: A paper titled " When more likes is not better " argues that extremely high or low ratios can actually harm an account's credibility . It suggests that users use these metrics as "social proof" to infer the quality and authenticity of a brand.
: A study published in Psychology of Popular Media (and archived on APA PsycNet ) investigates how feedback on Instagram relates to self-esteem and social status. It suggests that while likes initially boost well-being, users can become "addicted" to this validation, leading to reduced self-esteem when engagement drops. Instagram Likes & Follower
: Research indicates that brand pages with a large number of followers generally enjoy higher purchase intention and brand trust, though the perceived quality of the actual product may not be affected by the metric. : A paper titled " When more likes
These papers focus on how follower counts and engagement metrics influence consumer behavior and brand trust. It suggests that while likes initially boost well-being,
These studies delve into the technical "behavior" of these metrics and how they correlate.
Research in this area often examines how metrics like "likes" serve as a form of social reinforcement and external validation for users.
: Research on ResearchGate explores the impact of hiding like counts, analyzing how this shift affects user confidence and motivation. 2. Marketing Effectiveness & Brand Perception