What makes a study design quasi-experimental? The case of difference-in-differences

Fuente: arXiv
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Autori principali: Renson, Audrey, Westreich, Daniel
Natura: Preprint
Pubblicazione: 2025
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author Renson, Audrey
Westreich, Daniel
author_facet Renson, Audrey
Westreich, Daniel
contents Study designs classified as quasi- or natural experiments are typically accorded more face validity than observational study designs more broadly. However, there is ambiguity in the literature about what qualifies as a quasi-experiment. Here, we attempt to resolve this ambiguity by distinguishing two different ways of defining this term. One definition is based on identifying assumptions being uncontroversial, and the other is based on the ability to account for unobserved sources of confounding (under assumptions). We argue that only the former deserves an additional measure of credibility for reasons of design. We use the difference-in-differences approach to illustrate our discussion.
format Preprint
id arxiv_https___arxiv_org_abs_2508_13945
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle What makes a study design quasi-experimental? The case of difference-in-differences
Renson, Audrey
Westreich, Daniel
Methodology
Applications
Study designs classified as quasi- or natural experiments are typically accorded more face validity than observational study designs more broadly. However, there is ambiguity in the literature about what qualifies as a quasi-experiment. Here, we attempt to resolve this ambiguity by distinguishing two different ways of defining this term. One definition is based on identifying assumptions being uncontroversial, and the other is based on the ability to account for unobserved sources of confounding (under assumptions). We argue that only the former deserves an additional measure of credibility for reasons of design. We use the difference-in-differences approach to illustrate our discussion.
title What makes a study design quasi-experimental? The case of difference-in-differences
topic Methodology
Applications
url https://arxiv.org/abs/2508.13945