Thanks for conducting and sharing this interesting study. Did participants know they had a <0.05% chance of actually receiving a basket? If so, the outcome seems much closer to a pure hypothetical than to real stakes.
Thanks for conducting and sharing this interesting study. Did participants know they had a <0.05% chance of actually receiving a basket? If so, the outcome seems much closer to a pure hypothetical than to real stakes.
No, they were told 20 people would be selected to receive their choice for real, but not how many people were in the study overall.
Thanks for clarifying. Did you probe whether participants thought they had a meaningful chance of winning, or some other proxy for how much they viewed the stakes as real?
Ah no, we didn’t, though results from a perceived-probability question may have been interesting. Whatever participants believed about their chances should be the same across arms, so I'm confident in the relative ranking of modules even if the absolute $10 figure may be an upper limit.
There has been a lot of discussion lately about whether EA has given up on diet change. Seth Ariel Green argues it hasn't: funders deprioritised it because the evidence was weak, and they would back new approaches that come with better evidence. He also asked more of us to post rather than polish.
Here's my quick contribution! Note, the meta-analysis by Green, Mathur and colleagues found that meaningfully reducing meat consumption remains an unsolved problem, and a single online experiment does not change that. However, it does offer a direct comparison of many message types against the same real-stakes outcome, which the literature mostly lacks.
With Jacy Anthis and Joshua Tasoff, I ran a large online experiment with 4,761 Americans, recruited through Prolific in September 2023.
Because modules were combined at random, we could estimate the effect of each module, as well as features such as the number of modules, whether captive vs free audiences, and whether the closing ask was to reduce or to eliminate meat. The study was pre-registered and funded by the Food Systems Research Fund and the Sentience Institute. One secondary outcome asked people how much of a possible bonus they would donate to ProVeg. (However, we ran the study in 2023, before I joined ProVeg, and this is my own academic work rather than ProVeg's).
On average, the treatment increased the relative valuation of the plant-based basket by $10.05 compared with the control group, about 26% of its original value.
The effects varied widely by content:
The two strongest modules have something in common. One shows people others admire already eating this way, and the other asks how future generations will judge us. Neither gives new facts about meat. The next two strongest, blaming the industry and showing animal suffering, are standard advocacy content, though. Most differences between modules aren't statistically significant.
People who already wanted to cut down on meat (24% of the sample) moved the most: their effect was $5.35 larger. Effects were also larger for women (by $3.53) and for people over 45 (by $3.80).
What it can: the outcome is a choice with money at stake, which is a step up from stated intentions. Randomising modules lets us compare message types against each other on the same outcome, instead of testing one campaign against nothing.
What it can't:
So I'd read this as evidence about which messages are worth taking into a field trial, rather than evidence that messaging reduces meat consumption.
When I did a lot of leafleting, circa 1996 until the early 2000s, this was my favorite leaflet by far: the highest "take" rate and the highest "don't throw it on the ground immediately" rate.
PETA's veg starter kit also had 2 full pages of celeb images and quotes (pages 2-3) and celebs on the cover. I think they moved to food on the cover b/c "free recipes" was even more successful in terms of take-rate than celebs.