Back to cases
TikTokProduct SenseHard~30 min

Algorithm Change — Creator Impact

TikTok's recommendation team optimized for watch-through rate instead of engagement rate. Watch time is up 5%, but creator follower growth is down 8%. The creator partnerships team is concerned. Investigate.

Duration
~30 minutes
Difficulty
Hard
Free
Your first session · then $3 per session
  • ~30 minute AI-powered mock interview
  • Realistic interviewer pushback
  • Stage-by-stage debrief with ratings
  • Signal coverage map
  • Reference response for comparison

Sign up free with Google · No card required

Skills tested
Root cause analysisEcosystem tradeoffExperiment designCreator economics
Interview stages
1
Analyze the divergence
2
Interpret segmented data
3
Design a solution experiment
What you'll get back

After the session, you'll get a detailed debrief: stage-by-stage ratings (Strong / Developing / Weak), a signal coverage map showing which key points you hit, specific feedback on your reasoning and communication, and a reference response to compare against.