Empirically supported treatments or type I errors? Problems with the analysis of data from group-administered treatments.
- 1 January 2005
- journal article
- research article
- Published by American Psychological Association (APA) in Journal of Consulting and Clinical Psychology
- Vol. 73 (5) , 924-935
- https://doi.org/10.1037/0022-006x.73.5.924
Abstract
When treatments are administered in groups, clients interact in ways that lead to violations of a key assumption of most statistical analyses-the assumption of independence of observations. The resulting dependencies, when not properly accounted for, can increase Type I errors dramatically. Of the 33 studies of group-administered treatment on the empirically supported treatments list, none appropriately analyzed their data. The current authors provide corrections that can be applied to improper analyses. After the corrections, only 12.4% to 68.2% of tests that were originally reported as significant remained significant, depending on what assumptions were made about how large the dependencies among observations really are. Of the 33 studies, 6-19 studies no longer had any significant results after correction. The authors end by providing recommendations for researchers planning group-administered treatment research.Keywords
This publication has 49 references indexed in Scilit:
- Power and Measures of Effect Size in Analysis of Variance With Fixed Versus Random Nested Factors.Psychological Methods, 2003
- Assumptions and Consequences of Treating Providers in Therapy Studies as Fixed Versus Random Effects: Reply to Crits-Christoph, Tu, and Gallop (2003) and Serlin, Wampold, and Levin (2003).Psychological Methods, 2003
- When interventions harm: Peer groups and problem behavior.American Psychologist, 1999
- Analysis of Variance Versus Bootstrap Procedures for Analyzing Dependent Observations in Small Group ResearchSmall Group Research, 1994
- Cognitive behavioral group treatment for social phobia: Comparison with a credible placebo controlCognitive Therapy and Research, 1990
- Comparison of operant behavioral and cognitive-behavioral group treatment for chronic low back pain.Journal of Consulting and Clinical Psychology, 1988
- Consequences of violating the independence assumption in analysis of variance.Psychological Bulletin, 1986
- Efficacy of a social problem-solving therapy approach for unipolar depression.Journal of Consulting and Clinical Psychology, 1986
- Influence of group cohesion on the behavioral treatment of smoking.Journal of Consulting and Clinical Psychology, 1984
- Improvements in the community-reinforcement approach to alcoholismBehaviour Research and Therapy, 1976