Home » Research Methods
Cover Graphic
A Primer on Regression Artifacts

Donald T. Campbell and David A. Kenny
Foreword by Charles S. Reichardt

202 Pages
Size: 6" x 9"
Paperback
December 2002
ISBN 978-1-57230-859-6
Cat. #0859
Price: $32.00 $27.20
order
Hardcover
1999
ISBN 978-1-57230-482-6
Cat. #0482
Price: $55.00 $46.75
order

1. Graphical Introduction

From the Scatter Plot to the Correlation Coefficient

The Pair-Link and Galton Squeeze Diagrams

Backward Prediction

Biology and Regression toward the Mean

A Golden Oldie: McNemar's Illustration

Conclusion

2. Mathematical and Special Cases

Generalization to the Case with Unequal Means and Variances

Formal Definition and Formulas

Frequently Asked Questions about Regression toward the Mean

Conclusion

3. Regression Artifacts Due to Extreme Group Selection

Pre-Post Design and Regression Artifacts

Examples

Conclusion

4. Regression Artifacts Due to Matching

Detailed Illustration of the Limits of Matching

Direction of Bias

Conclusion

5. Regression Artifacts Due to Statistical "Equating"

Look at the "Treatment Effect" on the Covariate

Illustration of the Bias in Statistical Equating

Direction of Bias

When Statistical Equating Works

Alternatives to Statistical Equating

Examples

Conclusion

6. Regression Artifacts in Change Scores

Correlations with Change Scores

Reliability of Change Scores

The Measurement of Change

Correlates of Change

Conclusion

7.Regression Artifacts in Time-Series Studies

The Connecticut Crackdown on Speeding

The Offset Effect of Psychotherapy

Time Series of HIV Treatment in Clinical Trials

ARIMA Modeling and Regression Artifacts

Conclusion

8. Regression Artifacts in Longitudinal Studies

Over-Time Correlational Structure

Regression Artifacts in Multiwave Studies

Conclusion

9. Cross-Lagged Panel Correlation Analysis

What Is CLPC Analysis

Complications in CLPC Analysis

The Rogosa Critique

CLPC as a Special Case of the Multitrait-Multimethod Matrix Model

Conclusion

10. Conclusion

Common Sense and Data Analysis: A Brief Epistemological Exegesis

Time-Reversed Analysis

Graphical Display of Results

The Importance of Research Design

Careful Consideration of Plausible Rival Hypotheses

Regression and Prediction

Conclusion

Glossary of Terms

Glossary of Symbols

Appendix A: Dice-Rolling Program and Data Sets Used as Illustrations

Appendix B: The Computation of Autocorrelations

X
Save 15% + Free Shipping on Online Orders!

Guilford Press

Save 15%: Free Shipping:
For bulk orders, please contact: info@guilford.com
X