Publications
Preprints
Vanaman ME, Peng RD. “The Psychology of Data Analysis: Toward A Person-Centered Approach To The Empirical Study Of Data Analysis.” psyarxiv
D’Agostino McGowan L, Peng RD, Hicks SC. “Evaluating the Alignment of a Data Analysis between Analyst and Audience.” arxiv
Peng RD, Hicks SC. “Modeling Analytic Iteration Using Probabilistic Outcome Sets.” arxiv
Papers
D’Agostino McGowan L, Hicks SC, Peng RD (2022). “Design Principles for Data Analysis,” Journal of Computational and Graphical Statistics.
- Winner of 2023 Young Investigator Award from the ASA Section on Teaching of Statistics in the Health Sciences
Peng RD, Parker HS (2022). “Perspective on Data Science,” Annual Review of Statistics and Its Application. arxiv
Peng RD, Chen A, Bridgeford E, Leek JT, Hicks SC (2021). “Diagnosing Data Analytic Problems in the Classroom,” Journal of Statistics and Data Science Education.
Peng RD, Hicks SC (2021) “Reproducible Research: A Retrospective,” Annual Review of Statistics and Its Application. arxiv
Books
Tiffany Timbers, Trevor Campbell, and Melissa Lee (2023) Data Science: A First Introduction, Chapman & Hall/CRC Press.
Roger D. Peng, Elizabeth C. Matsui (2018) The Art of Data Science.
Carrie Wright, Shannon E. Ellis, Stephanie C. Hicks and Roger D. Peng (2021). Tidyverse Skills for Data Science.
Blog Posts
Tukey, Design Thinking, and Better Questions
How Data Scientists Think - A Case Study
Divergent and Convergent Phases of Data Analysis
What can we learn from data analysis failures?