Data Collection and Monitoring in an Educational RCT of a Postsecondary Access Program: Assessing Internal and External Validity

The objective of this article is to discuss the advantages of effective educational monitoring in the context of a longitudinal RCT. Intentional data collection and monitoring enables the important assessment of issues of both internal and external validity. We discuss how we used mixed methods data collection to reveal important changing contextual factors in an evaluation of a postsecondary access program in the U.S. state of Texas. Specifically, we employed quantitative analysis of the RCT to compare the college enrollment rates of high schools that were randomly assigned a college adviser with schools that were not assigned a college adviser. We employed survey data collection, qualitative interviews, and site visits to monitor the fidelity of treatment implementation and compliance to treatment assignment over time. In the absence of monitoring treatment fidelity and compliance over time in both treatment and control schools, we would have missed critical changes that explain the observed attenuation of treatment effect estimates. We also discuss how monitoring can inform defenses of the stable unit treatment value assumption and suggest how effective the program will be when applied more widely or to other contexts.

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Publication Details

Journal
Education Sciences
Published
2025-03-14
DOI
https://doi.org/10.3390/educsci15030363
Primary Topic
Disability Education and Employment
Type
article
Field-Weighted Citation Impact
0.00

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article

Data Collection and Monitoring in an Educational RCT of a Postsecondary Access Program: Assessing Internal and External Validity

anthony lising antonio, Eric Bettinger, Brent J. Evans
Education Sciences
Disability Education and Employment
article

Data Collection and Monitoring in an Educational RCT of a Postsecondary Access Program: Assessing Internal and External Validity

anthony lising antonio, Eric Bettinger, Brent J. Evans
article en

Abstract

The objective of this article is to discuss the advantages of effective educational monitoring in the context of a longitudinal RCT. Intentional data collection and monitoring enables the important assessment of issues of both internal and external validity. We discuss how we used mixed methods data collection to reveal important changing contextual factors in an evaluation of a postsecondary access program in the U.S. state of Texas. Specifically, we employed quantitative analysis of the RCT to compare the college enrollment rates of high schools that were randomly assigned a college adviser with schools that were not assigned a college adviser. We employed survey data collection, qualitative interviews, and site visits to monitor the fidelity of treatment implementation and compliance to treatment assignment over time. In the absence of monitoring treatment fidelity and compliance over time in both treatment and control schools, we would have missed critical changes that explain the observed attenuation of treatment effect estimates. We also discuss how monitoring can inform defenses of the stable unit treatment value assumption and suggest how effective the program will be when applied more widely or to other contexts.

Education SciencesVol. 15(3)
Vanderbilt University (US), Stanford University (US)
Institute of Education Sciences
Openalex Percentile: Top 96%
Disability Education and Employment
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Data Collection and Monitoring in an Educational RCT of a Postsecondary Access Program: Assessing Internal and External Validity — anthony lising antonio, Eric Bettinger, et al. · Education Sciences (2025) | TGRS Research Map | TGRS