Motivations, media dependency and parasocial interaction: key drivers of SNS active participation
Published 2025-12-30
Keywords
- Social Networking Sites (SNS); Uses and Gratifications Theory; Media Dependency Theory; Parasocial Interaction; Active Participation.
Copyright (c) 2025 JOINETECH provides immediate free access to its content, with the conviction that making this information available to the public favors a greater global knowledge exchange. In this sense, the journal follows the DOAJ definition of open access: "We define them as journals in which the copyright holder of a scholarly work grants the rights of use to others using an open licence (Creative Commons or equivalent) that allows immediate free access to the work and permits any user to read, download, copy, distribute, print, search or link to the full text of articles, crawl them for indexing, pass them as data to software or use them for any other lawful purpose. JOINETECH adheres to different initiatives that promote free access to knowledge, such as Plan S of the cOAlition S, or the principles of the communication infrastructure for academic publication and open science AmeliCA, so all JOINETECH contents edited by UTAMED are from free and open access and are published under a Creative Commons Attribution License (CC BY 4.0). Likewise, the journal provides information on the conditions of use and reuse of content (Creative Commons and Open Access). That is why the authors who publish in JOINETECH must accept the following conditions: - The authors retain the copyright, assigning to JOINETECH the right of the 1st publication, with the work registered with the Creative Commons attribution license (which allows third parties to use what is published as long as they mention the authorship of the work and the 1st publication in this journal). - Authors can make other independent and additional contractual agreements for the non-exclusive distribution of the version of the article published in JOINETECH (eg, publish it in a book or in an institutional repository) provided that it is clearly indicated that the work was published for the first time in JOINETECH. - Authors are allowed, and even recommended, to publish their work on the Internet (institutional, personal pages, social networks, etc.) since it can facilitate exchanges. - Authors are allowed, and even encouraged, to deposit supplementary material, at least the research data underlying publications, in institutional or thematic open access repositories federated in the European Open Science Cloud (EOSC)."

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
How to Cite
Downloads
Abstract
Objective and significance of the study – This study aims to understand the psychological and social mechanisms that drive active participation in Social Networking Sites (SNSs). By integrating the Uses and Gratifications Theory, Media Dependency Theory, and Parasocial Interaction, it explores how user motivations, dependency on SNSs, and interactions with other users jointly influence engagement levels in digital platforms.
Methodology – An empirical study was conducted with a sample of 904 SNS users in Spain. The research model was tested using Partial Least Squares Structural Equation Modelling (PLS-SEM) to analyse the direct and mediating relationships among the key constructs.
Findings – The results show that user motivations are a strong predictor of SNS dependency, which in turn enhances parasocial interaction and active participation. In addition, user motivations and parasocial interaction with other users significantly reinforce behavioural engagement. These findings confirm the multidimensional nature of SNS use, shaped not only by functional needs but also by emotional and social bonds.
Study limitations – The generalisability of the results may be limited due to the specific geographic context (Spain) and the cross-sectional design.
Practical value of the findings – The study offers a validated, theory-based framework that helps platform developers, marketers, and community managers understand the psychological drivers of user participation. The insights can support strategies aimed at fostering user engagement, enhancing content relevance, and strengthening loyalty through emotional and social connection.
References
- Akhtar, N., and Islam, T. (2023). Unveiling the predictors and outcomes of TikTok addiction: the moderating role of parasocial relationships. Kybernetes, 54(1), 300-329. https://doi.org/10.1108/K-04-2022-0551
- Arroyo-Vázquez, N. (2018). Los medios sociales en la comunicación científica. Anuario ThinkEPI, 12, 326-327. https://doi.org/10.3145/thinkepi.2018.49
- Bagozzi, R. P., and Yi, Y. (1988): On the evaluation of structural equation models, Journal of the Academy of Marketing Science, 16(1), 74-94. https://doi.org/10.1177/009207038801600107
- Ballantine, P. W., and Martin, B. A. (2005): Forming parasocial relationships in online communities, Advances in Consumer Research, 32, 197.
- Ball-Rokeach, S. J. (1989): Media System Dependency Theory. In Defleur, M. L. and Ball-Rokeach, S. (eds), Theories of Mass Communication (5ª Edición), (297-327). New York: Longman.
- Bawack, R. E., Bonhoure, E., Kamdjoug, J. R. K., and Giannakis, M. (2023). How social media live streams affect online buyers: A uses and gratifications perspective. International Journal of Information Management, 70, 102621. https://doi.org/10.1016/j.ijinfomgt.2023.102621.
- Bhatiasevi, V. (2024). The uses and gratifications of social media and their impact on social relationships and psychological well-being. Frontiers in Psychiatry, 15, 1260565. https://doi.org/10.3389/fpsyt.2024.1260565.
- Bigné Alcañiz, E., Sanz-Blas, S., and Torán-Torres, F. (2006). Dependency in consumer media relations: an application to the case of teleshopping. Journal of Consumer Behaviour, 5(5), 397-410. https://doi.org/10.1002/cb.179.
- Bowden-Green, T., Hinds, J., and Joinson, A. (2021). Personality and Motives for Social Media Use When Physically Distanced: A Uses and Gratifications Approach. Frontiers in Psychology, 12, 607948. https://doi.org/10.3389/fpsyg.2021.607948.
- Brotons-Gómez, A. T., Sanz-Blas, S., and Sánchez-García, J. (2023). Antecedentes y consecuencias del uso de live videos en el marketing de influencers [Universidad de Chile]. (Issue 62).
- Cambra, U. C., González, J. I. N., and De-Marchis, G. (2021). Uses and gratifications of multiscreen news consumption among Spanish youth. Communication and Society, 34(2), 15-29. https://doi.org/10.15581/003.34.2.15-29.
- Castro-Higueras, A., Pérez-Rufí, J. P., Rodríguez-Vázquez, A. I., and López-García, X. (2024). Medios nativos digitales y sus comunidades virtuales: Estrategias de interacción y participación en redes sociales. Profesional de La Información, 33(1), 1699-2407. https://doi.org/10.3145/epi.2024.ene.02.
- Catalina-García, B., Suárez-Álvarez, R., Rey, U., and Carlos, J. (2022). Twitter interaction between audiences and influencers. Sentiment, polarity, and communicative behaviour analysis methodology. Profesional de La Información, 31(6), e310618. https://doi.org/10.3145/epi.2022.nov.18.
- Celis, N., Covarrubias, A., Velazco Fausto, M., Rocha, H., and Patricia, N. (2020). Estrategias comunicacionales en el sector turismo. Revista de Ciencias Sociales, 26(1), 77–90.
- Chen, T. Y., Yeh, T. L., and Lee, F. Y. (2021). The impact of Internet celebrity characteristics on followers’ impulse purchase behavior: the mediation of attachment and parasocial interaction. Journal of Research in Interactive Marketing, 15(3), 483–501. https://doi.org/10.1108/JRIM-09-2020-0180.
- Chin, W. W. (1998b): The Partial Least Squares Approach for Structural Equation Modelling, en Marcoulides, G.A. (eds.): Modern Methods for Business Research (295-336), Lawrence Erlbaum Associates, Mahwwah, New Jersey.
- Churchill, G. A. (1997): A paradigm for developing better measures of marketing constructs, Journal of Marketing Research, 16(1), 64-73. https://doi.org/10.2307/3150876.
- Claro Montes, C., Aránzazu Ferruz González, S., and Catenacci Martín, J. I. (2024). Redes sociales y tercer sector: análisis del uso de Facebook e Instagram en 50 ONG de España y Chile. Revista Latina de Comunicación Social, 82, 1-21. https://doi.org/10.4185/RLCS-2024-2000.
- Cristancho Triana, G. J., and Cancino Gómez, Y. A. (2023). La motivación, la lealtad y compromiso como precursores de las comunidades de marca. Revista de Comunicación, 22(2), 59-77. https://doi.org/10.26441/RC22.2-2023-A3.
- Critikián, D. M., and Núñez, M. M. (2021). Redes sociales y la adicción al like de la generación z. Revista de Comunicación y Salud, 11, 55–76. https://doi.org/10.35669/rcys.2021.11.e283.
- Cronbach, L. J. (1951). Coefficient alpha and the internal structure of tests. Psychometrika, 16(3), 297-334.
- Dewantara, M. H., Jin, X., and Gardiner, S. (2023). What makes a travel vlog attractive? Parasocial interactions between travel vloggers and viewers. Journal of Vacation Marketing, 31(1), 113-129. https://doi.org/10.1177/13567667221125297.
- Diamantopoulos, A., and Siguaw, J. A. (2006). Formative versus reflective indicators in organizational measure development: a comparison and empirical illustration. British Journal of Management, 17(4), 263-282. https://doi.org/10.1111/j.1467-8551.2006.00500.x.
- Dolan, R., Conduit, J., Fahy, J., and Goodman, S. (2016). Social media engagement behaviour: a uses and gratifications perspective. Journal of Strategic Marketing, 24(3-4), 261-277. https://doi.org/10.1080/0965254X.2015.1095222.
- Falk, R.F., and Miller, N.B. (1992): A primer for Soft Modelling. University of Akron Press, Akron.
- Fernández-Rovira, C. (2022). Time Spanish Youngsters Spend on Social Media and Why: Signs of Addiction. Anuario Electrónico de Estudios en Comunicación Social Disertaciones, 15(2), 1-19. https://doi.org/10.12804/revistas.urosario.edu.co/disertaciones/a.10270.
- Ferris, A. L., Hollenbaugh, E. E., and Sommer, P. A. (2021). Applying the Uses and Gratifications Model to Examine Consequences of Social Media Addiction. Social Media and Society, 7(2), 20563051211019003.
- Fornell, C., and Cha, J. (1994): Partial Least Squares, en Bogozi, R.P. (eds.): Advanced Methods of Marketing Research, Blackwell, Cambridge, Masachusetts, 52-78.
- Fornell, C., and Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement. Journal of Marketing Research, 18(1), 39-50. https://doi.org/10.1177/20563051211019003.
- Gálvez-Rodríguez, M. del M., Haro-de-Rosario, A., Herrada-Lores, S., and Saraite-Sariene, L. (2025). The effect of online platform management and online interactions on donors’ engagement. Tec Empresarial, 19(1), 91-105. https://doi.org/10.18845/te.v19i1.6464.
- Gefen, D., and Straub, D. (2005): A practical guide to factorial validity using PLSGraph: Tutorial and annotated example. Communications of the Association for Information Systems, 16(1), 5. https://doi.org/10.17705/1CAIS.01605.
- Gefen, D., Straub, D., and Boudreau, M. C. (2000). Structural equation modelling and regression: guidelines for research practice. Communications of the Association for Information Systems, 4(1), 7. https://doi.org/10.17705/1CAIS.00407.
- Giunchiglia, F., Zeni, M., Gobbi, E., Bignotti, E., and Bison, I. (2018). Mobile social media usage and academic performance. Computers in Human Behavior, 82, 177–185. https://doi.org/10.1016/j.chb.2017.12.041.
- Grant, A. E. (1989). Seven audiences: An exploration of television viewing behavior. Paper presented at the annual meeting of the Broadcast Education Association, Las Vegas, NV.
- Grant, A. E. (1996). Media Dependency and Multiple Media Sources the Psychology of Political Communication (199-210). Ann Arbor, MI: University of Michigan Press.
- Grant, A. E., Guthrie, K. K., and Ball-Rokeach, S. J. (1991). Television shopping a media system dependency perspective. Communication Research, 18(6), 773-798. https://doi.org/10.1177/009365091018006005.
- Ha, Y. W., Kim, J., Libaque-Saenz, C. F., Chang, Y., and Park, M. C. (2015): Use and gratifications of mobile SNSs: Facebook and KakaoTalk, in Korea. Telematics and Informatics, 32(3), 425-438. https://doi.org/10.1016/j.tele.2015.01.004.
- Hair Jr, J. F., Sarstedt, M., Hamburg, C. M. R., Gudergan, S. P., Apraiz, J. C., Carrión, G. A. C., and Roldán, J. L. (2021). Manual avanzado de partial least squares structural equation modeling (PLS-SEM), omnia science.
- Horton, D., and Richard Wohl, R. (1956). Mass communication and para-social interaction: Observations on intimacy at a distance. Psychiatry, 19(3), 215-229. https://doi.org/10.1080/00332747.1956.11023049.
- Hu, Q., Hu, X., and Hou, P. (2022). One Social Media, Distinct Habitus: Generation Z’s Social Media Uses and Gratifications and the Moderation Effect of Economic Capital. Frontiers in Psychology, 13, 939128. https://doi.org/10.3389/fpsyg.2022.939128
- Hyman, A. (2021). Examining Media Dependency and Parasocial Relationship on Protective Action Behaviors During COVID-19. Jacksonville State University.
- IAB Spain (2024). Estudio IAB Spain Redes Sociales 2024: análisis completo y nuevas tendencias digitales. Available at: https://iabspain.es/estudio/estudio-de-redes-sociales-2024/.
- Jen-Ruei, F., and Chiung-Wen, H. (2023). Live-streaming shopping: the impacts of para-social interaction and local presence on impulse buying through shopping value. Industrial Management and Data Systems, 123(7), 1861–1886. https://doi.org/10.1108/IMDS-08-2022-0467.
- Ji, C., Mieiro, S., and Huang, G. (2022). How social media advertising features influence consumption and sharing intentions: the mediation of customer engagement. Journal of Research in Interactive Marketing, 16(1), 137–153. https://doi.org/10.1108/JRIM-03-2021-0080.
- Jung, J. Y., Lin, W. Y., and Kim, Y. C. (2012). The dynamic relationship between East Asian adolescents’ use of the internet and their use of other media. New Media and Society, 14(6), 969-986. https://doi.org/10.1177/1461444812438219.
- Kang, J., Tang, L., and Fiore, A. M. (2014). Enhancing consumer–brand relationships on restaurant Facebook fan pages: Maximizing consumer benefits and increasing active participation. International Journal of Hospitality Management, 36, 145-155. https://doi.org/10.1016/j.ijhm.2013.08.015.
- Khan, M. L. (2017). Social media engagement: What motivates user participation and consumption on YouTube?. Computers in Human Behavior, 66, 236-247. https://doi.org/10.1016/j.chb.2016.09.024.
- Kim, J., and Hahn, K. H. (2015): The effects of self-monitoring tendency on young adult consumers’ mobile dependency, Computers in Human Behavior, 50, 169-176. https://doi.org/10.1016/j.chb.2015.03.052.
- Laor, T. (2022a). My social network: Group differences in frequency of use, active use, and interactive use on Facebook, Instagram and Twitter. Technology in Society, 68, 101922.
- Laor, T. (2022b). Radio on demand: New habits of consuming radio content. Global media and communication, 18(1), 25-48. https://doi.org/10.1016/j.techsoc.2022.101922.
- Lee, M., and Lee, H. H. (2022). Do parasocial interactions and vicarious experiences in the beauty YouTube channels promote consumer purchase intention? International Journal of Consumer Studies, 46(1), 235-248. https://doi.org/10.1111/ijcs.12669.
- Leiva Soto, R. A., Benavides Almarza, C. F., and Riveros Martínez, A. (2024). Me and my smartphone. Motivations for using it among young Chileans. A study over time. Revista de Comunicación, 23(1), 295-313. https://doi.org/10.26441/RC23.1-2024-A15.
- Levy, M. R. (1979). Watching TV news as parasocial interaction. Journal of Broadcasting and Electronic Media, 23(1), 69-80. https://doi.org/10.1080/08838157909363919.
- Lin, Y.-H., and Smahel, D. (2022). Compulsive Instagram use: Roles of stickiness, gratifications, and mindfulness. Cyberpsychology: Journal of Psychosocial Research on Cyberspace, 16(1), 1-23. https://doi.org/10.5817/CP2022-1-4.
- López de Ayala López, M. C., Catalina-García, B., and Pastor Ruiz, Y. (2022). Problematic internet use: the preference for online social interaction and the motives for using the Internet as a mediating factor. Communication and Society, 35(2), 1-17. https://doi.org/10.15581/003.35.2.1-17.
- Marengo, D., Montag, C., Sindermann, C., Elhai, J. D., and Settanni, M. (2021). Examining the links between active Facebook use, received likes, self-esteem and happiness: A study using objective social media data. Telematics and Informatics, 58, 101523. https://doi.org/10.1016/j.tele.2020.101523.
- Men, L. R., and Tsai, W. H. S. (2013). Beyond liking or following: Understanding public engagement on social networking sites in China. Public Relations Review, 39(1), 13-22. https://doi.org/10.1016/j.pubrev.2012.09.013.
- Menon, D. (2024). Reclaiming the airwaves: Exploring the motivations for FM radio listening during COVID-19. Journal of Radio & Audio Media, 31(2), 314-334. https://doi.org/10.1080/19376529.2023.2222222.
- Nunnaly, J.C. (1978). Psychometric Theory, 2ª edición, McGraw-Hill, New York.
- Nunnaly, J.C., and Bernstein, I. H. (1994). Psycometric Theory, 3ª edición, McGraw-Hill, New York.
- Ognyanova, K., and Ball-Rokeach, S. J. (2015). Political Efficacy on the Internet: A Media System Dependency Approach. Communication and Information Technologies Annual, 9, 3-27. https://doi.org/10.1108/S2050-206020150000009001.
- Paniagua-Iglesias, A., Martín-Guart, R., Fondevila-Gascón, J. F., and Pérez-Latre, F. J. (2024). Relationship between media planning and creativity in an environment of media hybridization and transmediality. Revista Latina de Comunicacion Social, 82, 1-22. https://doi.org/10.4185/RLCS-2024-1941.
- Papacharissi, Z., and Mendelson, A. (2010). Toward a new (er) sociability: uses, gratifications and social capital on Facebook. In Papacharissi, Z. and Mendelson, A. (Eds), Media perspectives for the 21st century (pp. 212-230). Routledge. https://doi.org/10.4324/9780203834077-15.
- Park, H. J. (2024). Serial mediation effects of ubiquity and notification on the relationship between habitual social media checking behaviors and self-control failures. New Media and Society, https://doi.org/10.1177/14614448241231223.
- Pelletier, M. J., Krallman, A., Adams, F. G., and Hancock, T. (2020). One size doesn’t fit all: a uses and gratifications analysis of social media platforms. Journal of Research in Interactive Marketing, 14(2), 269–284. https://doi.org/10.1108/JRIM-10-2019-0159.
- Penttinen, V., Ciuchita, R., and Čaić, M. (2022). YouTube It Before You Buy It: The Role of Parasocial Interaction in Consumer-to-Consumer Video Reviews. Journal of Interactive Marketing, 57(4), 561–582. https://doi.org/10.1177/10949968221102825.
- Perse, E. M. (1986). Soap opera viewing patterns of college students and cultivation. Journal of Broadcasting and Electronic Media, 30(2), 175-193. https://doi.org/10.1080/08838158609386618.
- Petter, S., Straub, D., and Rai, A. (2007). Specifying formative constructs in information systems research. MIS Quarterly, 3(4), 623-656.
- Pretel-Jiménez, M., Del-Olmo, J. L., and Ruíz-Viñals, C. (2024). El engagement de los influencers literarios con sus seguidores en Instagram: contenido y estrategia de los Bookstagrammers. Revista Mediterránea de Comunicación, 15(1), 305–322. https://doi.org/10.14198/MEDCOM.24578.
- Qin, Y. S. (2020). Fostering brand-consumer interactions insocial media: the role of social media uses and gratifications. Journal of Research in Interactive Marketing, 14(3), 337-354. https://doi.org/10.1108/JRIM-08-2019-0130.
- Quan-Haase, A., and Young, A. L. (2010). Uses and gratifications of social media: A comparison of Facebook and instant messaging. Bulletin of Science, Technology and Society, 30(5), 350-361. https://doi.org/10.1177/0270467610380009
- Rivas-Herrero, B., and Igartua, J. J. (2021). Los jóvenes se sumergen en Instagram. Un estudio desde la perspectiva de los usos y gratificaciones. Profesional de La Información, 30(5), e300509. https://doi.org/10.3145/epi.2021.sep.09.
- Rodríguez Herráez, B., Pérez Bustamante, D., and Saura Lacárcel, J. R. (2017). Clasificación de información en redes sociales. Análisis de contenido en Twitter de empresas de comercio electrónico. Espacios, 38(52), 1-17.
- Rodríguez, V. A., and Chapis Cabrera, E. (2019). Importancia de las tecnologías de la información y las comunicaciones, el internet y las redes sociales en el mejoramiento y desarrollo de las empresas. Contribuciones a la Economía (enero-marzo 2018). Available at: http://eumed.net/2/rev/ce/2019/1/tecnologias-informacion-empresas.html.
- Rubin, A. M. (1983). Television uses and gratifications: The interactions of viewing patterns and motivations. Journal of Broadcasting, 27(1), 37-51. https://doi.org/10.1080/08838158309386471.
- Rubin, A. M. (1984). Ritualized and instrumental television viewing. Journal of Communication, 34(3), 67-77. https://doi.org/10.1111/j.1460-2466.1984.tb02174.x.
- Ruiz, C., and Sanz, S. (2013). El marketing móvil. In Küster, I. (Ed), Marketing en una nueva era (249-268). Ibergarceta, España.
- Ruiz-Mafe, C., Marti-Parreno, J., and Sanz-Blas, S. (2014). Key drivers of consumer loyalty to Facebook fan pages. Online information review, 38(3), 362-380. https://doi.org/10.1108/OIR-05-2013-0101.
- Sampedro Guamán, C. R., Palma Rivera, D. P., Machuca Vivar, S. A., and Arrobo Lapo, E. V. (2021). Transformación digital de la comercialización en las pequeñas y medianas empresas a través de redes sociales. Revista Universidad y Sociedad, 13(3), 484-490.
- Sanz-Blas, S., Bigné, E., and Buzova, D. (2017). m-WOM in a brand’s Facebook fan page. Online Information Review, 41(7), 936-953. https://doi.org/10.1108/OIR-04-2016-0107.
- Sanz-Blas, S., Bigne, E., and Buzova, D. (2019). Facebook brand community bonding: The direct and moderating effect of value creation behaviour. Electronic Commerce Research and Applications, 35, 100850. https://doi.org/10.1016/j.elerap.2019.100850.
- Schramm, H., Liebers, N., Biniak, L., and Dettmar, F. (2024). Research trends on parasocial interactions and relationships with media characters. A review of 281 English and German-language studies from 2016 to 2020. Frontiers in Psychology, 15, 1418564. https://doi.org/10.3389/fpsyg.2024.1418564.
- Serrano-Puche, J. (2013). Vidas conectadas: Tecnología digital, interacción social e identidad. Historia y Comunicación Social, 18 (SPEC. ISSUE NOV), 353-364. https://doi.org/10.5209/rev_HICS.2013.v18.44357.
- Sheldon, P., Antony, M. G., and Ware, L. J. (2021). Baby Boomers’ use of Facebook and Instagram: uses and gratifications theory and contextual age indicators. Heliyon, 7(4), e06670. https://doi.org/10.1016/j.heliyon.2021.e06670
- Shin, S. Il, Hall, D., Lee, K. Y., and Han, S. (2024). Exploring satisfaction with social networking sites through the lens of fan page visiting: uncertainty reduction and general systems theory perspective. Information Technology and People, 37(1), 399-421.
- Shin, S. Il, Kim, J. B., Han, S., and Lee, S. (2021). Exploring a mobile phone user’s attitude toward watching TV content on a mobile phone – uses and gratifications perspective. Information Technology and People, 34(2), 617-641. https://doi.org/10.1108/ITP-06-2022-0409.
- Skumanich, S. A., and Kintsfather, D. P. (1993). Television shopping: A mediated communications perspective. Paper presented at the annual conference of the Pennsylvania Sociological Society, Pittsburgh, PA.
- Skumanich, S. A., and Kintsfather, D. P. (1998). Individual media dependency relations within television shopping programming a causal model reviewed and revised. Communication Research, 25(2), 200-219. https://doi.org/10.1177/009365098025002004.
- Smock, A. D., Ellison, N. B., Lampe, C., and Wohn, D. Y. (2011). Facebook as a toolkit: A uses and gratification approach to unbundling feature use. Computers in Human Behavior, 27(6), 2322-2329. https://doi.org/10.1016/j.chb.2011.07.011.
- Statista. (2024). El uso de Internet en el mundo - Comportamiento online, September 12. Available at: https://es.statista.com/grafico/22701/tiempo-medio-de-uso-diario-de-internet/
- Steele, C. (2024). The Interplay between Attachment Styles, Parasocial Relationships, and Social Media Addiction: A Mediation Analysis. Regent University.
- Su, B. C., Wu, L. W., Chang, Y. Y. C., and Hong, R. H. (2021). Influencers on Social Media as References: Understanding the Importance of Parasocial Relationships. Sustainability, 13(19), 10919. https://doi.org/10.3390/su131910919.
- Thongmak, M. (2021). Predictors of Online Search Performance: A Uses and Gratification Perspective. Knowledge Management and E-Learning, 13(3), 367–389. https://doi.org/10.34105/j.kmel.2021.13.021
- Tsiotsou, R. H. (2015). The role of social and parasocial relationships on social networking sites loyalty, Computers in Human Behavior, 48, 401-414. https://doi.org/10.1016/j.chb.2015.01.064.
- Uram, P., and Skalski, S. (2022). Still Logged in? The Link Between Facebook Addiction, FoMO, Self-Esteem, Life Satisfaction and Loneliness in Social Media Users. Psychological Reports, 125(1), 218-231. https://doi.org/10.1177/0033294120966089.
- Vohra, A., and Bhardwaj, N. (2019). From active participation to engagement in online communities: Analysing the mediating role of trust and commitment. Journal of Marketing Communications, 25(1), 89-114. https://doi.org/10.1080/13527266.2016.1182934.
- Wold, H. (1982). Soft modelling: the basic design and some extensions. In Jöreskog, K.G., and Wold, H. (eds.), Systems under indirect observation, part II (pp. 36-37).
- Yang, Y., and Ha, L. (2021). Why People Use TikTok (Douyin) and How Their Purchase Intentions Are Affected by Social Media Influencers in China: A Uses and Gratifications and Parasocial Relationship Perspective. Journal of Interactive Advertising, 21(3), 297-305.
- Yang, Y., Xu, J., Land, L. P. W., Yang, S., and Chesney, T. (2024). Exploring active and passive interactions in social networking services: a psychological needs perspective. Information Technology and People, 37(5), 1918-1949. https://doi.org/10.1080/15252019.2021.1917553.
- Zadeh, A. H., Farhang, M., Zolfagharian, M., and Hofacker, C. F. (2023). Predicting value cocreation behavior in social media via integrating uses and gratifications paradigm and theory of planned behavior. Journal of Research in Interactive Marketing, 17(2), 195–214. https://doi.org/10.1108/JRIM-12-2021-0273.
- Zheng, X., Shi, X., and Yang, F. (2021). Media system dependency and user attachment in social QandA communities: do active users and lurkers differ? Information Technology and People, 34(7), 1863-1889. https://doi.org/10.1108/ITP-10-2019-0541.
- Zhou, X., Huang, Y., and Inoue, Y. (2024). Parasocial interactions and parasocial relationships on Instagram: An in-depth analysis of fashion and beauty influencers. Heliyon, 10(21), e39708. https://doi.org/10.1016/j.heliyon.2024.e39708.
- Zuccherino, S. (2021). Social Media Marketing: La revolución de los negocios y la comunicación digital (3rd ed.). Editorial Temas.
