Third Time’s a Charm: A Tripartite Approach for Teaching Project Organization to Students

References

• Allaire, J., Xie, Y., McPherson, J., Luraschi, J., Ushey, K., Atkins, A., Wickham, H., Cheng, J., Chang, W., and Iannone, R. (2022), “rmarkdown: Dynamic Documents for R.” in R package version 2.14. Available at https://pkgs.rstudio.com/rmarkdown/.
   Google Scholar
• Ambrose, S. A. (2010), How Learning Works: Seven Research-Based Principles for Smart Teaching (1st ed.), San Francisco, CA: Jossey-Bass.
   Google Scholar
• Ball, R., and Medeiros, N. (2012), “Teaching Integrity in Empirical Research: A Protocol for Documenting Data Management and Analysis,” The Journal of Economic Education, 43, 182–189. DOI: 10.1080/00220485.2012.659647.
   Web of Science ®Google Scholar
• Baumer, B., Cetinkaya-Rundel, M., Bray, A., Loi, L., and Horton, N. J. (2014), “R Markdown: Integrating A Reproducible Analysis Tool into Introductory Statistics,” Technology Innovations in Statitstics Education, 8. DOI: 10.5070/T581020118.
   Google Scholar
• Beckman, M. D., Çetinkaya-Rundel, M., Horton, N. J., Rundel, C. W., Sullivan, A. J., and Tackett, M. (2021), “Implementing Version Control With Git and GitHub as a Learning Objective in Statistics and Data Science Courses,” Journal of Statistics and Data Science Education, 29, S132–S144. DOI: 10.1080/10691898.2020.1848485.
   Web of Science ®Google Scholar
• Broman, K., Cetinkaya-Rundel, M., Nussbaum, A., Paciorek, C., Peng, R., Turek, D., and Wickham, H. (2017), “Recommendations to Funding Agencies for Supporting Reproducible Research,” Available at https://www.amstat.org/asa/files/pdfs/POL-ReproducibleResearchRecommendations.pdf.
   Google Scholar
• coding2share (2021), “Reproducible Research Toolkit,” Available at https://coding2share.github.io/ReproducibilityToolkit/.
   Google Scholar
• Dogucu, M., and Cetinkaya-Rundel, M. (2022), “Tools and Recommendations for Reproducible Teaching,” Available at https://arxiv.org/pdf/2202.09504.pdf: arxiv.
   Google Scholar
• Dvorak, T., Halliday, S. D., O’Hara, M., and Swoboda, A. (2019), “Efficient Empiricism: Streamlining Teaching, Research, and Learning in Empirical Courses,” The Journal of Economic Education, 50, 242–257. DOI: 10.1080/00220485.2019.1618765.
   Web of Science ®Google Scholar
• Google (2021), “Google’s R Style Guide,” available at https://google.github.io/styleguide/Rguide.html.
   Google Scholar
• Groves, T., and Godlee, F. (2012), “Open Science and Reproducible Research,” BMJ, 344, e4383. DOI: 10.1136/bmj.e4383.
   PubMedGoogle Scholar
• Harris, J. K., Johnson, K. J., Carothers, B. J., Combs, T. B., Luke, D. A., and Wang, X. (2018), “Use of Reproducible Research Practices in Public Health: A Survey of Public Health Analysts,” PLoS One, 13, e0202447. DOI: 10.1371/journal.pone.0202447.
   PubMed Web of Science ®Google Scholar
• Kass, R. E., Caffo, B. S., Davidian, M., Meng, X. L., Yu, B., and Reid, N. (2016), “Ten Simple Rules for Effective Statistical Practice,” PLoS Computational Biology, 12, e1004961. DOI: 10.1371/journal.pcbi.1004961.
   PubMed Web of Science ®Google Scholar
• Lafler, K. P., and Rosenbloom, M. (2017), “Best Practice Programming Techniques for SAS Users,” in SAS Global Forum Conference Proceedings, p. 175.
   Google Scholar
• Marwick, B., Boettiger, C., and Mullen, L. (2018), “Packaging Data Analytical Work Reproducibly Using R (And Friends),” The American Statistician, 72, 80–88. DOI: 10.1080/00031305.2017.1375986.
   Web of Science ®Google Scholar
• McKiernan, E. C., Bourne, P. E., Brown, C. T., Buck, S., Kenall, A., Lin, J., McDougall, D., Nosek, B. A., Ram, K., Soderberg, C. K., Spies, J. R., Thaney, K., Updegrove, A., Woo, K. H., and Yarkoni, T. (2016), “How Open Science helps Researchers Succeed,” eLife, 5, e16800. DOI: 10.7554/eLife.16800.
   PubMed Web of Science ®Google Scholar
• Mehta, C. C., and Moore, R. H. (2022), “Example Investigator Collected Data for Students Learning Statistics Collaboration Skills,” UNC Dataverse. 2022 Jan 26. DOI: 10.15139/S3/JKLBZF,.V1.
   Google Scholar
• Moore, R. H., and Mehta, C. C. (2022a), “The 3 C’s for Collaborative Statistics: Tiers of Effective Communication,” in 2022 Conference on Statistical Practice.
   Google Scholar
• Moore, R. H., and Mehta, C. C. (2022b), “The 3 Cs for Collaborative Statistics: Tiers of Effective Communication,” in Electronic Conference on Teaching Statistics 2022.
   Google Scholar
• Nagler, J. (1995), “Coding Style and Good Computing Practices,” PS: Political Science & Politics, 28, 488–492.
   Web of Science ®Google Scholar
• National Academies of Sciences, Engineering, and Medicine (2018), Data Science for Undergraduates: Opportunities and Options, Washington, DC: The National Academies Press.
   Google Scholar
• National Academies of Sciences, Engineering, and Medicine (2019), Reproducibility and Replicability in Science, Washington, DC: The National Academies Press.
   Google Scholar
• National Institutes of Health (2017), “Rigor and Reproducibility: Principles and Guidelines for Reporting Preclinical Research,” Available at https://www.nih.gov/research-training/rigor-reproducibility/principles-guidelines-reporting-preclinical-research.
   Google Scholar
• Peng, R. D. (2011), “Reproducible Research in Computational Science,” Science, 334, 1226–1227. DOI: 10.1126/science.1213847.
   PubMed Web of Science ®Google Scholar
• Peng, R. D., Dominici, F., and Zeger, S. L. (2006), “Reproducible Epidemiologic Research,” American Journal of Epidemiology, 163, 783–789. DOI: 10.1093/aje/kwj093.
   PubMed Web of Science ®Google Scholar
• Preece, D. A. (1987), “Good Statistical Practice,” Journal of the Royal Statistical Society, 36, 397–408.
   Google Scholar
• Toelch, U., and Ostwald, D. (2018), “Digital Open Science-Teaching Digital Tools for Reproducible and Transparent Research,” PLoS Biology, 16, e2006022. DOI: 10.1371/journal.pbio.2006022.
   PubMed Web of Science ®Google Scholar
• Vable, A. M., Diehl, S. F., and Glymour, M. M. (2021), “Code Review as a Simple Trick to Enhance Reproducibility, Accelerate Learning, and Improve the Quality of Your Team’s Research,” Am J Epidemiol, 190, 2172–2177. DOI: 10.1093/aje/kwab092.
   PubMed Web of Science ®Google Scholar
• Wickham, H., Bryan, J., and Barrett, M. (2022), “Create Package Data,” usethis 2.1.5 [online].
   Google Scholar