Open Children's Media Index

A transparent database of formal-feature measurements for children's television — pacing, colour, motion, flashing and audio. Every metric is measurable, and every score shows its component parts. The composite that combines them is a configurable summary, not a validated construct.

This index applies the Children's Media Analysis Toolkit (CMAT) to publicly available programming. Analysis is automated and reproducible. This project does not issue verdicts on appropriateness — it presents labeled measurements that researchers and caregivers can interpret in context. All findings are correlational.

9Shows indexed
107Episodes analyzed
7Metrics per episode
September 2026Last updated

Children's programming

Average FFC scores are configurable 0–1 composites. The displayed bands are descriptive reference bands, not normative recommendations or viewer-effect thresholds.

ShowAudienceNetworkEpisodes analyzedAvg FFCCuts/minSaturationMotionFlash/min
Little BearPreschool ages 2–5Nickelodeon65—‡13.40.3830.05374.6
FranklinPreschoolNick Jr.60.25113.30.4730.06535.4
ArthurAges 4–8PBS60.29218.30.5160.07657.8
BlueyPreschool ages 2–7ABC Kids (Australia) / Disney+70.19211.10.3340.04914.0
SpongeBob SquarePantsGeneral children's audienceNickelodeon100.26315.10.5050.06057.0
Curious GeorgeAges 4–7PBS Kids50.25115.40.4230.06435.1
Peep and the Big Wide WorldPreschoolTVO Kids / Discovery Kids40.1968.30.3850.04594.4
The Berenstain BearsPreschoolTreehouse TV / CBS30.22115.10.3630.05803.9
A Charlie Brown ChristmasAll agesCBS10.1626.40.3720.05091.8

† High within-show variability (FFC standard deviation > 0.08). Aggregate reflects the sampled episodes; individual episodes may differ meaningfully. See the show page for the full distribution.

‡ Composite withheld. This show has no cached per-episode results, so its FFC cannot be re-derived against the current normalization ceilings — and a figure frozen under earlier ceilings is not comparable with the re-derived scores beside it. The component metrics are measurements rather than rescalings and are published as normal.

Comparison baselines

Included for cross-genre reference only. These titles are not children's programming and are not scored against child-audience presets.

TitleGenrePlatformEpisodes analyzedAvg FFCCuts/minSaturationMotionFlash/min
MrBeastChallenge / philanthropyYouTube20.53334.70.2930.145412.8
IShowSpeed †Gaming / reactionYouTube / Kick60.42814.70.4050.137813.1
Bob Ross — The Joy of Painting †Instructional / artPBS20.0832.50.1670.02821.7
Game TheoryEducational / gamingYouTube40.28912.30.2790.080612.9
Neon Genesis EvangelionAnime / psychological dramaTV Tokyo10.27413.10.4960.05617.8

† High within-show variability (FFC standard deviation > 0.08).

Language analytics

These figures describe how a show uses language, not how well a child will understand it. Comprehension depends on a child's age, vocabulary, and experience. The numbers come from automatic transcripts of each episode's dialogue (generated by OpenAI's Whisper speech-to-text model), so only shows with usable transcripts appear here.

ShowTranscriptsWPMTTRLexical densityUnique words / ep
Little Bear6267.70.2410.587387
Arthur697.00.2570.582663
SpongeBob SquarePants1110.80.3160.542386
A Charlie Brown Christmas295.70.2770.585672