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·KOLens teamCreator activityEngagement metricsTikTok

Posting cadence, account age & creator silence — what KOLens measures

Median cadence + last-video age = the most reliable predictor of whether a creator is still active. Both are free to read once you've scraped a profile.

Quick answer

For any TikTok creator KOLens computes four activity signals: account age, first video date, last video date, and median posting cadence in days. Last-video over 30 days old turns amber as a "silent quit" signal. Available on every creator page after a lookup or keyword search.

Why agencies care about cadence (and most tools skip it)

Influencer databases optimised for sales decks show one number well: follower count. That's a vanity metric for paid campaigns. The real question for a brand team is: is this creator still active, and is their audience still hearing from them?

A 1.2M-follower account that hasn't posted in 6 weeks is functionally dead air — sponsorship money goes to a feed nobody's checking. KOLens surfaces the four numbers you need to answer the question in 5 seconds.

The four metrics

1. Account age

How long the TikTok user has existed, from user.createTime. Read directly from the platform's user record — accurate to the second. Surfaced as both an absolute date ("Joined Mar 2022") and a relative age ("3.2 years").

2. First video

The earliest video.created_at in the scraped batch. Sometimes equals the join date; often a year or two later (creators often sit on an account before posting). Use it to read the creator's actual content-creation history, not the signup date.

3. Last video — the silent-quit signal

Max video timestamp. KOLens applies an amber highlight when it's older than 30 days because that's the breakpoint where return-rate drops sharply (TikTok's algorithm down-ranks dormant accounts; creators rarely climb back from 30+ day silence).

4. Posting cadence

Two numbers, two purposes:

  • Median days between posts — what's their habit? 1 day means daily, 7 days means weekly, 14+ means barely active.
  • Videos per week (last 30 days) — current pace, for comparison-shopping between candidates.

We use median (not mean) for cadence so one multi-month hiatus doesn't skew a usually-weekly poster. The implementation: sort the scraped videos by created_at, compute consecutive deltas, take the median of the positive deltas in days.

How to read these in KOLens

  1. Look up a handle on /kols (1 credit) — or click any creator from a keyword search.
  2. The "Activity & cadence" card sits just under the profile header on /kols/[username].
  3. Cards turn amber when a number warrants attention.

Filtering by activity in bulk

Once you've populated a KOL list, the activity columns are sortable. Drop everyone with last_video > 30 days; sort the rest by cadence and pick the top 20% — those are your highest-confidence picks for a 4-week campaign.

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Look up a creator's cadence

Frequently asked

Why median cadence and not mean?
One creator who posted daily for two years and then took an 8-month break would have a mean cadence around 30 days — making them look unreliable when they were highly consistent during their active period. Median (typically 1-2 days for the same creator) reflects their actual posting habit. KOLens uses median for headline cadence and surfaces the mean as a secondary diagnostic if you ask.
What counts as a 'silent quit'?
KOLens flags a creator amber when last_video_at is more than 30 days ago. Some platforms (industry research papers, agency reports) use 60 days; 30 is more conservative for paid campaigns where you can't afford a creator who's about to disappear mid-contract.
Does cadence weight recent posts more heavily?
Yes — videos_per_week uses the last 30 days only, anchored on the latest post timestamp (not 'now'). A creator who posted 4× / week for two months then stopped reads as '4/wk during their active window', not '0/wk' — which lets you separate 'still active, low frequency' from 'recently went dark'.

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