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Index
Title
Copyright
Contents
Using Best Practices Is a Moral and Ethical Obligation
1. The New Stats: Attitudes for the 21st Century
Part I: Best Practices in Measurement
2. Setting Standards and Establishing Cut Scores on Criterion-Referenced Assessments: Some Technical and Practical Considerations
3. Best Practices in Interrater Reliability: Three Common Approaches
4. An Introduction to Rasch Measurement
5. Applications of the Multifaceted Rasch Model
6. Best Practices in Exploratory Factor Analysis
Part II: Selected Best Practices in Research Design
7. Replication Statistics
8. Mixed Methods Research in the Social Sciences
9. Designing a Rigorous Small Sample Study
10. Replicated Field Study Design
11. Best Practices in Quasi-Experimental Designs: Matching Methods for Causal Inference
12. An Introduction to Meta-Analysis
Part III: Best Practices in Data Cleaning and the Basics of Data Analysis
13. Best Practices in Data Transformation: The Overlooked Effect of Minimum Values
14. Best Practices in Data Cleaning: How Outliers and “Fringeliers” Can Increase Error Rates and Decrease the Quality and Precision of Your Results
15. How to Deal With Missing Data: Conceptual Overview and Details for Implementing Two Modern Methods
16. Is Disattenuation of Effects a Best Practice?
17. Computing and Interpreting Effect Sizes, Confidence Intervals, and Confidence Intervals for Effect Sizes
18. Robust Methods for Detecting and Describing Associations
Part IV: Best Practices in Quantitative Methods
19. Resampling: A Conceptual and Procedural Introduction
20. Creating Valid Prediction Equations in Multiple Regression: Shrinkage, Double Cross-Validation, and Confidence Intervals Around Predictions
21. Best Practices in Analyzing Count Data: Poisson Regression
22. Testing the Assumptions of Analysis of Variance
23. Best Practices in the Analysis of Variance
24. Binary Logistic Regression
25. Bringing Balance and Technical Accuracy to Reporting Odds Ratios and the Results of Logistic Regression Analyses
26. Multinomial Logistic Regression
27. Enhancing Accuracy in Research Using Regression Mixture Analysis
28. Mediation, Moderation, and the Study of Individual Differences
Part V: Best Advanced Practices in Quantitative Methods
29. A Brief Introduction to Hierarchical Linear Modeling 445
30. Best Practices in Analysis of Longitudinal Data: A Multilevel Approach 451
31. Analysis of Moderator Effects in Meta-Analysis 471
32. Best Practices in Structural Equation Modeling 488
33. Introduction to Bayesian Modeling for the Social Sciences 509
34. Using R for Data Analysis: A Best Practice for Research 535
Index
About the Editor
About the Contributors
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