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Preparation, Practice, and Beliefs : A Machine Learning Approach to Understanding Teacher Effectiveness (anglais)

This paper uses machine learning methods to identify key predictors of teacher effectiveness, proxied by student learning gains linked to a teacher over an academic year. Conditional inference forests and the least absolute shrinkage and selection operator are applied to matched student-teacher data for math and Kiswahili from grades 2 and 3 in 392 schools across Tanzania. These two machine learning methods produce consistent results and outperform...
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INFORMATION

  • 2021/11/15

  • Document de travail de recherche sur les politiques

  • WPS9847

  • 1

  • 1

  • Tanzanie,

  • Eastern and Southern Africa,

  • 2021/11/15

  • Disclosed

  • Preparation, Practice, and Beliefs : A Machine Learning Approach to Understanding Teacher Effectiveness

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