Note: This post was crossposted from the Coefficient Giving Farm Animal Welfare Research Newsletter by the Forum team, with the author's permission. The author may not see or respond to comments on this post.
Subtitle: On vegan advocacy, effective altruism, and FIFA
I turn 40 today. Here are some hot takes.
On factory farming
1. Our biggest challenge is salience. If factory farming led the evening news, it wouldn’t last lo...
Impressions from the 21st Annual U.S. Cluster Headache Patient Conference, organized by Clusterbusters.
On the morning of the last day of the conference, E. was hanging out with other “clusterheads” outside the conference hotel when he started having a cluster headache attack. Before he could go back to his hotel room, J. offered E. his DMT v...
TL;DR:
The movement has an evidence problem. To solve it, for each intervention we need to know:
* What types of evidence that intervention needs
* What types of evidence different sources can give us
In this post, we outline a framework for evidencing an intervention through five stages:
...
Skimming the studies in the meta-analysis, I am rather sceptical that anything can be concluded from these studies. As far as I can tell, each study investigates how quantity sold varies with the price, but cannot distinguish between demand and supply shocks. If any price changes are instead due to demand shocks, then the estimated coefficient could be severely biased and potentially possess an incorrect sign. Therefore, without a valid instrumental variable that only affects prices through supply-side factors, these coefficients will not be informative of consumers' true substitution patterns.
Thanks for weighing in!
I read your comment to mean that you skimmed the butter and margarine studies that we considered in our brief analysis, but please correct me if I misunderstood.
Yes, I agree that there is very little consideration for price endogeneity in the butter and margarine studies that we found. I could have made that more clear in our report. I suppose that oversight is due to the studies generally skewing older and using older methods. One of the meta-analyses we reviewed (Auer and Papies, 2020) included price endogeneity in their analysis, and they find a positive association between overlooking endogeneity and elasticity size. I do think there are other methodological issues that might be biasing these results--so accounting for price endogeneity may not remove all variation due to methodological issues--but I agree that including strong supply-side instrumental variables would be a nice standard practice.
Thank you for the reply. Indeed, I was referring to the studies engaging with butter-margarine substitution. However, I think it definitely needs emphasising just how weak those studies are and thus that they cannot be trusted to make any policy decisions. Additionally, while relevant, I would not want to use Auer and Papies (2020) as a basis for policy decisions either, as it is quite unclear how comparable those estimates are due to them pooling across a wide range of markets potentially quite different to this one (is the degree of product differentiation the same? groceries could be different to pharmaceuticals or durables). Finally, there is also the issue the papers they synthesise using instruments might not use good ones, but I do not have the time to check that.