Are X (Twitter) Likes a True Signal of Influence?
Likes can reflect surface-level resonance but only partially capture influence. Hearts often indicate quick approval, while deeper impact may be concealed in replies, retweets, and consistent engagement across posts. Context, follower authenticity, and the alignment between content and audience matter for interpreting what those hearts reveal. A smarter path weighs likes alongside richer interactions and patterns to gauge meaningful sway.