Main Article Content
Abstract
This study examines how visual bias is articulated in local digital journalism by analysing Radar Cirebon’s Instagram coverage during the 2024 mayoral election in Cirebon, Indonesia. Employing a qualitative content analysis, eighty-two Instagram posts published during the official campaign period were examined using Denis McQuail’s framework of media performance, focusing on presentational features such as personalization, dramatization, stereotyping, juxtaposition, and accuracy. The findings reveal a consistent pattern of visual and textual alignment that favoured the media owner–affiliated candidate, expressed through evaluative captions, aesthetic personalization, and emotionally charged imagery. Rather than manifesting through explicit misinformation, bias operated at the level of representation and interpretation, shaped by both ownership structures and the platform logic of Instagram. Situated within debates on platformization and the political economy of media, the study highlights the particular vulnerability of local journalism in Indonesia, where close proximity between media ownership and political actors can blur editorial boundaries in digital contexts. By repositioning McQuail’s media performance framework within platform-based journalism, this research contributes to visual communication scholarship and underscores the need for stronger ethical safeguards to protect editorial independence in local digital media ecosystems.
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Copyright (c) 2025 Akhmad Muzadi Muzadi

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References
- Aalberg, T., Strömbäck, J., & De Vreese, C. H. (2012). The framing of politics as strategy and game: A review of concepts, operationalizations and key findings. Journalism, 13(2), 162–178. https://doi.org/10.1177/1464884911427799
- Al-Rawi, A., Al-Musalli, A., & Fakida, A. (2021). News values on Instagram: A comparative study of international news. Journalism and Media, 2(2), 305–320. https://doi.org/10.3390/journalmedia2020018
- Aspinall, E., & Berenschot, W. (2019). Democracy for Sale: Elections, Clientelism, and the State in Indonesia. Cornell University Press.
- Baker, C. E. (2007). Media Concentration and Democracy: Why Ownership Matters. Cambridge University Press.
- Bucher, T. (2018). If... then: Algorithmic Power and Politics. Oxford University Press.
- Carlson, M. (2015). Introduction: The many boundaries of journalism. In M. Carlson & S. C. Lewis (eds.), Boundaries of Journalism: Professionalism, Practices and Participation. Routledge.
- Coleman, S. (1999). The new media and democratic politics. New Media & Society, 1(1), 67–74. https://doi.org/https://doi.org/10.1177/1461444899001001011
- Cotter, K. (2023). “Shadowbanning is not a thing”: Black box gaslighting and the power to independently know and credibly critique algorithms. Information Communication and Society, 26(6), 1226–1243. https://doi.org/10.1080/1369118X.2021.1994624
- Deuze, M. (2008). The changing context of news work: Liquid journalism and monitorial citizenship. International Journal of Communication, 2(1), 848–865.
- Durán, C., & Urzúa, P. (1978). On the ideological role of Mercurio in Chilean society. LARU Studies, 2(3), 45–64.
- Enli, G. (2017). Twitter as arena for the authentic outsider: Exploring the social media campaigns of Trump and Clinton in the 2016 US presidential election. European Journal of Communication, 32(1), 50–61. https://doi.org/10.1177/0267323116682802
- Entman, R. M. (1993). Framing: Toward clarification of a fractured paradigm. Journal of Communication, 43(4), 51–58. https://doi.org/10.1111/j.1460-2466.1993.tb01304.x
- Entman, R. M. (2007). Framing bias: Media in the distribution of power. Journal of Communication, 57(1), 163–173. https://doi.org/10.1111/j.1460-2466.2006.00336.x
- Esser, F., & Strömbäck, J. (2014). Mediatization of politics: Towards a theoretical framework. In F. Esser & J. Strömbäck (eds.), Mediatization of Politics: Understanding the Transformation of Western Democracies (pp. 3–28). Palgrave Macmillan.
- Ferreira, C. H. G., Murai, F., Silva, A. P. C., Almeida, J. M., Trevisan, M., Vassio, L., Mellia, M., & Drago, I. (2021). On the dynamics of political discussions on Instagram: A network perspective. Online Social Networks and Media, 25, 1–21. https://doi.org/10.1016/j.osnem.2021.100155
- Freedman, D. (2014). The Contradictions of Media Power. Bloomsbury Publishing.
- Grabe, M. E., & Bucy, E. P. (2009). Image Bite Politics: News and the Visual Framing of Elections. Oxford University Press.
- Guo, M., & Sun, F. S. (2023). Local television news on Instagram: Exploring the effects of news values and post features on audience engagement. International Journal on Media Management, 25(1–2), 1–22. https://doi.org/10.1080/14241277.2023.2204528
- Hanitzsch, T., Van Dalen, A., & Steindl, N. (2018). Caught in the nexus: A comparative and longitudinal analysis of public trust in the press. International Journal of Press/Politics, 23(1), 3–23. https://doi.org/10.1177/1940161217740695
- Herman, E. S., & Chomsky, N. (1988). Manufacturing Consent: The Political Economy of the Mass Media. Pantheon Books.
- Hermida, A. (2010). Twittering the news: The emergence of ambient journalism. Journalism Practice, 4(3), 297–308. https://doi.org/10.1080/17512781003640703
- Jenkins, H. (2008). Convergence Culture: Where Old and New Media Collide. New York University Press.
- Kreiss, D. (2016). Prototype Politics: Technology-intensive Campaigning and the Data of Democracy. Oxford University Press.
- Krippendorff, K. (2019). Content Analysis: An Introduction to Its Methodology (fourth edition). Sage Publications.
- Larsson, A. O. (2023). The rise of Instagram as a tool for political communication: A longitudinal study of European political parties and their followers. New Media & Society, 25(10), 2744–2762. https://doi.org/https://doi.org/10.1177/14614448211034158
- Lim, M. (2011). Democratization & corporatization of media in Indonesia. https://merlyna.wordpress.com/wp-content/uploads/2019/02/lim_at_crossroads_2011.pdf
- McChesney, R. D. (2004). The Problem of the Media: US Communication Politics in the Twenty-first Century. New York University Press.
- McQuail, D. (1992). Media Performance: Mass Communication and the Public Interest. Sage Publications.
- Nieborg, D. B., & Poell, T. (2018). The platformization of cultural production: Theorizing the contingent cultural commodity. New Media and Society, 20(11), 4275–4292. https://doi.org/10.1177/1461444818769694
- Nielsen, R. K., Newman, N., Fletcher, R., & Kalogeropoulos, A. (2023). Reuters Institute Digital News Report 2020. Retrived from: digitalnewsreport.org/2023
- Nugroho, Y., Putri, D. A., & Laksmi, S. (2012). Mapping the landscape of the media industry in contemporary Indonesia. https://cipg.or.id/wp-content/uploads/2015/06/MEDIA-2-Media-Industry-2012.pdf
- Olausson, U. (2018). The celebrified journalist: Journalistic self-promotion and branding in celebrity constructions on Twitter. Journalism Studies, 19(16), 2379–2399. https://doi.org/10.1080/1461670X.2017.1349548
- Parmelee, J. H., & Roman, N. (2020). Insta-echoes: Selective exposure and selective avoidance on Instagram. Telematics and Informatics, 52, 1–10. https://doi.org/10.1016/j.tele.2020.101432
- Perreault, G. P., & Hanusch, F. (2024). Normalizing Instagram. Digital Journalism, 12(4), 413–430. https://doi.org/10.1080/21670811.2022.2152069
- Pickard, V. (2020). Restructuring democratic infrastructures: A policy approach to the journalism crisis. Digital Journalism, 8(6), 704–719. https://doi.org/10.1080/21670811.2020.1733433
- Saks, J., & Hopkins, A. (2024). US regional newspapers and Instagram: A content analysis. Electronic News, 18(1), 49–63. https://doi.org/10.1177/19312431231177392
- Saldaña, J. (2013). The Coding Manual for Qualitative Researchers. Sage Publications.
- Shehata, A., & Strömbäck, J. (2021). Learning political news from social media: Network media logic and current affairs news learning in a high-choice media environment. Communication Research, 48(1), 125–147. https://doi.org/10.1177/0093650217749354
- Shoemaker, P. J., & Reese, S. D. (2014). Mediating the Message in the 21st Century: A Media Sociology Perspective. Routledge.
- Tapsell, R. (2017). Media Power in Indonesia: Oligarchs, Citizens and the Digital Revolution. Rowman & Littlefield International.
- Tapsell, R. (2015). Indonesia’s media oligarchy and the ‘Jokowi phenomenon’. Indonesia, 99, 29–50. https://doi.org/https://doi.org/10.5728/indonesia.99.0029
- Trevisan, M., Vassio, L., Drago, I., Mellia, M., Murai, F., Figueiredo, F., Da Silva, A. P. C., & Almeida, J. M. (2019). Towards understanding political interactions on Instagram. HT 2019 - Proceedings of the 30th ACM Conference on Hypertext and Social Media, 247–251. https://doi.org/10.1145/3342220.3343657
- Van Dijck, J., Poell, T., & De Waal, M. (2018). The Platform Society: Public Values in a Connective World. Oxford University Press.
- Watson, J., van der Linden, S., Watson, M., & Stillwell, D. (2024). Negative online news articles are shared more to social media. Scientific Reports, 14(1). https://doi.org/10.1038/s41598-024-71263-z
References
Aalberg, T., Strömbäck, J., & De Vreese, C. H. (2012). The framing of politics as strategy and game: A review of concepts, operationalizations and key findings. Journalism, 13(2), 162–178. https://doi.org/10.1177/1464884911427799
Al-Rawi, A., Al-Musalli, A., & Fakida, A. (2021). News values on Instagram: A comparative study of international news. Journalism and Media, 2(2), 305–320. https://doi.org/10.3390/journalmedia2020018
Aspinall, E., & Berenschot, W. (2019). Democracy for Sale: Elections, Clientelism, and the State in Indonesia. Cornell University Press.
Baker, C. E. (2007). Media Concentration and Democracy: Why Ownership Matters. Cambridge University Press.
Bucher, T. (2018). If... then: Algorithmic Power and Politics. Oxford University Press.
Carlson, M. (2015). Introduction: The many boundaries of journalism. In M. Carlson & S. C. Lewis (eds.), Boundaries of Journalism: Professionalism, Practices and Participation. Routledge.
Coleman, S. (1999). The new media and democratic politics. New Media & Society, 1(1), 67–74. https://doi.org/https://doi.org/10.1177/1461444899001001011
Cotter, K. (2023). “Shadowbanning is not a thing”: Black box gaslighting and the power to independently know and credibly critique algorithms. Information Communication and Society, 26(6), 1226–1243. https://doi.org/10.1080/1369118X.2021.1994624
Deuze, M. (2008). The changing context of news work: Liquid journalism and monitorial citizenship. International Journal of Communication, 2(1), 848–865.
Durán, C., & Urzúa, P. (1978). On the ideological role of Mercurio in Chilean society. LARU Studies, 2(3), 45–64.
Enli, G. (2017). Twitter as arena for the authentic outsider: Exploring the social media campaigns of Trump and Clinton in the 2016 US presidential election. European Journal of Communication, 32(1), 50–61. https://doi.org/10.1177/0267323116682802
Entman, R. M. (1993). Framing: Toward clarification of a fractured paradigm. Journal of Communication, 43(4), 51–58. https://doi.org/10.1111/j.1460-2466.1993.tb01304.x
Entman, R. M. (2007). Framing bias: Media in the distribution of power. Journal of Communication, 57(1), 163–173. https://doi.org/10.1111/j.1460-2466.2006.00336.x
Esser, F., & Strömbäck, J. (2014). Mediatization of politics: Towards a theoretical framework. In F. Esser & J. Strömbäck (eds.), Mediatization of Politics: Understanding the Transformation of Western Democracies (pp. 3–28). Palgrave Macmillan.
Ferreira, C. H. G., Murai, F., Silva, A. P. C., Almeida, J. M., Trevisan, M., Vassio, L., Mellia, M., & Drago, I. (2021). On the dynamics of political discussions on Instagram: A network perspective. Online Social Networks and Media, 25, 1–21. https://doi.org/10.1016/j.osnem.2021.100155
Freedman, D. (2014). The Contradictions of Media Power. Bloomsbury Publishing.
Grabe, M. E., & Bucy, E. P. (2009). Image Bite Politics: News and the Visual Framing of Elections. Oxford University Press.
Guo, M., & Sun, F. S. (2023). Local television news on Instagram: Exploring the effects of news values and post features on audience engagement. International Journal on Media Management, 25(1–2), 1–22. https://doi.org/10.1080/14241277.2023.2204528
Hanitzsch, T., Van Dalen, A., & Steindl, N. (2018). Caught in the nexus: A comparative and longitudinal analysis of public trust in the press. International Journal of Press/Politics, 23(1), 3–23. https://doi.org/10.1177/1940161217740695
Herman, E. S., & Chomsky, N. (1988). Manufacturing Consent: The Political Economy of the Mass Media. Pantheon Books.
Hermida, A. (2010). Twittering the news: The emergence of ambient journalism. Journalism Practice, 4(3), 297–308. https://doi.org/10.1080/17512781003640703
Jenkins, H. (2008). Convergence Culture: Where Old and New Media Collide. New York University Press.
Kreiss, D. (2016). Prototype Politics: Technology-intensive Campaigning and the Data of Democracy. Oxford University Press.
Krippendorff, K. (2019). Content Analysis: An Introduction to Its Methodology (fourth edition). Sage Publications.
Larsson, A. O. (2023). The rise of Instagram as a tool for political communication: A longitudinal study of European political parties and their followers. New Media & Society, 25(10), 2744–2762. https://doi.org/https://doi.org/10.1177/14614448211034158
Lim, M. (2011). Democratization & corporatization of media in Indonesia. https://merlyna.wordpress.com/wp-content/uploads/2019/02/lim_at_crossroads_2011.pdf
McChesney, R. D. (2004). The Problem of the Media: US Communication Politics in the Twenty-first Century. New York University Press.
McQuail, D. (1992). Media Performance: Mass Communication and the Public Interest. Sage Publications.
Nieborg, D. B., & Poell, T. (2018). The platformization of cultural production: Theorizing the contingent cultural commodity. New Media and Society, 20(11), 4275–4292. https://doi.org/10.1177/1461444818769694
Nielsen, R. K., Newman, N., Fletcher, R., & Kalogeropoulos, A. (2023). Reuters Institute Digital News Report 2020. Retrived from: digitalnewsreport.org/2023
Nugroho, Y., Putri, D. A., & Laksmi, S. (2012). Mapping the landscape of the media industry in contemporary Indonesia. https://cipg.or.id/wp-content/uploads/2015/06/MEDIA-2-Media-Industry-2012.pdf
Olausson, U. (2018). The celebrified journalist: Journalistic self-promotion and branding in celebrity constructions on Twitter. Journalism Studies, 19(16), 2379–2399. https://doi.org/10.1080/1461670X.2017.1349548
Parmelee, J. H., & Roman, N. (2020). Insta-echoes: Selective exposure and selective avoidance on Instagram. Telematics and Informatics, 52, 1–10. https://doi.org/10.1016/j.tele.2020.101432
Perreault, G. P., & Hanusch, F. (2024). Normalizing Instagram. Digital Journalism, 12(4), 413–430. https://doi.org/10.1080/21670811.2022.2152069
Pickard, V. (2020). Restructuring democratic infrastructures: A policy approach to the journalism crisis. Digital Journalism, 8(6), 704–719. https://doi.org/10.1080/21670811.2020.1733433
Saks, J., & Hopkins, A. (2024). US regional newspapers and Instagram: A content analysis. Electronic News, 18(1), 49–63. https://doi.org/10.1177/19312431231177392
Saldaña, J. (2013). The Coding Manual for Qualitative Researchers. Sage Publications.
Shehata, A., & Strömbäck, J. (2021). Learning political news from social media: Network media logic and current affairs news learning in a high-choice media environment. Communication Research, 48(1), 125–147. https://doi.org/10.1177/0093650217749354
Shoemaker, P. J., & Reese, S. D. (2014). Mediating the Message in the 21st Century: A Media Sociology Perspective. Routledge.
Tapsell, R. (2017). Media Power in Indonesia: Oligarchs, Citizens and the Digital Revolution. Rowman & Littlefield International.
Tapsell, R. (2015). Indonesia’s media oligarchy and the ‘Jokowi phenomenon’. Indonesia, 99, 29–50. https://doi.org/https://doi.org/10.5728/indonesia.99.0029
Trevisan, M., Vassio, L., Drago, I., Mellia, M., Murai, F., Figueiredo, F., Da Silva, A. P. C., & Almeida, J. M. (2019). Towards understanding political interactions on Instagram. HT 2019 - Proceedings of the 30th ACM Conference on Hypertext and Social Media, 247–251. https://doi.org/10.1145/3342220.3343657
Van Dijck, J., Poell, T., & De Waal, M. (2018). The Platform Society: Public Values in a Connective World. Oxford University Press.
Watson, J., van der Linden, S., Watson, M., & Stillwell, D. (2024). Negative online news articles are shared more to social media. Scientific Reports, 14(1). https://doi.org/10.1038/s41598-024-71263-z