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5 things the sponsor talk

Experiment #125 · closed · published 5/14/2026, 8:12:00 AM

What happened

Creative features

  • hookTypenumber_list
  • lengthBucket1_4m
  • thumbnailArchetypebefore_after
  • publishSlotweekday_am
  • formattutorial
  • topicCluster7

Confounds the baseline knew

  • Followers at publish20,980
  • Days since previous post1.8
  • Channel age at publish (days)174
  • Local publish time5/14/2026, 8:12:00 AM

The residual reward

Raw views mostly measure how big the channel already was. The baseline predicts what this channel “should” have earned given the confounds above; the residual is how the post actually landed relative to that prediction — measured in standard deviations.

Observed (168h)

241

Baseline expected

108

Residual reward

+1.33σ

raw 1.33σ · residual sd 0.599 log-views

Checkpoints

CheckpointViewsWatch time (min)CommentsLikesFollower delta
168h (close)24112,6531120
24h1336,959170
72h19310,1221100

What changed in the posterior

  • Post beat its baseline by 1.33σ. Moved: topic_cluster:topic_7 +0.063, thumbnail_archetype:before_after +0.058, hook_type:number_list +0.054.

    • topic_70.1450.207 Δ+0.063±0.29
    • before_after0.0840.142 Δ+0.058±0.30
    • number_list-0.192-0.138 Δ+0.054±0.26
    • tutorial0.0170.060 Δ+0.043±0.26
    • weekday_am-0.153-0.112 Δ+0.041±0.27
    • 1_4m-0.0230.014 Δ+0.036±0.26
    • contrarian-0.048-0.070 Δ-0.021±0.28
    • text_dominant0.0970.079 Δ-0.018±0.26
    • topic_40.1960.180 Δ-0.016±0.27
    • object_hero-0.342-0.358 Δ-0.016±0.28
    • commentary-0.166-0.181 Δ-0.016±0.28
    • 10_20m0.0750.059 Δ-0.015±0.26
    • weekday_late-0.270-0.284 Δ-0.014±0.29
    • weekday_pm-0.072-0.084 Δ-0.012±0.25
    • topic_2-0.101-0.113 Δ-0.012±0.27
    • 20m_plus0.0760.065 Δ-0.011±0.28
    • claim-0.028-0.038 Δ-0.011±0.28
    • topic_50.1070.098 Δ-0.010±0.30
    • face_reaction0.0790.072 Δ-0.008±0.26
    • topic_30.2810.274 Δ-0.007±0.27
    • topic_6-0.505-0.512 Δ-0.007±0.33
    • list0.0400.034 Δ-0.007±0.30
    • shorts0.1570.152 Δ-0.005±0.27
    • story_cold_open0.2090.203 Δ-0.005±0.27
    • question0.0930.088 Δ-0.005±0.28
    • topic_0-0.087-0.082 Δ+0.004±0.27
    • weekend_pm0.3740.370 Δ-0.004±0.29
    • none0.0810.077 Δ-0.004±0.28
    • vlog-0.146-0.149 Δ-0.004±0.27
    • 4_10m-0.225-0.221 Δ+0.004±0.28
    • topic_1-0.036-0.039 Δ-0.003±0.27
    • weekend_am0.1210.123 Δ+0.002±0.30
    • under_60s0.0970.096 Δ-0.002±0.27
    • interview0.0970.098 Δ+0.001±0.27
    • demo_first-0.033-0.033 Δ+0.000±0.26
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