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Is it worth my audio chain

Experiment #164 · closed · published 7/8/2026, 10:47:00 AM

What happened

Creative features

  • hookTypequestion
  • lengthBucketunder_60s
  • thumbnailArchetypenone
  • publishSlotweekday_am
  • formatinterview
  • topicCluster5

Confounds the baseline knew

  • Followers at publish25,046
  • Days since previous post1
  • Channel age at publish (days)229
  • Local publish time7/8/2026, 10:47:00 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)

215

Baseline expected

146

Residual reward

+0.64σ

raw 0.64σ · residual sd 0.599 log-views

Checkpoints

CheckpointViewsWatch time (min)CommentsLikesFollower delta
168h (close)2153,0101110
24h1181,656060
72h1722,408190

What changed in the posterior

  • Post beat its baseline by 0.64σ. Moved: topic_cluster:topic_5 +0.019, thumbnail_archetype:none +0.011, length_bucket:under_60s +0.009.

    • topic_5-0.052-0.033 Δ+0.019±0.27
    • none0.0550.066 Δ+0.011±0.26
    • under_60s0.0730.082 Δ+0.009±0.26
    • question0.1500.159 Δ+0.009±0.26
    • weekday_am-0.144-0.137 Δ+0.007±0.25
    • interview0.1640.171 Δ+0.006±0.25
    • topic_1-0.081-0.086 Δ-0.005±0.25
    • contrarian-0.034-0.038 Δ-0.004±0.26
    • topic_0-0.030-0.034 Δ-0.004±0.25
    • topic_40.1720.169 Δ-0.004±0.25
    • before_after0.0860.083 Δ-0.004±0.27
    • topic_30.2600.257 Δ-0.003±0.26
    • 10_20m0.0590.056 Δ-0.003±0.25
    • demo_first-0.094-0.096 Δ-0.003±0.25
    • topic_70.1950.198 Δ+0.003±0.27
    • object_hero-0.280-0.282 Δ-0.002±0.26
    • weekday_pm-0.041-0.043 Δ-0.002±0.24
    • 1_4m0.0540.052 Δ-0.002±0.25
    • shorts-0.056-0.058 Δ-0.002±0.26
    • weekend_pm0.1530.151 Δ-0.002±0.27
    • topic_2-0.181-0.183 Δ-0.002±0.26
    • story_cold_open0.2200.221 Δ+0.002±0.25
    • tutorial-0.010-0.011 Δ-0.002±0.25
    • commentary-0.033-0.031 Δ+0.001±0.26
    • topic_6-0.292-0.293 Δ-0.001±0.28
    • 20m_plus-0.105-0.107 Δ-0.001±0.27
    • face_reaction0.0620.061 Δ-0.001±0.25
    • claim-0.158-0.159 Δ-0.001±0.25
    • weekend_am0.1340.135 Δ+0.001±0.28
    • list-0.023-0.023 Δ-0.001±0.27
    • weekday_late-0.112-0.112 Δ-0.001±0.28
    • text_dominant0.0670.067 Δ-0.001±0.25
    • vlog-0.052-0.052 Δ-0.000±0.26
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