Lessons From Between the White Lines for Isolated Data Scientists

References

• Albert, J. (2003), Teaching Statistics using Baseball, Washington, DC: MAA.
   Google Scholar
• Allaire, J., Cheng, J., Xie, Y., McPherson, J., Chang, W., Allen, J., Wickham, H., Atkins, A., and Hyndman, R. (2016), rmarkdown: Dynamic Documents for R, CRAN, R package version 1.0.
   Google Scholar
• American Statistical Association Undergraduate Guidelines Workgroup (2014), 2014 Curriculum Guidelines for Undergraduate Programs in Statistical Science, Alexandria, VA: American Statistical Association, available at http://www.amstat.org/education/curriculumguidelines.cfm.
   Google Scholar
• Baumer, B. (2015), “ In a Moneyball World, A Number of Teams Remain Slow to Buy into Sabermetrics,” in ed. R. Webb, The Great Analytics Rankings.
   Google Scholar
• ——— (2017), “A Grammar for Reproducible and Painless Extract-Transform-Load Operations on Medium Data,” arXiv preprint arXiv:1708.07073.
   Google Scholar
• Baumer, B., Galdi, A., and Sebastian, R. (2009, August), “A Survey of Methods for the Statistical Evaluation of Defensive Ability in Major League Baseball,” in JSM Proceedings, Statistics in Sports, Alexandria, VA: American Statistical Association.
   Google Scholar
• Baumer, B., and Zimbalist, A. (2014), The Sabermetric Revolution: Assessing the Growth of Analytics in Baseball, Philadelphia, PA: University of Pennsylvania Press.
   Google Scholar
• Broman, K., and Woo, K. (2017), “Data Organization in Spreadsheets,” The American Statistician, 72, this issue.
   PubMedGoogle Scholar
• Bryan, J. (2017), “Excuse Me, Do You Have a Moment to Talk About Version Control?” The American Statistician, 72, this issue.
   PubMedGoogle Scholar
• Chang, W., Cheng, J., Allaire, J., Xie, Y., and McPherson, J. (2016), shiny: Web Application Framework for R, CRAN, R package version 0.13.2.
   Google Scholar
• De Veaux, R. D., Agarwal, M., Averett, M., Baumer, B. S., Bray, A., Bressoud, T. C., Bryant, L., Cheng, L. Z., Francis, A., Gould, R., Kim, A. Y., Kretchmar, M., Lu, Q., Moskol, A., Nolan, D., Pelayo, R., Raleigh, S., Sethi, R. J., Sondjaja, M., Tiruviluamala, N., Uhlig, P. X., Washington, T. M., Wesley, C. L., White, D., and Ye, P. (2017), “Curriculum Guidelines for Undergraduate Programs in Data Science,” Annual Review of Statistics and Its Application, 4, 1–16.
   Web of Science ®Google Scholar
• Donoho, D. (2017), “ 50 Years of Data Science,” Journal of Computational and Graphical Statistics, 26, 745–766.
   Web of Science ®Google Scholar
• Efron, B., and Morris, C. (1975), “Data Analysis using Stein’s Estimator and its Generalizations,” Journal of the American Statistical Association, 70, 311–319.
   Web of Science ®Google Scholar
• Jensen, S. T., Shirley, K. E., and Wyner, A. J. (2009), “Bayesball: A Bayesian Hierarchical model for Evaluating Fielding in Major League Baseball,” The Annals of Applied Statistics, 3, 491–520.
   Web of Science ®Google Scholar
• Lewis, M. (2004), Moneyball: The Art of Winning an Unfair Game, New York: WW Norton & Company.
   Google Scholar
• Marchi, M., and Albert, J. (2013), Analyzing Baseball Data with R. Boca Raton, FL: CRC Press.
   Google Scholar
• Marwick, B., Boettiger, C., and Mullen, L. (2017), “Packaging Data Analytical Work Reproducibly using R (and Friends),” The American Statistician, 72, this issue.
   PubMedGoogle Scholar
• Robinson, D., Bache, S., and Ross, Z. (2017), “dplyr + tidyr + broom,” The American Statistician, submitted.
   PubMed Web of Science ®Google Scholar
• Schwarz, A. (2004), The Numbers Game: Baseball’s Lifelong Fascination with Statistics, New York: Macmillan.
   Google Scholar
• Tango, T., Lichtman, M., and Dolphin, A. (2007), The Book: Playing the Percentages in Baseball. Lincoln, NE: Potomac Books.
   Google Scholar
• The Associated Press (2016). “ Christopher Correa, former Cardinals executive, sentenced to four years for hacking Astros’ database,” available at https://www.nytimes.com/2016/07/19/sports/baseball/christopher-correa-a-former-cardinals-executive-sentenced-to-four-years-for-hacking-astros-database.html
   Google Scholar
• Wickham, H., and Francois, R. (2016), dplyr: A Grammar of Data Manipulation, CRAN, R package version 0.5.0.
   Google Scholar
• Xie, Y. (2015), Dynamic Documents with R and knitr (Vol. 29), Boca Raton, FL: CRC Press.
   Google Scholar