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Affective, cognitive, and contextual cues in Reddit posts on artificial intelligence

Author

Listed:
  • Nina Savela

    (LUT University)

  • Max Pellert

    (University of Mannheim
    Medical University of Vienna
    Complexity Science Hub Vienna)

  • Rita Latikka

    (Tampere University
    Demos Helsinki)

  • Jenna Bergdahl

    (Tampere University)

  • David Garcia

    (Medical University of Vienna
    Complexity Science Hub Vienna
    University of Konstanz)

  • Atte Oksanen

    (Tampere University)

Abstract

Artificially intelligent technologies have become a common topic in our everyday discussions where arguments about the subject can take different forms from cognitive reasoning to emotional expressions. Utilizing persuasion theories and research on the appeal of content characteristics as the theoretical approach to examine affective–cognitive language, we investigated social media posts on artificial intelligence (AI). We examined Reddit posts from 2005 to 2018 referring to AI (N = 455,634) using automated content analysis tools. The results revealed that although both the tone positivity and affective–cognitive ratio were dependent on the specific context, the language in AI posts was more analytically than emotionally oriented in general. Other users were more likely to engage with Reddit posts on AI that were high in cognitive and analytic content compared to affective and emotional content. In addition to the practical contribution of public opinion on AI, the results contribute to the theoretical discussions on affective and cognitive language in social media discussions.

Suggested Citation

  • Nina Savela & Max Pellert & Rita Latikka & Jenna Bergdahl & David Garcia & Atte Oksanen, 2025. "Affective, cognitive, and contextual cues in Reddit posts on artificial intelligence," Journal of Computational Social Science, Springer, vol. 8(1), pages 1-27, February.
  • Handle: RePEc:spr:jcsosc:v:8:y:2025:i:1:d:10.1007_s42001-024-00335-x
    DOI: 10.1007/s42001-024-00335-x
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    References listed on IDEAS

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    1. Savela, Nina & Oksanen, Atte & Pellert, Max & Garcia, David, 2021. "Emotional reactions to robot colleagues in a role-playing experiment," International Journal of Information Management, Elsevier, vol. 60(C).
    2. Shahbaznezhad, Hamidreza & Dolan, Rebecca & Rashidirad, Mona, 2021. "The Role of Social Media Content Format and Platform in Users' Engagement Behavior," Journal of Interactive Marketing, Elsevier, vol. 53(C), pages 47-65.
    3. Tom Breur, 2016. "Statistical Power Analysis and the contemporary “crisis” in social sciences," Journal of Marketing Analytics, Palgrave Macmillan, vol. 4(2), pages 61-65, July.
    4. Pezzuti, Todd & Leonhardt, James M. & Warren, Caleb, 2021. "Certainty in Language Increases Consumer Engagement on Social Media," Journal of Interactive Marketing, Elsevier, vol. 53(C), pages 32-46.
    5. Jasser Jasser & Ivan Garibay & Steve Scheinert & Alexander V. Mantzaris, 2022. "Controversial information spreads faster and further than non-controversial information in Reddit," Journal of Computational Social Science, Springer, vol. 5(1), pages 111-122, May.
    6. Jitendra Yadav & Madhvendra Misra & Kuldeep Singh, 2022. "Sensitizing Netizen’s behavior through influencer intervention enabled by crowdsourcing – a case of reddit," Behaviour and Information Technology, Taylor & Francis Journals, vol. 41(6), pages 1286-1297, April.
    7. Ruiz, Salvador & Sicilia, Maria, 2004. "The impact of cognitive and/or affective processing styles on consumer response to advertising appeals," Journal of Business Research, Elsevier, vol. 57(6), pages 657-664, June.
    8. Schamari, Julia & Schaefers, Tobias, 2015. "Leaving the Home Turf: How Brands Can Use Webcare on Consumer-generated Platforms to Increase Positive Consumer Engagement," Journal of Interactive Marketing, Elsevier, vol. 30(C), pages 20-33.
    9. Simone Galperti, 2019. "Persuasion: The Art of Changing Worldviews," American Economic Review, American Economic Association, vol. 109(3), pages 996-1031, March.
    10. Vivian P. Ta & Ryan L. Boyd & Sarah Seraj & Anne Keller & Caroline Griffith & Alexia Loggarakis & Lael Medema, 2022. "An inclusive, real-world investigation of persuasion in language and verbal behavior," Journal of Computational Social Science, Springer, vol. 5(1), pages 883-903, May.
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