ERIC Number: EJ1029523
Record Type: Journal
Publication Date: 2014
Pages: 14
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-0161-956X
EISSN: N/A
Available Date: N/A
Identifying Baseline Covariates for Use in Propensity Scores: A Novel Approach Illustrated for a Nonrandomized Study of Recovery High Schools
Tanner-Smith, Emily E.; Lipsey, Mark W.
Peabody Journal of Education, v89 n2 p183-196 2014
There are many situations where random assignment of participants to treatment and comparison conditions may be unethical or impractical. This article provides an overview of propensity score techniques that can be used for estimating treatment effects in nonrandomized quasi-experimental studies. After reviewing the logic of propensity score methods, we call attention to the importance of the strong ignorability assumption and its implications. We then discuss the importance of identifying and measuring a sufficient set of baseline covariates upon which to base the propensity scores and illustrate approaches to that task in the design of a study of recovery high schools for adolescents treated for substance abuse. One novel approach for identifying important covariates that we suggest and demonstrate is to draw on the predictor-outcome correlations compiled in meta-analyses of prospective longitudinal correlations.
Descriptors: Probability, Scores, Quasiexperimental Design, High Schools, High School Students, Therapeutic Environment, Research Methodology, Statistical Analysis, Substance Abuse, Longitudinal Studies, Correlation, Risk, Predictive Measurement, Data Collection, Adolescents
Routledge. Available from: Taylor & Francis, Ltd. 325 Chestnut Street Suite 800, Philadelphia, PA 19106. Tel: 800-354-1420; Fax: 215-625-2940; Web site: http://www.tandf.co.uk/journals
Publication Type: Journal Articles; Reports - Evaluative
Education Level: High Schools; Secondary Education
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Identifiers - Assessments and Surveys: Behavior Assessment System for Children
Grant or Contract Numbers: N/A
Author Affiliations: N/A