Novel Interactive Visual Heuristics for Evaluating Audience Perception of Ethical TikTok Campaigns
DOI:
https://doi.org/10.51903/ijgd.v4i2.3424Keywords:
Audience Perception, Ethical Messaging, Interactive Heuristics, TikTok Campaigns, Visual Communication DesignAbstract
The rapid evolution of social media, particularly short-form video platforms like TikTok, has fundamentally transformed the dissemination of ethical and sustainability messages to global audiences. This paradigm shift presents a profound challenge for contemporary design researchers and communication practitioners, who must navigate the complexities of audience perception within an intensely competitive and fast-paced digital ecosystem. The core objective of this study is to develop and demonstrate a novel interactive visual heuristics framework that enables the simulated evaluation of audience response to ethical campaign content prior to public deployment. Our methodological approach involves the systematic construction of a prototype interactive environment that applies defined visual heuristic principles to synthetic eco-influencer campaign material, analyzed using rigorously generated dummy engagement data. Key findings from this simulation reveal that specific interactive heuristics, particularly those emphasizing procedural transparency and authentic source relatability, serve as the most significant drivers for positive ethical perception and intended behavioral engagement. The primary contribution of this work is a rigorous, reusable design research tool that provides graphic designers and digital strategists with an evidence-based, low-risk methodology for optimizing the visual rhetoric of sustainable messaging on TikTok, thereby bridging a critical gap between theoretical design principles and practical campaign development.
References
Anialasalam, A., Yousef, Y., & Agustianingrum, I. (2025). Reframing Sustainability: Visual Rhetoric Of Eco-Influencers In Instagram Reels Campaigns. International Journal of Graphic Design, 3(2), 263–278. https://doi.org/10.51903/ijgd.v3i2.3099
Barbaro, E., Grua, E. M., Malavolta, I., Stercevic, M., Weusthof, E., & Van Den Hoven, J. (2020). Modelling and predicting User Engagement in mobile applications. Data Science, 3(2), 61–77. https://doi.org/10.3233/DS-190027
Boecking, B., Neiswanger, W., Xing, E., & Dubrawski, A. (2021). Interactive Weak Supervision: Learning Useful Heuristics for Data Labeling. http://arxiv.org/abs/2012.06046
Coddington, M., Lewis, S. C., & Belair-Gagnon, V. (2021). The Imagined Audience for News: Where Does a Journalist’s Perception of the Audience Come From? Journalism Studies, 22(8), 1028–1046. https://doi.org/10.1080/1461670X.2021.1914709
Driess, D., Oguz, O., Ha, J.-S., & Toussaint, M. (2020). Deep Visual Heuristics: Learning Feasibility of Mixed-Integer Programs for Manipulation Planning.
Edgerly, S., Mourão, R. R., Thorson, E., & Tham, S. M. (2020). When Do Audiences Verify? How Perceptions About Message and Source Influence Audience Verification of News Headlines. Journalism and Mass Communication Quarterly, 97(1), 52–71. https://doi.org/10.1177/1077699019864680
Fawzi, N., & Mothes, C. (2020). Perceptions of media performance: Expectation-evaluation discrepancies and their relationship with media-related and populist attitudes. Media and Communication, 8(3), 335–347. https://doi.org/10.17645/mac.v8i3.3142
Fischer, D., Reinermann, J. L., Guillen Mandujano, G., DesRoches, C. T., Diddi, S., & Vergragt, P. J. (2021). Sustainable consumption communication: A review of an emerging field of research. In Journal of Cleaner Production (Vol. 300). Elsevier Ltd. https://doi.org/10.1016/j.jclepro.2021.126880
Gigerenzer, G. (2021). Embodied Heuristics. Frontiers in Psychology, 12. https://doi.org/10.3389/fpsyg.2021.711289
Godart, F., Seong, S., & Phillips, D. (2020). The Sociology of Creativity: Elements, Structures, and Audiences. https://doi.org/10.1146/annurev-soc-121919
Ichsan, N., Priyandaru, H., & Ikhwanul Ihsan, F. (2024). Journal of Artificial Intelligence and Engineering Applications A Comprehensive Analysis of Ethical Marketing Strategies and Customer Engagement in TikTok Business (Vol. 3, Number 3). https://ioinformatic.org/
Karegar, F., Pettersson, J. S., & Fischer-Hübner, S. (2020). The dilemma of user engagement in privacy notices: Effects of interaction modes and habituation on user attention. ACM Transactions on Privacy and Security, 23(1). https://doi.org/10.1145/3372296
Lamot, K., & Paulussen, S. (2020). Six Uses of Analytics: Digital Editors’ Perceptions of Audience Analytics in the Newsroom. Journalism Practice, 14(3), 358–373. https://doi.org/10.1080/17512786.2019.1617043
Laužikas, M., & Miliūtė, A. (2020). Impacts of modern technologies on sustainable communication of civil service organizations. Entrepreneurship and Sustainability Issues, 7(3), 2494–2509. https://doi.org/10.9770/jesi.2020.7.3(69)
Martínez, R. A., Turró, M. R., & Saltiveri, T. G. (2021). Methodology for heuristic evaluation of the accessibility of statistical charts for people with low vision and color vision deficiency. https://doi.org/10.21203/rs.3.rs-156959/v1
Neubaum, S. (2020). Examining the Ethical Dilemmas of Advertising on TikTok. https://scholarworks.uark.edu/jourstuwo
Papakyriakopoulos, O., Tessono, C., Narayanan, A., & Kshirsagar, M. (2022). How algorithms shape the distribution of political advertising: Case studies of facebook, google, and TikTok. AIES 2022 - Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society, 532–546. https://doi.org/10.1145/3514094.3534166
Rosário, A. T., & Dias, J. C. (2022). Sustainability and the Digital Transition: A Literature Review. In Sustainability (Switzerland) (Vol. 14, Number 7). MDPI. https://doi.org/10.3390/su14074072
Singh, L., Polyzou, A., Wang, Y., Farr, J., & Roan Gresenz, C. (2020). Social Media Data-Our Ethical Conundrum.
Szymanski, M., Millecamp, M., & Verbert, K. (2021). Visual, textual or hybrid: The effect of user expertise on different explanations. International Conference on Intelligent User Interfaces, Proceedings IUI, 109–119. https://doi.org/10.1145/3397481.3450662
Tiago, F., Gil, A., Stemberger, S., & Borges-Tiago, T. (2021). Digital sustainability communication in tourism. Journal of Innovation and Knowledge, 6(1), 27–34. https://doi.org/10.1016/j.jik.2019.12.002
Tjikhoeri, N., Olson, L., & Guzmán, E. (2024). The best ends by the best means: ethical concerns in app reviews. Empirical Software Engineering, 29(6). https://doi.org/10.1007/s10664-024-10463-7
Xiao, R., Wu, Z., & Hamari, J. (2022). Internet-of-Gamification: A Review of Literature on IoT-enabled Gamification for User Engagement. International Journal of Human-Computer Interaction, 38(12), 1113–1137. https://doi.org/10.1080/10447318.2021.1990517
Yousaf, Z., Radulescu, M., Sinisi, C. I., Serbanescu, L., & Păunescu, L. M. (2021). Towards sustainable digital innovation of smes from the developing countries in the context of the digital economy and frugal environment. Sustainability (Switzerland), 13(10). https://doi.org/10.3390/su13105715
Zardari, B. A., Hussain, Z., Arain, A. A., Rizvi, W. H., & Vighio, M. S. (2021). QUEST e-learning portal: applying heuristic evaluation, usability testing and eye tracking. Universal Access in the Information Society, 20(3), 531–543. https://doi.org/10.1007/s10209-020-00774-z
Zeng, K.-H., Weihs, L., Farhadi, A., & Mottaghi, R. (2021). Pushing it out of the Way: Interactive Visual Navigation.
Zong, J., Barnwal, D., Neogy, R., & Satyanarayan, A. (2020). Lyra 2: Designing Interactive Visualizations by Demonstration. http://arxiv.org/abs/2008.09576
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