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Experimental education research: rethinking why, how and when to use random assignment

Anders, Jacob; (2023) Experimental education research: rethinking why, how and when to use random assignment. (CEPEO Working Paper Series 23-07). Centre for Education Policy and Equalising Opportunities, UCL: London, UK. Green open access

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Abstract

Over the last twenty years, education researchers have increasingly conducted randomised experiments with the goal of informing the decisions of educators and policymakers. Such experiments have generally employed broad, consequential, standardised outcome measures in the hope that this would allow decisionmakers to compare effectiveness of different approaches. However, a combination of small effect sizes, wide confidence intervals, and treatment effect heterogeneity means that researchers have largely failed to achieve this goal. We argue that quasi-experimental methods and multi-site trials will often be superior for informing educators' decisions on the grounds that they can achieve greater precision and better address heterogeneity. Experimental research remains valuable in applied education research. However, it should primarily be used to test theoretical models, which can in turn inform educators' mental models, rather than attempting to directly inform decision making. Since comparable effect size estimates are not of interest when testing educational theory, researchers can and should improve the power of theory-informing experiments by using more closely aligned (i.e., valid) outcome measures. We argue that this approach would reduce wasteful research spending and make the research that does go ahead more statistically informative, thus improving the return on investment in educational research.

Type: Working / discussion paper
Title: Experimental education research: rethinking why, how and when to use random assignment
Open access status: An open access version is available from UCL Discovery
Publisher version: https://econpapers.repec.org/RePEc:ucl:cepeow:23-0...
Language: English
Additional information: This version is the version of record. For information on re-use, please refer to the publisher’s terms and conditions.
UCL classification: UCL
UCL > Provost and Vice Provost Offices > School of Education
UCL > Provost and Vice Provost Offices > School of Education > UCL Institute of Education
UCL > Provost and Vice Provost Offices > School of Education > UCL Institute of Education > IOE - Learning and Leadership
UCL > Provost and Vice Provost Offices > School of Education > UCL Institute of Education > IOE - Learning and Leadership > Centre for Education Policy and Equalising Opportunities
URI: https://discovery.ucl.ac.uk/id/eprint/10175436
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