Bayesian Psychometric Modeling

Contents

Preface

Acknowledgments

Section I    Foundations

1.    Overview of Assessment and Psychometric Modeling

1.1    Assessment as Evidentiary Reasoning

1.2    The Role of Probability

1.2.1    Enter Probability

1.2.2    Model-Based Reasoning

1.2.3    Epistemic Probability

1.3    The Role of Context in the Assessment Argument

1.4    Evidence-Centered Design

1.4.1    Domain Analysis and Domain Modeling

1.4.2    Conceptual Assessment Framework

1.4.2.1    Student Model

1.4.2.2    Task Models

1.4.2.3    Evidence Models

1.4.3    Assessment Implementation and Assessment Delivery

1.4.4    Summary

1.5    Summary and Looking Ahead

2.    Introduction to Bayesian Inference

2.1    Review of Frequentist Inference via ML

2.2    Bayesian Inference

2.3    Bernoulli ...