The New Way to Measure What Children Learn on YouTube Kids
The New Way to Measure What Children Learn on YouTube Kids
Featuring Sumeet Kumar
A machine-comprehension model identifies academically strong YouTube Kids videos in an entertainment-saturated feed.

April 08, 2026
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Sumeet Kumar
Assistant Professor of Information Systems. His research explores the problems at the intersection of technology and society. He focuses on user behaviour, polarisation on online forums, and advertisements disguised as regular content, especially in videos on platforms like YouTube Kids.
Key Takeaways
- With children spending more time online than interacting with peers, it is critical for parents and video hosting platforms to evaluate the quality of content recommended to young viewers.
- Many videos with high view counts on YouTube Kids were of low academic value, misleading parents into overestimating the merit of the content their children consume.
- An objective measure of academic quality can push platforms to monitor content standards before surfacing videos and give creators an incentive to produce academically rigorous material.