ScreenMyYouTuber AI analysis of what YouTube channels actually publish

I Built a Roller Coaster In My Lab

typical in the analyzed sample

Published

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Is this video typical of the channel?

This video looked representative of the rest of the sample — nothing set it apart from its neighbours.

Findings that cite this video

  • Commercial pressure

    Moderate

    Selling, undisclosed promotion, gambling mechanics, and scams.

    Frequent promotion of the creator's own business, CrunchLabs, including subscription services and sweepstakes.

    Confidence 90%

  • Consistency

    High

    How alike the sampled videos are. Descriptive, not a risk — high means the sample predicts the rest of the channel well.

    The channel consistently delivers science and engineering content aligned with the creator's background.

    Confidence 90%

Screening note

Educational engineering content with a licensed tie-in to Phineas and Ferb; no harmful mismatches.

About this evidence

Screening
Complete

Title, thumbnail, and publication date come from YouTube. The findings are our conclusions. How we do this.

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