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Pomona College Psych 158 Online Textbook

Unit 1 Describing Data

Chapter 1 - Introduction to Statistical Thinking
Chapter 2 - What are Data
Chapter 3 - Organizing Data
Chapter 4 - Cleaning Data
Chapter 5 - Describing Data
Chapter 6 - Variation in Multiple Variables
Chapter 7 - Principles of Data Visualization

Unit 2 - Modeling Data

Chapter 8 - Where Data Come From
Chapter 9 - Modeling the Data Generation Process
Chapter 10 - Quantifying Model Error
Chapter 11 - Adding an Explanatory Variable
Chapter 12 - Quantitative Predictor Models
Chapter 13 - Multivariable Models
Chapter 14 - Models with Moderation

Unit 3 - Evaluating Models

Chapter 15 - Estimating Populations
Chapter 16 - Significance Testing
Chapter 17 - Significance Testing Whole Models
Chapter 18 - Effect Sizes & Statistical Power
Chapter 19 - Model Bias
Chapter 20 - Alternate Approaches - Traditional Statistical Tools
Chapter 21 - Lying with Statistics

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By Shannon Burns

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