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About this paper

Rahul Sharma, Lars Henrich, Larisa Ivanova, Arsalan Karimzadmotallebiazar, Annette Bieniusa, Leo Van Waveren, Sebastian Vollmer

KI-Adventskalender provides a free browser-based activity with one guided data and AI challenge each day from December 1–24. In 2025, more than 76% of users active on Day 12 continued through the final challenge. Cluster pass rates shifted across years, but these observational measures show task performance, not learning or a causal effect of sequencing.

Summary by alphaXiv.

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