3 papers
stat.OT2026
Beyond Reproducible Research: Building a Formal Representation of a Data Analysis
Roger D. Peng
Data analyses are often constructed in an imperative manner, where commands representing actions taken on the data are issued sequentially. The publication of these commands, along…
stat.ME2023
Evaluating the Alignment of a Data Analysis between Analyst and Audience
Lucy D'Agostino McGowan, Roger D. Peng, Stephanie C. Hicks
A challenge that data analysts face is building a data analysis that is useful for a given consumer. Previously, we defined a set of principles for describing data analyses that ca…
stat.ME2023
Modeling Data Analytic Iteration With Probabilistic Outcome Sets
Roger D. Peng, Stephanie C. Hicks
In 1977 John Tukey described how in exploratory data analysis, data analysts use tools, such as data visualizations, to separate their expectations from what they observe. In contr…