Protected Attributes Tell Us Who, Behavior Tells Us How: A Comparison of Demographic and Behavioral Oversampling for Fair Student Success Modeling

Author:

Cock Jade Mai1ORCID,Bilal Muhammad2ORCID,Davis Richard1ORCID,Marras Mirko3ORCID,Kaser Tanja1ORCID

Affiliation:

1. EPFL, Switzerland

2. Pakistan Institute of Engineering and Applied Sciences, Pakistan

3. University of Cagliari, Italy

Funder

SERI

Publisher

ACM

Reference36 articles.

1. Henry Anderson Afshan Boodhwani and Ryan S Baker. 2019. Assessing the Fairness of Graduation Predictions.. In EDM. Henry Anderson Afshan Boodhwani and Ryan S Baker. 2019. Assessing the Fairness of Graduation Predictions.. In EDM.

2. Are there gender differences in web-based learning? An integrated model and related effect sizes;Astleitner Hermann;AACE Review,2005

3. Ryan  S Baker and Aaron Hawn . 2021. Algorithmic bias in education. JAIED ( 2021 ), 1–41. Ryan S Baker and Aaron Hawn. 2021. Algorithmic bias in education. JAIED (2021), 1–41.

4. Self-regulated learning strategies & academic achievement in online higher education learning environments: A systematic review

5. Effect of School Population Socioeconomic Status on Individual Academic Achievement

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