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ERIC Number: ED562808
Record Type: Non-Journal
Publication Date: 2014
Reference Count: 29
Omitted Variable Sensitivity Analysis with the Annotated Love Plot
Hansen, Ben B.; Fredrickson, Mark M.
Society for Research on Educational Effectiveness
The goal of this research is to make sensitivity analysis accessible not only to empirical researchers but also to the various stakeholders for whom educational evaluations are conducted. To do this it derives anchors for the omitted variable (OV)-program participation association intrinsically, using the Love plot to present a wide range of possible values in a compact yet intuitive manner. At the same time it calibrates anchor points for the OV-outcome association extrinsically, drawing on published descriptions of nationally representative samples. The overall approach requires a quasi-experimental comparison using matching or weighting for covariate adjustment. Study results report that what is gained in return is a vast widening of the audience for sensitivity analysis. Broadening participation increases the pool of information brought to bear on the inherently subjective assessments required to assess omitted variable sensitivity. One figure is appended.
Descriptors: Research Methodology, Quasiexperimental Design, Evaluation Methods, Comparative Analysis, Scoring, Probability, Elementary Secondary Education, Experimental Groups, Control Groups, Measurement Techniques, Grade 11, Models, Statistical Analysis, Economics, Educational Research, Participation
Society for Research on Educational Effectiveness. 2040 Sheridan Road, Evanston, IL 60208. Tel: 202-495-0920; Fax: 202-640-4401; e-mail: firstname.lastname@example.org; Web site: http://www.sree.org
Publication Type: Reports - Research
Education Level: Elementary Secondary Education; Grade 11; Secondary Education; High Schools
Authoring Institution: Society for Research on Educational Effectiveness (SREE)