Hierarchical Dependencies in Classroom Settings Influence Algorithmic Bias Metrics

Author:

Belitz Clara1ORCID,Lee HaeJin1ORCID,Nasiar Nidhi2ORCID,Fancsali Stephen E.3ORCID,Ritter Steve3ORCID,Almoubayyed Husni3ORCID,Baker Ryan S.2ORCID,Ocumpaugh Jaclyn2ORCID,Bosch Nigel4ORCID

Affiliation:

1. School of Information Sciences, University of Illinois Urbana-Champaign, USA

2. Graduate School of Education, University of Pennsylvania, USA

3. Carnegie Learning, Inc., USA

4. School of Information Sciences and Department of Educational Psychology, University of Illinois Urbana-Champaign, USA

Funder

National Science Foundation

Publisher

ACM

Reference37 articles.

1. Vincent Aleven and Kenneth R Koedinger. 2001. Investigations into help seeking and learning with a cognitive tutor. In Papers of the AIED-2001 Workshop on Help Provision and Help Seeking in Interactive Learning Environments. Springer Cham, San Antonio, TX, 47–58.

2. Instruction-Embedded Assessment for Reading Ability in Adaptive Mathematics Software

3. Joshi Ambarish, Stephen E. Fancsali, Steven Ritter, Tristan Nixon, and Susan R. Berman. 2014. Generalizing and extending a predictive model for standardized test scores based on Cognitive Tutor interactions. In Proceedings of the 7th International Conference on Educational Data Mining. Educational Data Mining Society (IEDMS), Online, 369–370.

4. Ryan Baker and Adriana de Carvalho. 2008. Labeling student behavior faster and more precisely with text replays. In Proceedings of the 1st International Conference on Educational Data Mining. Educational Data Mining Society (IEDMS), Montréal, Canada, 38–47.

5. Ryan S. Baker. 2023. Big Data and Education. 7th Edition.

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