Let’s do preregistered replication studies of the cognitive effects of air pollution—not because we think existing studies are bad, but because we think the topic is important and we want to understand it better.

In the replication crisis in science, replications have often been performed of controversial studies on silly topics such as embodied cognition, extra-sensory perception, and power pose. We’ve been talking recently about replication being something we do for high-quality studies on … Continue reading

What sort of identification do you get from panel data if effects are long-term? Air pollution and cognition example.

Don MacLeod writes: Perhaps you know this study which is being taken at face value in all the secondary reports: “Air pollution causes ‘huge’ reduction in intelligence, study reveals.” It’s surely alarming, but the reported effect of air pollution seems … Continue reading

“Why the New Pollution Literature is Credible” . . . but I’m still guessing that the effects are being overestimated:

In a post entitled, “Why the New Pollution Literature is Credible,” Alex Tabarrok writes: My recent post, Air Pollution Reduces Health and Wealth drew some pushback in the comments, some justified, some not, on whether the results of these studies … Continue reading

No, I don’t think that this study offers good evidence that installing air filters in classrooms has surprisingly large educational benefits.

In a news article on Vox, entitled “Installing air filters in classrooms has surprisingly large educational benefits,” Matthew Yglesias writes: An emergency situation that turned out to be mostly a false alarm led a lot of schools in Los Angeles … Continue reading

The connection between junk science and sloppy data handling: Why do they go together?

Nick Brown pointed me to a new paper, “The Impact of Incidental Environmental Factors on Vote Choice: Wind Speed is Related to More Prevention-Focused Voting,” to which his reaction was, “It makes himmicanes look plausible.” Indeed, one of the authors … Continue reading

How to get out of the credulity rut (regression discontinuity edition): Getting beyond whack-a-mole

This one’s buggin me. We’re in a situation now with forking paths in applied-statistics-being-done-by-economists where we were, about ten years ago, in applied-statistics-being-done-by-psychologists. (I was going to use the terms “econometrics” and “psychometrics” here, but that’s not quite right, because … Continue reading

Joint inference or modular inference? Pierre Jacob, Lawrence Murray, Chris Holmes, Christian Robert discuss conditions on the strength and weaknesses of these choices

Pierre Jacob, Lawrence Murray, Chris Holmes, Christian Robert write: In modern applications, statisticians are faced with integrating heterogeneous data modalities relevant for an inference, prediction, or decision problem. In such circumstances, it is convenient to use a graphical model to … Continue reading