Dataset for: Transforming Learning Environments: A Study of Non-Giving Pedagogy in Smartupiad

This dataset contains anonymized participation records (N=15,675) from the Smartupiad tournament system, collected between 2021 and 2024. The data was used for the analyses presented in the manuscript "Transforming Learning Environments: A Study of Non-Giving Pedagogy in Smartupiad." It includes variables related to student performance, participation frequency, and achievement progression.