The Elements of Data Analytic Style
The book includes a basic checklist that may be useful as a guide for beginning data analysts or as a rubric for evaluating data analyses. It has been used in the author's data analysis class to evaluate student projects. Both the checklist and this book cover a small fraction of the field of data analysis, but the experience of the author is that once these elements are mastered, data analysts benefit most from hands on experience in their own discipline of application, and that many principles may be non-transferable beyond the basics.
Table of contents
- Introduction
- The data analytic question
- Tidying the data
- Checking the data
- Exploratory analysis
- Statistical modeling and inference
- Prediction and machine learning
- Causality
- Written analyses
- Creating figures
- Presenting data
- Reproducibility
- A few matters of form
- The data analysis checklist
- Additional resources
| Pages : | 98 |
| Size : | 1.8 MB |
| File type : | |
| Downloads: | 113 |
| Created: | 2022-02-03 |
| License: | CC BY |
| Author(s): | Jeff Leek |
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