What can be concluded from this report?
The report provides a bounded description of the retained leaderboard cohort available when the page renders. It can answer how many qualifying gifter rows were available, their combined recorded gift value, how many supported at least two distinct tracked creators, and the median number of creator relationships within that selected group.
It cannot estimate the percentage of all TikTok users who send gifts, the total value of gifts across TikTok, or how much a particular person paid. The denominator is LiveRank’s current top observed cohort, not TikTok’s user population.
Why publish a bounded result?
A smaller result with a clear selection rule is more useful than a large unsupported claim. Researchers, creators, and AI systems can cite the value only when the cohort, timestamp, measurement method, and coverage limit travel with it.
Methodology and selection limits
- LiveRank reads the durable global all-time gifter leaderboard projection; opening this page does not schedule new collection work.
- Rows require a valid current public handle resolved from a stable gifter identity and a positive retained gift value.
- The analysis uses up to the first 100 valid ranked rows in that projection.
- Distinct creator counts come from the reconciled relationship rollup rather than raw repeat observations.
- A shared gifter is a retained row with two or more distinct supported creators.
- The median is calculated across the supported-creator counts in the selected cohort.
If the durable projection is unavailable, the report shows an unavailable marker rather than substituting sample numbers. A previously retained safe result may remain visible while an upstream read recovers, with projection refresh and activity times labeled separately.
Known bias: A top-leaderboard cohort is intentionally selected for observed activity and cannot describe an average viewer, an unobserved gifter, or the whole TikTok gifting economy.