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No evidence for nudging after adjusting for publication bias

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Re: No evidence for nudging after adjusting for publication bias

#41
post #10

What's exactly "nudging" here?. For example it has been shown that for organ donation, if the default is affirmative (opt-in) and you have to opt-out, then organ donors double https://www.science.org/doi/10.1126/science.1091721 , I think this is one of the "nudge" example in pop-science books.

The full list and criteria is here- https://osf.io/fywae/

Re: No evidence for nudging after adjusting for publication bias

#42

I agree with other commenters that it's unlikely nudges never have an impact. We should also be wary of high-profile debunkings, now that they're increasingly in fashion due to the replication crisis and the general dour mood. It's easy to p-hack a result into significance, but you can just as easily hack results into insignificance. These days, both findings and debunkings need a skeptical eye.

Isn't that always the case?

I think some people careen from fully trusting one thing to fully trusting the opposite thing. If you're not one of those people, you'll never understand dismissing things on the basis of "you should be critical of this, because not everything that people say is true."

I do feel like that, even though being critical is something we should always do, that in cases where

1) the only reason you started paying attention to something was an intuitive hunch that it could matter, and

2) the only reason you started treating that hunch as established science is because you did experiments that had significant results, then

3) later you found that significance could be entirely accounted for by the file-drawer effect,

you need to adjust your expectation that there actually is an effect to lower than your expectation was at step 1). It isn't that the theory hasn't been tested (although you can argue it hasn't been tested for ingeniously enough yet), it's that it has been tested and no effect has been shown.

If you allow the existence of interest in a theory (represented in amount of ink spilled and number of experiments done) to raise your expectation that the theory is true, despite experimental indications to the contrary, you're not really doing science, you're just throwing good money after bad, probably motivated by a desire to protect the researchers and institutions that are heavily committed to the truth of the theory and/or the desire to protect other theories that depend on the one that hasn't shown results.

Re: No evidence for nudging after adjusting for publication bias

#43
post #30
post #16

Earlier quoted context omitted.

"... evidence that nudging works. Perhaps not up to the standard of science..." That's pretty close to saying it doesn't work. The point of this meta-study was precisely to show that the evidence claimed to support nudging was probably attributable to random variation + unnatural selection, where the unnatural selection was publication choice: either the researchers who got negative (null) results chose not to bother…

>That's pretty close to saying it doesn't work. No it's really not. To say things a different way, I don't think this study will change anything for people actually doing choice architecture in applied settings. They have results that speak for themselves.

I think gp and you probably see eye to eye, but gp has a problem with your phrasing. If the effect does not live up to scientific rigour, that (more or less) implies that the effect is roughly indistinguishable from randomness.

If folks have results that speak for themselves, then the effect more than likely is scientifically rigorously testable. It may already have been - by those very results.

Re: No evidence for nudging after adjusting for publication bias

#44
post #38

I agree with other commenters that it's unlikely nudges never have an impact. We should also be wary of high-profile debunkings, now that they're increasingly in fashion due to the replication crisis and the general dour mood. It's easy to p-hack a result into significance, but you can just as easily hack results into insignificance. These days, both findings and debunkings need a skeptical eye.

There is no evidence of impact. That's different from the existence of the phenomenon. Same thing happened to Kahneman, Daniel (2011) and his book of Thinking, Fast and Slow. He acknowledges that several pieces of evidence he presents in the book has disappeared and can't be replicated. He still thinks he is right, he just admits that he does not have strong evidence anymore. What is left is a theory with less and le…

I just think it's implausible that there's been no good research showing solid evidence of choice architecture mattering. Could be, I'm not an expert, but I'd like to see where things stand after a couple more years of research and debate.

Re: No evidence for nudging after adjusting for publication bias

#45
post #28
post #10

What's exactly "nudging" here?. For example it has been shown that for organ donation, if the default is affirmative (opt-in) and you have to opt-out, then organ donors double https://www.science.org/doi/10.1126/science.1091721 , I think this is one of the "nudge" example in pop-science books.

> A nudge, according to Thaler and Sunstein is any form of choice architecture that alters people's behaviour in a predictable way without restricting options or significantly changing their economic incentives. To count as a mere nudge, the intervention must require minimal intervention and must be cheap. Thaler and Sunstein wrote the book on nudges, quite literally. So their definition counts, and it's the one from…

In the case of organ donation, Thaler has written that he actually prefers mandated choice--i.e. there is no default but you have to either opt in or opt out--in this case. [1] But I'm not sure why a system where the government creates a default of either opt-in or opt-out (which you can change) wouldn't be a nudge.

[1] https://www.nytimes.com/2009/09/27/business/economy/27view.h... (The issue being that in countries that are opt-out, doctors still often ask families for permission on the grounds that the deceased never made an affirmative choice to donate.)

Re: No evidence for nudging after adjusting for publication bias

#46
post #37

Wow. As a former social scientist with an axe to grind this hits hard. I like to provide that HN community with some context as to what this means. There are some 300 “research” departments in each of the major social sciences: psychology, sociology, economics and anthropology. If you believe what they say, about half of their mission is teaching and the other half is research. That’s a lot, tens of billions of dolla…

In the example you cited I don't think that's a nudge? Or is it?

I ask because I am sure that changing defaults DEFINITELY works, especially if the user does not have a strong existing preference.

You're not really changing user behaviour most of the time, you're changing the outcome of what they're trying to do, which is to reduce their cognitive load by ignoring as much as they possibly can.

Re: No evidence for nudging after adjusting for publication bias

#47

Reading this article, it is good that the UK COVID policy wasn't based on behavioural nudging /sarcasm. The UK COVID policy heavily relied on this and one of the unwanted side effects was scaring a certain section of the population into submission. Although that may have been effective during COVID, it made it a lot harder for that segment of society to return back to normal.

Isn't locking down the obvious departure from a "nudge policy"?

I've seen the claim a lot but it all goes back to documents like this one which discusses strategies for communicating to increase compliance with lockdowns.

https://assets.publishing.service.gov.uk/government/uploads/...

Yes, the UK government received such shocking insights as "Messaging needs to emphasise and explain the duty to protect others", and "Messaging about actions need to be framed positively in terms of protecting oneself and the community, and increase confidence that they will be effective".

Of course, the government did pick and choose what to follow, so it would be absurd to say the entire COVID policy was "based on behavioural nudging". The UK's adherence to isolating after positive tests was thought to be one of the lowest of any country. When SPI-B pointed out that financial support would increase adherence to isolating, no reaction from the government. https://www.instituteforgovernment.org.uk/blog/government-su...

Re: No evidence for nudging after adjusting for publication bias

#48
post #2

If publication bias is the exclusion of publishing results that doesn’t support your hypothesis, how are they taking that into account? If I’m interpreting this correctly(and I by no means am sure that I am), I infer that they are saying in a fair publishing environment you’d expect to see more results that show less decisive results, therefor the current set of results is likely biased. Couldn’t this bias also happe…

The easiest to understand diagnostic used to measure publication bias is the funnel plot. Suppose the true effect of interest is theta = 0.2. Then the observed effects in studies should be centered at 0.2; some will be higher, some will be lower. Assuming no systematic error, the degree to which study results vary around 0.2 should be proportional to the precision of the study (think sampling error given a sampling d…

Interesting -- the problem may be a misapplication of funnel plots for metaanalysis.

I'm not sure what theta is representing and only skimmed the paper, but especially in social scenarios and across social papers, seems unlikely to assume the same distributions and parameters across tasks & populations. Sometimes comes down to 'is there any effect??' and sometimes a precise notion of effect size in a lucky/clever specific scenario. Likewise, social science is one of the hardest fields to setup a good experiment, and few publications accepts negative results, so mostly only 'good' p-value ranges getting published seems normal. The Wikipedia page on funnel plots shows, afaict, the same criticism of the technique.

Whether about the effect size or how it is reported, funnel plots seem an inappropriate choice for debunking something as general as 'nudges' across heterogeneous studies. Skimming made the metaanalysis feel rather lazy (lack of cross validation, interpretation, ...). Not my field, but I would have had to do some digging before accepting this metaanalysis in review, and by default, would be 'not ready'.

Re: No evidence for nudging after adjusting for publication bias

#50
post #11

No evidence for nudging =/= nudging doesn't exist. I'm fairly sure anyone who has done A/B testing at scale has plenty of evidence that nudging works. Perhaps not up to the standard of science, but there are literally people who manipulate choice architecture for a living and I'm fairly convinced a lot of that stuff actually works.

>I'm fairly sure anyone who has done A/B testing at scale has plenty of evidence that nudging works

Lol! A/B testing in practice is rife with P-hacking and various other statistical fallacies.

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