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Grant Closed

Deriving and Developing Tools to Estimate Optimal Data Points for Quasi-Experimental Designs

NCER
Program: Statistical and Research Methodology in Education
Program topic(s): Core
Award amount: $648,791
Principal investigator: Eric Hedberg
Awardee:
Abt Associates, Inc.
Year: 2020
Award period: 5 years (07/01/2020 - 06/30/2025)
Project type:
Methodological Innovation
Award number: R305D200045

Purpose

Education policies and interventions are often implemented in ways that do not render it feasible to use a randomized control trial to test their effects. The purposes of this study are to derive theory for computing exact statistical power for three common quasi-experimental designs (QEDs) - nonequivalent control group designs, difference-in-differences, and interrupted time series - and to develop software for computing statistical power using the derived approaches for those QEDs.

Project Activities

The software will be programmed in R and will thus be freely available to applied researchers. In addition to publishing in journals and presenting at conferences, the research team will use social media, press releases through NORC, briefs for nontechnical publications, and workshops at conferences, such as AERA and SREE, for applied education researchers.

People and institutions involved

IES program contact(s)

Charles Laurin

Project contributors

Larry Hedges

Co-principal investigator
Board of Trustees Professor of Statistics; Faculty Fellow, Institute for Policy Research
Northwestern University

Products and publications

Publications:

Hedberg, E. C. (2023). How Many Cases per Cluster? Operationalizing the Number of Units per Cluster Relative to Minimum Detectable Effects in Two-Level Cluster Randomized Evaluations with Linear Outcomes. American Journal of Evaluation, 44(1), 153-168.

Additional project information

Previous award details:

Previous award number:
R305D200023
Previous awardee:
NORC at the University of Chicago

Questions about this project?

To answer additional questions about this project or provide feedback, please contact the program officer.

 

Tags

Data and Assessments

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Questions about this project?

To answer additional questions about this project or provide feedback, please contact the program officer.

 

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