What about selection on observables strategy using matching estimators. Can you produce a density plot for that method as well? I suspect more room for p-hacking there.
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Hey Hammad, I would love to but am not an author of the study :)
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Anyone else surprised by RCT pattern? Looks worse than in Brodeur et al (2016), even if still better than DiD and IV. RCT stds for reporting IMO improved in past 5 years. Puzzling?
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Could it be publication bias in top places rather than p-hacking? E.g. if null result RCTs which might have landed in AEJ or JDE are now in EDCC or WBER and so out of the sample?
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wouldn't that just increase the mass left of the threshold *uniformly*?
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I'm not sure. I think (?) it will lead to a spike to the right of the threshold and continuous declines afterwards. Would be consistent with the pattern we see? FWIW, I also don't think pub bias has increased *that* much. Really intrigued with what's going on...
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Have you overlaid them
@singhabhi ? I glanced back at the Star Wars paper and it seemed similar to me but I didn’t look carefully
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What is the theory for “less manipulation” in RDs?
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My guess: RDD's are usually about specific events. So, you can't fuss with the timing in order to make it look different. Either there is a discontinuity at the time/period/point in question or there is not. You can fuss around with controls, but not with the var of interest.
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That's the same in RCTs.
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Right, the only rhs variables, outside the principle var(s) of interest, in an randomized control trial and the controls. So the method itself does not present additional bits to fuss with. But that still leaves us with an unexplained difference in distributions across methods.
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Assuming that the test for difference in distributions is significant, but these graphics pass my eyeball test. What I am wondering aloud, without evidence I admit, is perhaps the differences in subject matter create more opportunity for fussing with controls in RCTs than RDDs.
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In fact there are more degrees of freedom in RDD with bandwidth, polynomial, kernel. This is getting more standardized but there was a lot of specification search five years ago. So I am very surprised by this too.
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You seeing this
@JelteWicherts@MicheleNuijten. Impressive scale of p-hacking in economics! A rule of thumb here would be not to take things too seriously when p values don't reach at least 4 sigma. Social science converging on the physics ideal!Thanks. Twitter will use this to make your timeline better. UndoUndo
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RDD fans are going to become even more insufferable.
@ben_elsnerThanks. Twitter will use this to make your timeline better. UndoUndo
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The comparison of RCT and RDD is REALLY striking! Go labor and political economics!
Thanks. Twitter will use this to make your timeline better. UndoUndo
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