vigilance. The study contributes to cybersecurity education theory by (1) empirically demonstrating the insufficiency of ethics-based interventions, (2) establishing knowledge-as-capability as the primary behavioral determinant, and (3) introducing context-specific measurement instruments validated in non-Western educational settings. Practical implications suggest redirecting teacher professional development from values-based to competency-based cybersecurity training. Cybersecurity education Teacher professional development PLS-SEM Knowledge-behavior gap Information security awareness Digital literacy Full Text 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. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-9035559","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":600964944,"identity":"4ad3da63-4b1d-4657-bb84-1456503e5bb6","order_by":0,"name":"Yudi Setiawan","email":"","orcid":"https://orcid.org/0009-0000-5639-6997","institution":"Universitas Pendidikan Indonesia","correspondingAuthor":false,"prefix":"","firstName":"Yudi","middleName":"","lastName":"Setiawan","suffix":""},{"id":600964945,"identity":"b0095171-8084-4e27-b4ad-c7494bee2f9a","order_by":1,"name":"Ade Gafar Abdullah","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAA3UlEQVRIie3QsQrCMBCA4QuBulS7nlTaVzhx1IeJuCr2AUSddHNWfAkn5066HM4FF106K4gIipiq4CAY3RzyD0kI+UgIgM32l6lsCDwAGQOQXsffkUqxD476mbj02DARb9iIxaFD6E356EcRBIVEfSbIqZKlBSGuWnN/TPo+E4GkSRKdSxc4P/f12+ozEwmT9k7ilTBkN81Iz0goaYLYDwiJXScjikykzClJMSIss1OpjvU84c1nEiwbG3E6EgYst+voUgsLS8MtutzZfa6k/kHj8Xvi9CI2m81me+8GA2ZAvQP8nkMAAAAASUVORK5CYII=","orcid":"https://orcid.org/0000-0001-8917-2375","institution":"Universitas Pendidikan Indonesia","correspondingAuthor":true,"prefix":"","firstName":"Ade","middleName":"Gafar","lastName":"Abdullah","suffix":""},{"id":600964946,"identity":"cd818dd0-2053-44a6-ba63-51bec033e38a","order_by":2,"name":"Haipan Salam","email":"","orcid":"https://orcid.org/0000-0002-7502-159X","institution":"Universitas Pendidikan Indonesia","correspondingAuthor":false,"prefix":"","firstName":"Haipan","middleName":"","lastName":"Salam","suffix":""}],"badges":[],"createdAt":"2026-03-05 03:59:02","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-9035559/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-9035559/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":104403153,"identity":"2136e5a6-bf8f-4184-98e7-ea090bbfffa0","added_by":"auto","created_at":"2026-03-11 12:17:37","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":458401,"visible":true,"origin":"","legend":"","description":"","filename":"ResearchSquareSubmit.pdf","url":"https://assets-eu.researchsquare.com/files/rs-9035559/v1_covered_a4a3f5a1-969b-46ae-896c-d2299ec8518a.pdf"}],"financialInterests":"The authors declare no competing interests.","formattedTitle":"\u003cp\u003eBridging the Knowledge-Behavior Gap: A PLS-SEM Analysis of Cybersecurity Awareness Among Indonesian Teachers\u003c/p\u003e","fulltext":[],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":true,"hideJournal":true,"highlight":"","institution":"universitas Pendidikan Indonesia","isAcceptedByJournal":false,"isAuthorSuppliedPdf":true,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":true,"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":"Cybersecurity education, Teacher professional development, PLS-SEM, Knowledge-behavior gap, Information security awareness, Digital literacy","lastPublishedDoi":"10.21203/rs.3.rs-9035559/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-9035559/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003cp\u003eDespite growing digital integration in education, teachers' cybersecurity practices remain inadequately understood, particularly in developing contexts. This study examines the relationships between cybersecurity knowledge, ethics, and behavior among Indonesian K-12 teachers using partial least squares structural equation modeling (PLS-SEM). Survey data from 233 teachers reveal a paradox: while knowledge significantly predicts protective behaviors (β\u0026thinsp;=\u0026thinsp;0.388, p\u0026thinsp;\u0026lt;\u0026thinsp;0.001), ethical awareness shows no significant relationship with behavior (β\u0026thinsp;=\u0026thinsp;0.040, p\u0026thinsp;=\u0026thinsp;0.623). The model explains 16.8% of variance in cybersecurity behavior. Measurement model analysis demonstrates excellent reliability (Cronbach's α\u0026thinsp;\u0026gt;\u0026thinsp;0.93) and discriminant validity (HTMT\u0026thinsp;\u0026lt;\u0026thinsp;0.42), though convergent validity issues (AVE\u0026thinsp;\u0026lt;\u0026thinsp;0.50) necessitated item purification. These findings challenge prevailing assumptions that ethical frameworks automatically translate into secure practices. We theorize this disconnect reflects a moral licensing effect, wherein ethical awareness paradoxically reduces behavioral vigilance. The study contributes to cybersecurity education theory by (1) empirically demonstrating the insufficiency of ethics-based interventions, (2) establishing knowledge-as-capability as the primary behavioral determinant, and (3) introducing context-specific measurement instruments validated in non-Western educational settings. Practical implications suggest redirecting teacher professional development from values-based to competency-based cybersecurity training.\u003c/p\u003e","manuscriptTitle":"Bridging the Knowledge-Behavior Gap: A PLS-SEM Analysis of Cybersecurity Awareness Among Indonesian Teachers","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2026-03-06 17:29:14","doi":"10.21203/rs.3.rs-9035559/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":"6125f39e-cbd5-4b22-8db1-dc544b9c8ae7","owner":[],"postedDate":"March 6th, 2026","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"posted","subjectAreas":[],"tags":[],"updatedAt":"2026-03-06T17:29:14+00:00","versionOfRecord":[],"versionCreatedAt":"2026-03-06 17:29:14","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-9035559","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-9035559","identity":"rs-9035559","version":["v1"]},"buildId":"XKTyCvWXoU3ODBz1xrDgd","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}

Text is read by the "Ask this paper" AI Q&A widget below. Extraction quality varies by source — PMC NXML preserves structure cleanly, OA-HTML may include some navigation residue, and OA-PDF can have broken hyphenation. The publisher copy (via DOI) is the canonical version.

My notes (saved in your browser only)

Ask this paper AI returns verbatim quotes from the full text · source: preprint-html

Answers must be backed by verbatim quotes from this paper's full text. Hallucinated quotes are dropped automatically; if no verbatim passage answers the question, we say so. How this works

Citation neighborhood (no data yet)

We don't have any in-corpus citations linked to this paper yet. This is a recent paper (2026) — citers typically take a year or two to land, and the OpenAlex reference graph may still be filling in.

Source provenance

europepmc
last seen: 2026-05-20T01:45:00.602351+00:00