YOUTUBE ANALYTICS

Recommendations

Dataset loaded Analysis workspace
CONTENT STRATEGY

What should be tested next?

Recommendations generated from topic performance, viral prediction and trend signals.

REC001 Strategy

loneliness

61% expected probability score
FormatNot determined
Length50 characters / 9 words
HookQuestion-based
CaptionNot determined
PostingTuesday 04:00

Topic 'loneliness' ranked #1 based on its historical recommendation score. The topic showed an estimated model score of 0.606. Use a concise title of approximately 50 characters (9 words). The reliable posting analysis favors Tuesday around 4:00. Number-based titles appeared in 30.0% of viral videos.

REC002 Strategy

self confidence

75% expected probability score
FormatNot determined
Length50 characters / 9 words
HookQuestion-based
CaptionNot determined
PostingTuesday 04:00

Topic 'self confidence' ranked #2 based on its historical recommendation score. The topic showed an estimated model score of 0.749. Use a concise title of approximately 50 characters (9 words). The reliable posting analysis favors Tuesday around 4:00. Number-based titles appeared in 30.0% of viral videos.

REC003 Strategy

overthinking

33% expected probability score
FormatNot determined
Length50 characters / 9 words
HookQuestion-based
CaptionNot determined
PostingTuesday 04:00

Topic 'overthinking' ranked #3 based on its historical recommendation score. The topic showed an estimated model score of 0.332. Use a concise title of approximately 50 characters (9 words). The reliable posting analysis favors Tuesday around 4:00. Number-based titles appeared in 30.0% of viral videos.

REC004 Strategy

friendship problems

32% expected probability score
FormatNot determined
Length50 characters / 9 words
HookQuestion-based
CaptionNot determined
PostingTuesday 04:00

Topic 'friendship problems' ranked #4 based on its historical recommendation score. The topic showed an estimated model score of 0.319. Use a concise title of approximately 50 characters (9 words). The reliable posting analysis favors Tuesday around 4:00. Number-based titles appeared in 30.0% of viral videos.

REC005 Strategy

academic pressure

25% expected probability score
FormatNot determined
Length50 characters / 9 words
HookQuestion-based
CaptionNot determined
PostingTuesday 04:00

Topic 'academic pressure' ranked #5 based on its historical recommendation score. The topic showed an estimated model score of 0.246. Use a concise title of approximately 50 characters (9 words). The reliable posting analysis favors Tuesday around 4:00. Number-based titles appeared in 30.0% of viral videos.

MODEL + TREND SCORE

Trend-aware topic ranking

RankTopicFinal scoreHistoricalMLTrendReasoning
1 overthinking 0.701 0.685 0.422 1.000 strong current trend momentum
2 self confidence 0.665 0.913 1.000 0.000 strong historical content performance; high predicted viral potential
3 loneliness 0.640 1.000 0.801 0.000 strong historical content performance; high predicted viral potential
4 friendship problems 0.352 0.579 0.403 0.000 moderate historical, ML, and trend signals
5 procrastination 0.225 0.191 0.494 0.000 moderate historical, ML, and trend signals
6 academic pressure 0.182 0.228 0.303 0.000 moderate historical, ML, and trend signals
7 dating anxiety 0.174 0.227 0.277 0.000 moderate historical, ML, and trend signals
8 career anxiety 0.163 0.101 0.407 0.000 moderate historical, ML, and trend signals
9 student stress 0.083 0.000 0.277 0.000 moderate historical, ML, and trend signals
10 social anxiety 0.046 0.116 0.000 0.000 moderate historical, ML, and trend signals
Important: These recommendations are analytical decision-support signals. The topic score is a transparent heuristic and the viral probability is a model score, not a guarantee of future performance.