Likes and reactions
A lightweight response attached to one post. See the focused Like Exchange guide.
Likes, follows, views, subscriptions, comments and shares are not interchangeable. Each acts on a different part of the audience journey and answers a narrower question.

Start with what receives the action.
A lightweight response attached to one post. See the focused Like Exchange guide.
An exposure count for a video or other viewable item; depth and retention remain separate.
A profile- or channel-level action that does not guarantee future attention.
A conversational action whose usefulness depends heavily on relevance and substance.
Actions associated with distribution or later reference, interpreted differently by each platform.
Multiple signals may be observed together, but should still be measured separately.
| Category | Primary object | What it records | What it cannot prove |
|---|---|---|---|
| Like / reaction | Post | A visible lightweight response | Attention depth or future interest |
| View | Video / item | An exposure event under platform rules | Completion or persuasion |
| Follow / subscription | Profile / channel | A profile-level connection | Retention or response to the next post |
| Comment | Post / thread | A written response | Quality, sincerity or relevance by count alone |
For a deeper interpretation framework, read Engagement Signals Explained.
See how the workflow operates, review the safety and responsible-use framework, then compare exchange with organic growth. Platform-specific resources are organized in the Instagram Hub and TikTok Hub.
No. They apply to different objects and reveal different limited signals.
Choose the category that matches the question you want to test, then add context and retention measures.
No. A visible action does not by itself prove attention, relevance, retention or future behavior.
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