YOUR CHANNEL PATTERNS
Cj Stories
Full profile106 videosPatterns learned from your historical performance.
Patterns below were learned from this channel’s own 106 videos and their performance. Each one carries the clips it came from.
VIDEOS ANALYZED
106
Historical video catalog
HIGH-PERFORMING VIDEOS
22 clips
Clips tested against median
MEDIAN RETENTION
Measured baseline
Normalised retention curve
PATTERN CONFIDENCE
High confidence
High evidence
AUDIENCE BEHAVIORAL PROFILE
WHAT YOUR AUDIENCE RESPONDS TO
Key performance drivers discovered across your strongest and weakest retention moments.
STRONG OPENING PAYOFF
High-performing videos frequently introduce a clear tension within the first 30 seconds.
PERSONAL STORY
Personal anecdotes appear disproportionately often in stronger-performing videos.
CONCRETE TAKEAWAY
Practical conclusions correlate with stronger retention across long stretches.
FAST CONTEXT
Successful videos tend to establish context quickly without lengthy preambles.
Held-out validation
Spearman rank correlation vs. actual performance
On held-out videos this profile ranked slightly worse than chance. Treat every score below as a prompt to look at the evidence yourself, not as a prediction.
- Held-out videos
- 22
- Generic baseline
- +0.48
- Beats baseline by
- -0.56
What your better videos have in common
6 traits · 5 flagged
Each trait expands to the clips it was drawn from. Counts are clips, not percentages — a trait carried by two clips is thin evidence and is shown as two clips, not as a confidence figure.
Possible topic confound
8 of the 10 higher-performing videos behind this pattern share the topic 'episode', which appears in only 31 of your 84 training videos. The pattern and the topic move together in your history, so this may be measuring the topic rather than the delivery.
Possible topic confound
13 of the 18 higher-performing videos behind this pattern share the topic 'episode', which appears in only 31 of your 84 training videos. The pattern and the topic move together in your history, so this may be measuring the topic rather than the delivery.
Possible topic confound
2 of the 3 higher-performing videos behind this pattern share the topic 'mahabharatham', which appears in only 40 of your 84 training videos. The pattern and the topic move together in your history, so this may be measuring the topic rather than the delivery.
Possible topic confound
3 of the 4 higher-performing videos behind this pattern share the topic 'shorts', which appears in only 35 of your 84 training videos. The pattern and the topic move together in your history, so this may be measuring the topic rather than the delivery.
Possible topic confound
10 of the 11 higher-performing videos behind this pattern share the topic 'mahabharatham', which appears in only 40 of your 84 training videos. The pattern and the topic move together in your history, so this may be measuring the topic rather than the delivery.
How to argue with this page
- 01Open a trait and read the quoted lines. If they do not sound like the reason those videos did well, the trait is wrong — it has no other defence.
- 02Check the split. A trait carried by as many weak clips as strong ones is a coincidence with a label on it.
- 03Take the flagged traits least seriously. Where a pattern and a topic always appear together in your history, nothing here can tell them apart.