While "buying" is often treated as a sub-topic of bot detection, other papers examine the value and mechanics of authentic vs. manufactured engagement:
: "Retweet or like? That is the question" explores how different elements of a tweet (hashtags, length, sentiment) influence popularity. This research is often used by brand managers to increase organic engagement as a legitimate alternative to buying likes. buy retweets and likes
Several academic and research papers address the phenomenon of , particularly for detecting fraudulent activity or understanding its impact on brand reputation. While "buying" is often treated as a sub-topic
: Research on purchase intention suggests that while high metrics might provide a "bandwagon effect," fake engagement from bots does not convert into actual sales or long-term brand growth . buy retweets and likes