Stanford CAROL and Ithaka S+R commissioned several papers to inform discussion of student data use and governance in the digital era. Ithaka S+R has published these papers and makes them available free to the general public.

Student Data in the Digital Era: An Overview of Current Practices
authors: Rayane Alamuddin, Jessie Brown, and Martin Kurzweil, Ithaka S+R

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Creating a Learning Higher Education Community
author: Timothy McKay, University of Michigan

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Applications of Student Data in Higher Education: Issues and Ethical Considerations
author: Sharon Slade, Open University UK

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A Brief History of the Student Record
author: Ethan Hutt, University of Maryland

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