Short-video marketing analytics

Analysis

Videos in the dataset

0

Collection quality

Filled fields 0 / 0 (0%)·0 videos complete on all four layers

LayerFieldsComplete videosVideos with gapsMissing fields
Metadata1400Complete
Content800Complete
Viewer400Complete
AI900Complete

Blank counts as missing. Numeric 0 counts as collected. Missing fields are the sum of blanks across videos in that layer.

Metric formulas

Engagement rate

(likes + comments + saves + shares) / views

Blank when views are missing or 0, or when any of the four engagement counts is missing. Missing is not treated as 0.

Like rate

likes / views

Blank when likes or views are missing, or views are 0.

Comment rate

comments / views

Blank when comments or views are missing, or views are 0.

Save rate

saves / views

Blank when saves or views are missing, or views are 0.

Share rate

shares / views

Blank when shares or views are missing, or views are 0.

Collection lag

collection date − publish date (days)

Blank when there is no collection time.

IDTitlePlatformCollection lagLike rateComment rateSave rateShare rateEngagement rate
No videos yet. The formula table fills in after entries are added.

Counts and distributions

Platform

No usable sample.

Content type

No usable sample.

Hook

No usable sample.

Funnel stage

No usable sample.

Platform × content type

Counts only. Public engagement metrics are defined differently by platform, so rates are not compared here.

No videos yet.

Hook × continued watching

One viewer’s watching record, not a platform completion rate.

No videos yet.

Associations

Δg = ȳg − ȳ. ȳg is the group mean and ȳ is the mean of that metric on all usable rows. This is an in-sample difference, not a causal effect. Do not compare engagement rates across platforms.

Sample size 0. Group differences describe the videos already entered. They do not generalize, and they do not show that a marketing choice caused the outcome.

Content type × memory

Which content types appear together with this viewer’s memory score?

No videos yet have both a group and an outcome for this comparison.

Hook × memory

Which opening hook appears together with the memory score?

No videos yet have both a group and an outcome for this comparison.

Persuasion × trust

Which persuasion mechanism appears together with the trust score?

No videos yet have both a group and an outcome for this comparison.

CTA × action intent

Which call to action appears together with action intent?

No videos yet have both a group and an outcome for this comparison.

Content type × engagement rate

Among videos with a complete engagement count, how does content type appear with engagement rate?

No videos yet have both a group and an outcome for this comparison.

Human and AI agreement

Agreement A = pairs whose codes match / pairs where both the human label and the AI label are present. A blank on either side stays out of the denominator.

All comparable fields: No field has both labels yet

Agreement by field

No usable sample.

FieldComparedMatchedAgreement
Content type00—
Hook00—
Narrative00—
Persuasion00—
Evidence00—
Funnel00—
CTA00—