Slides
Free lecture slides for all 24 chapters, one click per chapter (PDF, v3.0, 2023). They follow the textbook closely and are ready to use in class. Instructors registered with Cambridge University Press can also access editable instructor slides and solutions.
For chapter summaries and outlines, see Chapters. For the related case studies, see Case Studies.
Part I: Data Exploration
- 01 · Origins of Data — slides (PDF) chapter
- 02 · Preparing Data for Analysis — slides (PDF) chapter
- 03 · Exploratory Data Analysis — slides (PDF) chapter
- 04 · Comparison and Correlation — slides (PDF) chapter
- 05 · Generalizing from Data — slides (PDF) chapter
- 06 · Testing Hypotheses — slides (PDF) chapter
Part II: Regression Analysis
- 07 · Simple Regression — slides (PDF) chapter
- 08 · Complicated Patterns and Messy Data — slides (PDF) chapter
- 09 · Generalizing Results of a Regression — slides (PDF) chapter
- 10 · Multiple Linear Regression — slides (PDF) chapter
- 11 · Modeling Probabilities — slides (PDF) chapter
- 12 · Regression with Time Series Data — slides (PDF) chapter
Part III: Prediction
- 13 · A Framework for Prediction — slides (PDF) chapter
- 14 · Model Building for Prediction — slides (PDF) chapter
- 15 · Regression Trees — slides (PDF) chapter
- 16 · Random Forest and Boosting — slides (PDF) chapter
- 17 · Probability Prediction and Classification — slides (PDF) chapter
- 18 · Forecasting from Time Series Data — slides (PDF) chapter
Part IV: Causal Analysis
- 19 · A Framework for Causal Analysis — slides (PDF) chapter
- 20 · Designing and Analyzing Experiments — slides (PDF) chapter
- 21 · Regression and Matching with Observational Data — slides (PDF) chapter
- 22 · Difference-in-Differences — slides (PDF) chapter
- 23 · Methods for Panel Data — slides (PDF) chapter
- 24 · Appropriate Control Groups for Panel Data — slides (PDF) chapter
Terms of use: the slides are free to use for teaching with the textbook. Please see the slides agreement and cite the book when using them.