Roundtable on Data Science Postsecondary Education: A Compilation of Meeting Highlights
2020

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Established in December 2016, the National Academies of Sciences, Engineering, and Medicine's Roundtable on Data Science Postsecondary Education was charged with identifying the challenges of and highlighting best practices in postsecondary data science education. Convening quarterly for 3 years, representatives from academia, industry, and government gathered with other experts from across the nation to discuss various topics under this charge. The meetings centered on four central themes: foundations of data science; data science across the postsecondary curriculum; data science across society; and ethics and data science. This publication highlights the presentations and discussions of each meeting.

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223 pages · 6 x 9 · paperback
ISBN Paperback: 0-309-67770-X
ISBN Ebook: 0-309-67771-8
DOI: https://doi.org/10.17226/25804

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National Academies of Sciences, Engineering, and Medicine. 2020. Roundtable on Data Science Postsecondary Education: A Compilation of Meeting Highlights. Washington, DC: The National Academies Press.

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Front Matter i-xiv
1 Introduction 1-7
2 Meeting #1: The Foundations of Data Science from Statistics, Computer Science, Mathematics, and Engineering 8-16
3 Meeting #2: Examining the Intersection of Domain Expertise and Data Science 17-30
4 Meeting #3: Data Science Education in the Workplace 31-45
5 Meeting #4: Alternative Mechanisms for Data Science Education 46-61
6 Meeting #5: Integrating Ethical and Privacy Concerns into Data Science Education 62-77
7 Meeting #6: Improving Reproducibility by Teaching Data Science as a Scientific Process 78-93
8 Meeting #7: Programs and Approaches for Data Science Education at the Ph.D. Level 94-106
9 Meeting #8: Challenges and Opportunities to Better Engage Women and Minorities in Data Science Education 107-121
10 Meeting #9: Motivating Data Science Education Through Social Good 122-137
11 Meeting #10: Improving Coordination Between Academia and Industry 138-156
12 Meeting #11: Data Science Education at Two-Year Colleges 157-178
References 179-180
Appendixes 181-182
Appendix A: Biographical Sketches of Roundtable Members 183-200
Appendix B: Meeting Participants 201-208

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Roundtable on Data Science Postsecondary Education: A Compilation of Meeting Highlights (2020)

Chapter: 7 Meeting #6: Improving Reproducibility by Teaching Data Science as a Scientific Process

Publication information

Suggested citation

My Academies

Roundtable on Data Science Postsecondary Education: A Compilation of Meeting Highlights (2020)

Chapter: 7 Meeting #6: Improving Reproducibility by Teaching Data Science as a Scientific Process