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Vaden Masrani's avatar

Could strengthen case studies too by pre-registering which patients you'll write studies for, to avoid the problem of (perhaps unconsciously) cherry-picking particularly vivid cases that support your preferred hypothesis.

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Justin Savoie's avatar

I think case studies are considered poor evidence because most researchers chase tiny effects and indeed case studies are poor evidence for tiny effects. With n = 10 the effects will go in all directions and nothing will be concluded. With n = 2250, maybe you will get a publishable p-value. Even if the effect is only 1%, you can multiply that by the number of students in the US and argue the effect is very substantively significant.

https://twitter.com/jayvanbavel/status/1681719800450490368

In the case of vaccines, it's also perilous to have small n case study. What if no one gets COVID in the case study? But there's also a concern about effect size. I suppose effect size of penicillin >> effect size of vaccine >> effect size of social science experiments. I'm no expert but there seems to be inherent (large) randomness in effects of vaccines on outcomes. n = 10 is problematic.

But further, I think there’s an additional, more philosophical reason, why they are considered suspect (at least in social science). There are two kinds of case studies. On the one hand, some are done by empirical scholars in the “framework” or “world-view” of statistical, positive, science. These ones will be considered less suspect. People will say: if you have a large effect and it’s possible to do a case study, do a case study! Famously what is argued here: https://en.wikipedia.org/wiki/Designing_Social_Inquiry

But on the other hand, some case studies will be “hermeneutic” or “interpretative”. In this tradition: https://static1.squarespace.com/static/55c3972ee4b0632d3480491b/t/56eb3ad537013b8180b9159c/1458256600062/Taylor_InterpretationandtheSciencesofMan.pdf A case study to “make sense” of a phenomena. And many people who do science will simply roll eyes. I think that stuff is often fascinating, but indeed quite different from science. And in practice, I think, in social science, it’s not always clear if case studies are of kind 1 or 2.

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