[key points]

Key points

• •The study evaluates the impact of algorithmic personalization on engagement in an English-learning app for children.
• •A randomized controlled trial (RCT) shows that personalization increases student engagement.
• •Personalization benefits are concentrated in the first weeks of use, with diminishing returns thereafter.