Design and Validation of a Critical Media Literacy Model for Image-Based Social Networks (Case Study: Instagram) and Assessment of Its Impact on Users’ Cognitive Resilience Against Distorted Content
Keywords:
Critical Media Literacy, Instagram, Image-Centric Social Networks, Cognitive Resilience, Distorted Content, Model ValidationAbstract
The present study aimed to design and validate a critical media literacy model for Instagram and examine its role in explaining users’ cognitive resilience against distorted content. This study employed an exploratory sequential mixed-method design. In the qualitative phase, semi-structured interviews were conducted with 18 experts in communication studies, media literacy, media psychology, and cultural studies. The interview data were analyzed using thematic analysis. Based on the qualitative findings and theoretical foundations, a researcher-developed Critical Media Literacy Scale was constructed. In the quantitative phase, 420 active Instagram users from Tehran were selected through multistage cluster sampling. Exploratory factor analysis, confirmatory factor analysis, composite reliability, and average variance extracted were used to assess the psychometric properties of the instrument. Structural equation modeling was applied to examine the relationships between the dimensions of critical media literacy and cognitive resilience. The results of confirmatory factor analysis indicated that the critical media literacy model consisted of five major dimensions: critical analysis of visual content, evaluation of source credibility, identification of media distortion and manipulation, awareness of platform algorithms, and cognitive reflection in response to media content. Model fit indices demonstrated satisfactory model fit (CFI=0.96, TLI=0.95, RMSEA=0.056). Structural equation modeling revealed that all dimensions had significant positive effects on cognitive resilience. The strongest effect was observed for identification of media distortion and manipulation (β=0.38), followed by cognitive reflection (β=0.33). Furthermore, the dimensions of critical media literacy collectively explained 68% of the variance in users’ cognitive resilience (R²=0.68). The findings demonstrated that critical media literacy in Instagram is a multidimensional construct that plays a substantial role in enhancing users’ cognitive resilience. Competencies related to critical analysis, source evaluation, identification of media distortions, algorithmic awareness, and cognitive reflection contribute significantly to users’ ability to resist misinformation and misleading content. Therefore, the proposed model provides a valid framework for developing media literacy educational programs in contemporary digital environments.
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Ahadzadeh, A. S., Wu, S. L., Ong, F. S., Deng, R., & Lee, K.-F. (2022). A Moderated Mediation Model of Perceived Effect of Fitspiration Images on Self: The Influence of Media Literacy and BMI. International journal of environmental research and public health, 19(9), 5077. https://doi.org/10.3390/ijerph19095077
Astuti, Y. D., Attaymini, R., Dewi, M. S. R., & Zuhri, A. (2023). Combating the Disinfodemic and Spreading Digital Literacy in Indonesia: Analyzing Japelidi's #Japelidivshoakscovid19 Campaign. Channel Jurnal Komunikasi, 11(1). https://doi.org/10.12928/channel.v11i1.179
Balaban, D. C., Mucundorfeanu, M., & Mureșan, L. I. (2022). Adolescents’ Understanding of the Model of Sponsored Content of Social Media Influencer Instagram Stories. Media and Communication, 10(1), 305-316. https://doi.org/10.17645/mac.v10i1.4652
Borges, G., Sigiliano, D., & Lima, C. A. R. (2024). #FandomsPeloVoto (#FandomsfortheVote): Fan Activism for Youth Voter Engagement in the 2022 Brazilian Elections. Palabra Clave, 26(4), 1-28. https://doi.org/10.5294/pacla.2023.26.4.4
Castro-Lemus, N., Ortiz-Romero, M., & Ruiz, Á. R. (2025). Women Athletes’ Representation on Instagram: A Feminist Critical Discourse Analysis of Spanish Media Coverage During the Paris 2024 Olympics. International Review for the Sociology of Sport. https://doi.org/10.1177/10126902251343318
Dias-Trindade, S., & Moreira, J. A. (2021). Competencias Digitales Y Alfabetización Mediática Para Una Educación Abierta Y en Línea. Obra Digital(21), 10-15. https://doi.org/10.25029/od.2021.341.21
Erlandsson, L. C., Bocchino, A., Palazón-Fernández, J. L., Lepiani, I., Rebollo, E. C., & Alonso, R. Q. (2025). Validation of the Adapted eHEALS Questionnaire for Assessing Digital Health Literacy in Social Media: A Pilot Study. Nursing Reports, 15(9), 330. https://doi.org/10.3390/nursrep15090330
Fardiah, D., Darmawan, F., Rinawati, R., Cholifah, Y. W., & Abdullah, S. I. (2023). The Impact of Hoax Educational Content on Instagram in Improving People's Digital Literacy Skills. Kne Social Sciences. https://doi.org/10.18502/kss.v8i18.14332
Fitri, F., Fitri, A. N., & Ni’mah, N. (2022). Strategy of Fadhlul Fadhlan Pesantren in Developing Media Literacy. Santri Journal of Pesantren and Fiqh Sosial, 3(2), 191-206. https://doi.org/10.35878/santri.v3i2.521
Hajduová, Z., Hutmanová, N., Jusko, Ľ., & Molitoris, Ľ. (2021). The Influence of Advertising on Children's Buying Behaviour: A Case Study in Slovakia. Marketing and Management of Innovations, 5(3), 199-210. https://doi.org/10.21272/mmi.2021.3-17
Hudia, R., & Affandi, I. (2022). Students’ Perceptions of the Use of Instagram Social Media as One of Generation Z’s Political Education Facilities. https://doi.org/10.2991/assehr.k.220108.057
Hyun, J., Heidt, E. B., & Prasad, G. (2022). Designing Critical Multilingual Multiliteracies Projects in Two-Way Immersion Classrooms: Affordances and Impacts on Students. Canadian Journal of Applied Linguistics, 25(3), 1-32. https://doi.org/10.37213/cjal.2022.32599
Ichim, A. S. (2022). Noms D’occupations Empruntés À L’anglais Dans Le Jargon Roumain De La Mode. Studii Și Cercetări De Onomastică Și Lexicologie, 28(1-2), 332-348. https://doi.org/10.52846/scol.2021.1-2.22
Krismuntika, W., Kusrini, N., & Ikhtiarti, E. (2022). Le Mélange Et L’Alternance Codique Du Français en Anglais Dans L’Instagram. Hexagone Jurnal Pendidikan Linguistik Budaya Dan Sastra Perancis, 11(1), 1. https://doi.org/10.24114/hxg.v11i1.34522
Kühn, J., & Riesmeyer, C. (2021). Brand Endorsers With Role Model Function. Medienpädagogik Zeitschrift Für Theorie Und Praxis Der Medienbildung, 43, 67-96. https://doi.org/10.21240/mpaed/43/2021.07.25.x
Kurniawan, F., Gunawan, R., & Qodariah, L. (2022). The Relationship of Infographic Learning Media and Instagram Media to Students' Digital Literacy Ability in Social Studies Learning at SMP Shidqia Islamic School Bekasi. Edumaspul - Jurnal Pendidikan, 6(2), 2129-2135. https://doi.org/10.33487/edumaspul.v6i2.4555
Martínez-Gil, T., Fernández, R. G., Calderón-Garrido, D., & Piñol, C. M. (2023). Virtual Learning Communities Mediated Through Instagram: Pre-Teachers as Creators of Environments Through Visual Narratives. International Journal of Instruction, 16(4), 827-844. https://doi.org/10.29333/iji.2023.16446a
Marwantika, A. I., Prabowo, G. A., & Fauzi, A. F. (2023). Social Media Literacy Assistance to Ponorogo Instagram Admins as Citizen Journalism Activities. Amalee Indonesian Journal of Community Research and Engagement, 4(2), 555-569. https://doi.org/10.37680/amalee.v4i2.2287
Masur, P. K., Bazarova, N. N., & DiFranzo, D. (2023). The Impact of What Others Do, Approve Of, and Expect You to Do: An in-Depth Analysis of Social Norms and Self-Disclosure on Social Media. Social Media + Society, 9(1). https://doi.org/10.1177/20563051231156401
Michelot, F. (2022). Pour Faire Face Aux Défis Informationnels, Numériques Et Médiatiques Du 21e Siècle. Revue Hybride De L Éducation, 5(2), 1-27. https://doi.org/10.1522/rhe.v5i2.1235
Molek‐Kozakowska, K., & Kampka, A. (2021). Creative Reconstructions of Political Imagery in an Instagram-Based Election Campaign: Implications for Visual Rhetorical Literacy. Creativity Studies, 14(2), 307-322. https://doi.org/10.3846/cs.2021.14524
Moreno, M. P. M., Cuéllar, M. P., & Moreno, P. d. C. (2024). Instagram, the Tool of E-Patients With Multiple Sclerosis. Index Comunicación, 14(1), 207-227. https://doi.org/10.62008/ixc/14/01instag
Payant, C., & Kim, Y. (2022). Writing Pedagogy With Linguistically Diverse Language Learners and Users: The Nexus of Multilingualism, Multiliteracies and Multimodalities. Canadian Journal of Applied Linguistics, 25(3), i-xix. https://doi.org/10.37213/cjal.2022.33398
Purnama, R. F. (2021). The Concept of Tabayyūn in the Qur’ān: Efforts to Address the Spread of Information on Social Media. Jurnal at-Tibyan Jurnal Ilmu Alqur`an Dan Tafsir, 6(1), 40-58. https://doi.org/10.32505/at-tibyan.v6i1.2372
Safira, I., & Anggraini, C. (2023). Digital Literacy Analysis of Corporate Social Responsibility Conducted by Pt Olahkarsa Inovasi Indonesia. Ekspresi Dan Persepsi Jurnal Ilmu Komunikasi, 6(2), 317-327. https://doi.org/10.33822/jep.v6i2.4788
Seraiocco, N. (2024). Redocumentarisation en Ligne Et Fausses Nouvelles : Le Cas Canadien Du « Convoi De La Liberté ». Revue Internationale Animation Territoires Et Pratiques Socioculturelles(24), 1-22. https://doi.org/10.55765/atps.i24.2178
Sun, X., & Hicks, T. W. (2022). “It Improves Our Writing Enthusiasm”: Exploring Multimodal Resources for Teaching Contemporary College English Writing in China. Educatio Siglo Xxi, 40(3), 199-226. https://doi.org/10.6018/educatio.535051
Tarín‐Pelló, A., Fernández‐Álvarez, S., Suay‐García, B., Marco‐Crespo, E., Bueso‐Bordils, J. I., Galiana‐Roselló, C., & Pérez‐Gracia, M. T. (2026). The New Flemings Now Sing: A Methodological Evaluation of Gamification and Citizen Science Strategies to Raise Awareness on Antimicrobial Resistance. Immunology and Cell Biology. https://doi.org/10.1111/imcb.70094
Tuters, M. (2020). Fake News and the Dutch YouTube Political Debate Space. 217-238. https://doi.org/10.2307/j.ctv1b0fvs5.9
Undrum, L. V. M. (2022). Kritisk Tilnærming Til Tekster I Sosiale Medier. Acta Didactica Norden, 16(2). https://doi.org/10.5617/adno.8990
Undrum, L. V. M., Burgess, M. Ø., & Veum, A. (2024). Norse Gods on Instagram - Developing Critical Literacy Through Multimodal Text Production. Multimodality & Society, 5(2), 200-222. https://doi.org/10.1177/26349795241299763
Vizcaíno-Verdú, A., Aguaded, I., & Tudela, J. M. O. (2023). “No Moral Integrity”: Influencer Sharenting and Parental Protective Perception. Anàlisi, 69, 11-31. https://doi.org/10.5565/rev/analisi.3611
Wood, A. J., & Salman, A. (2022). Media Health Literacy on Preventive Health Behavior Among Indonesian Women. International Journal of Media and Communication Research, 3(1), 44-52. https://doi.org/10.25299/ijmcr.v3i1.8138
Zitmane, M., & Vorkule, M. (2022). Should Influencers Be Trusted? Analysis of Influencers’ Interaction With Children and Adolescents on Instagram and Youtube. 108-120. https://doi.org/10.22364/htqe.2022.08