Likes vs Views Analysis
Explore the relationship between total likes and views across TikTok creators
Free, public look at how TikTok views convert into likes across 677 analyzed creators, shown on a log-scale scatter plot plus like-rate stats. Use it to gauge a healthy likes-to-views ratio and benchmark your own.
What the likes-to-views ratio tells you
Views measure reach and likes measure approval, so looking at them together shows how efficiently a creator turns impressions into genuine appreciation. On TikTok a healthy like rate usually lands between 4 and 8 percent of views. Creators who consistently beat that range are producing content their audience actively enjoys rather than just scrolls past.
The chart uses a logarithmic scale because creators in this dataset span from a few thousand views to billions. A log scale compresses that huge range so small and large accounts can be compared on the same plot, and it makes the underlying relationship clear: likes tend to scale with views, but the slope varies from creator to creator depending on how resonant their content is.
When you benchmark your own profile, compare your like rate to creators of a similar size rather than to the largest accounts. A rising like rate over time is a strong sign that your content and audience fit are improving.