All of Jacob_Peacock's Comments + Replies

I think I agree with the central theses here, as I read them: indeed, ideally we would (1) measure what happens to people individually, rather than on average, due to taking psychiatric drugs, and (2) measure an outcome that reflects people's aggregate preference for their experience of life with the drug versus the counterfactual experience of life without the drug.

However, I think these problems are harder to resolve than the post suggests. Neither can be measured directly (outside circumscribed / assumption-laden situations) due to the fundamental probl... (read more)

1
algekalipso
Thank you! I will get back to you. My honest reaction to this comment: "AAAAAHHHH damn, this should be so incredibly obvious!! where to even start?" But I recognize I'm deep into the inside view of log scales, phenomenology visualization, valence quantification, etc. What seems mind-numbingly foot-stompingly obvious to me might not be to others. Do I say: "PLEASE BE CREATIVE" or should I write a treaties expanding on every point? I'll do the latter. And I apologize for my candid reaction comment XD Seriously, I appreciarte the comment. It's just... ahhhhhh!    [to be clear you raise very good points - I'm just trying to do the prosocial thing and communicate the large "inference gap" on this topic that currently exists - I'll do better! Will respond object level. Cheers!]

I think this article makes its case compellingly, and appreciate that you spell-out the sometimes subtle ways uncertainty gets handled.

Did the question "Why should justification standards be the same?" arise in a sociological / EA movement context? My interpretation (from the question wording alone) would be more epistemic, along the lines of the unity of science. In my view, standards for justification have to be standardized, otherwise they wouldn't be standards; one could just offer an arbitrary justification to any given question.

3
mal_graham🔸
Yeah, I could have made that more clear -- I am more focused on the sociology of justification. I supposed if you're  talking pure epistemics, it depends whether you're constructivist about epistemological truth. If you are, then you'd probably have a similar position -- that different communities can reasonably end up with justification standards, and no one community have more claim to truth than the other.  I suspect, though, that most EAs are not constructivists about epistemology, and so vaguely think that some communities have better justification standards than others. If that's right, then the point is more sociological: that some communities are more rigorous about this stuff than others, or even that they might use the same justification standards but differ in some other way (like not caring about animals) that means the process looks a little different.  So the critic I'm modeling in the post is saying something like: "sure, some people do justification better than others, but these are different communities so it makes sense that some communities care more about getting this right than others do." I guess another angle could be from meta-epistemic uncertainty. Like if we think there is a truth about what kinds of justification practices are better than others, but we're deeply uncertain about what it is, it may then still seem quite reasonable that different groups are trying different things, especially if they aren't trying to participate in the same justificatory community.  Not entirely sure I've gotten all the philosophical terms technically right here, but hopefully the point I'm trying to make is clear enough!

Hi Wyatt, it's indeed confusing, but journals often plan their issues several months in advance. So this article is published online and will appear in a January 2026 issue of Appetite, thus the future publication date.

Hi Dorsal, thank you for your kind words about the work and thoughtful questions. I agree with Seth's reply and would add for (A), there is some evidence of this effect for plant-based foods in general, for example: Garnett 2019, Parkin 2021, and Pechey 2022. I don't know of any studies which have tested adding animal-based meats.

1
Gabe The Ape
Thank you for the studies, will take a look. I would think you could find either adding a new meat-based products and its affects in the marketing literature or something analogous -- though I haven't looked. 

Thank you for writing this thoughtful piece! I especially appreciate the transparency in reasoning and the careful attention to empirical evidence (some of which I’ve contributed to).

I wanted to share a few notes on the displacement section—specifically, some important papers that weren’t mentioned and a few potential misinterpretations of others:

  1. Carlsson 2022 presents a hypothetical discrete choice experiment on lower prices for plant-based meat, finding that 30% of consumers in Sweden would not choose plant-based meat even if it were free. This highlight
... (read more)
9
Samuel Mazzarella 🔸
Thanks, Jacob – for this and for your paper from 2023, which first caused me to question many of my assumptions in this area, which in large part led to this post. I agree that I am overly reliant on self-reported surveys here (this was largely because they were what I could most easily find), so I'm excited to dig into some of these papers measuring outcomes and I appreciate your sharing them. As someone with more expertise in this area than I have, what would you say is your own answer to the question I'm posing here? I get the sense that you are not very optimistic about the potential for alt proteins to displace animal-based meat, but I would love to know what nuances there might be in your views, how confident you are, and what unknowns you are still curious about.

I'm thinking more about this interpretation, but I'm not sure it is correct because WFP's calculations are designed to be conservative in estimating the welfare improvements and exclude various welfare harms. For example, it looks like the broiler estimates exclude welfare harms from transport to slaughter. When these hours of suffering are added back in, the ratio between the two scenarios can go down.

As a hypothetical example, suppose BCC chickens are currently estimated to suffer 50 hours, while non-BCC chickens suffer 100 hours. If we add in 10 hours o... (read more)

3
Michael St Jules 🔸
I agree that the numbers don't necessarily match due to experiences not accounted for, although I'd guess they're close enough as a best guess in practice, because WFP covered the most important causes of suffering for egg-laying hens and broilers. (For broilers, they have a separate page for slaughter reform, which is also included in the BCC, but I suppose doesn't reflect transportation or other differences during slaughter due to breed.) My point was to highlight how great welfare reforms are in utilitarian suffering-reduction terms, relative to preventing animals from being farmed, in response to the original post. We could instead estimate a lower bound on the value of welfare reforms relative to preventing existence, to say welfare reforms are at least X% as good for each animal as preventing that animal from being born and farmed at all. The fact that WFP aimed to be conservative wrt the differences between conventional and reformed helps with this lower bound interpretation. Also, in case you're not only concerned with suffering, these welfare reforms might increase pleasure or other things of positive value in a chicken's life, while preventing existence actually decreases them. So the welfare reforms could be even better for chickens relative to preventing existence than in my original interpretation. Again, I'd think of it like a lower bound.

Thank you for writing this! It was very helpful learn how these initiatives went and I found my self agreeing with much of what you wrote.

I am curious to learn more of what costly signals you had in mind when you write:

politicians wanting to make extremely costly signals to show how much they support animal agriculture — two states have already preemptively banned the sale of cultivated meat.

My initial thinking was that these were pretty low costs for these politicians: cultivated meat isn't salient to the constituency, there are no sales in the state, and the industry is very small, so no one is really bothered to inflict a cost, but I'm curious what else I should consider.

5
Tyler Johnston
Good point — in retrospect that was hyperbole on my part, and I should have just said "signals." I suppose I see banning any industry, especially for politicians who tend to favor free markets, as essentially trading off GDP for whatever cultural/electoral benefits are gained by the ban. But you're right that the cost to the local economy is virtually zero, at least right now. I suppose that will change if cultivated meat can one day be produced affordably at scale.

Hi Bruce, thank you for your questions. I’m leading this project and made the decision to recruit volunteers, so thought I’d be best positioned to respond. (And Ben’s busy protesting for shrimp welfare today anyway!)

  1. Did the team consider a paid/minimum wage position instead of an unpaid one? How did it decide on the unpaid positions?

Yes, we would prefer to offer additional paid positions. However, given the budget for this project, we were not able to offer such positions. We regularly receive unsolicited inquiries from people interested in volunteer... (read more)

I've made some updates and corrections to this paper—(2) and (3) are most important in my opinion and make the Malan 2022 field experiment a somewhat weaker test of the PTC hypothesis. Thanks to all who commented!

Changes are noted below (which I've also added to the post):

  1. Correction to Figure 1 to indicate Ikea 2019 data represent all stores globally, rather than just the United States.

Corrections and updates in the "Malan 2022 field experiment" section:

  1. Replace "On Thursdays, students had the option of receiving prepared burritos with either Impossi

... (read more)

This source suggests the rate of self-identified veganism in Germany is about 3% in 2022. (We did not do any data collection ourselves; this report is a re-analysis of existing data collected by Brachem et al.)

they don’t discuss (let alone defend) “strong form PTC” theory.

I suppose we simply disagree here. The first quote I cite states "the products need to taste the same or better and cost the same or less." The next sentence strongly implies that "the market can kick in and take it from there, just shoot us up the S-curve," with "necessary but not sufficient" relegated to a "quibble." In conjunction with the Q&A, I think reasonable audience member would infer that your statements mean roughly "if price and taste parity were met, a majority of consumers... (read more)

2
BruceF
Thanks for clarifying w/r/t strong form PTC theory - that’s helpful. I think it makes sense to focus on taste, price, and nutrition as the three factors that are absolutely necessary for success; we can address other factors later (or let private companies address those other factors later). Sorry that caused you some confusion, though I think you took an untenable leap with your assumptions.  W/r/t “many times the penetration” and “huge, huge dent,” I think that will depend a lot on what happens between now and reaching price/taste/nutrition parity. But the numbers in your hypothetical discrete choice experiments are extremely promising (for the reasons already discussed). Surveys w/r/t cultivated meat are equally promising - and as discussed, this is all in a world where the products don’t yet exist and many/most consumers are dubious that they’re even possible (i.e., survey respondents don’t think taste and price parity are possible, so they simply reject the premise - and still acceptance numbers are extremely high).  W/r/t your four critiques of the early studies: For anyone who doesn’t remember what the four critiques are, here you go: 1. These studies generally don’t find PTC to be the top three factors in determining food choice. 2. The rankings in these studies reflect what people perceive as the most important factors rather than what would actually cause them to change their diets. 3. The cited studies were designed primarily to investigate the role of a few particular factors in food choice rather than to identify the most important factors.  4. These studies analyze the average ranking of each factor rather than how individual consumers rank the factors.) On the first point, the studies mostly find price and taste to be most important. That said, even if all four critiques are totally accurate, that just indicates subpar study design and doesn’t mean that the conclusions are wrong. We spent the rest of our back-and-forth discussing other studie

Thanks! My subsequent reply to Bruce might be helpful here—while Bruce doesn't defend the claim here, I do think he says things that strongly resemble it elsewhere.

Are you referring to the blind taste test?

Yes. The Sogari blind taste test is indeed affected by saltiness; it also includes an informed taste test similarly effected (but again finding Impossible and animal-based meat tied for first). There is a second blind taste test cited immediately thereafter (Chicken and Burger Alternatives, 2018), although salt levels were not reported.

Have you compared these foods yourself?

No, I haven't.

It seems really hard to draw conclusions about taste competitiveness of a meat substitute from this kind of n=1 study, b

... (read more)

Hi Paul, thanks for checking the analysis so closely! (And apologies for the slow reply; I've been gathering some more information.)

But wouldn't Impossible be a comparison for ground beef, not for steak? Am I misunderstanding something here?

This is a good point and I've now confirmed with the authors that the steak was cubed, rather than minced or ground, so indeed not likely directly comparable to Impossible ground beef. I'll be making some updates to the paper accordingly. Thank you!

The build-your-own-entree bar offers shredded beef, which while also... (read more)

Yes, I'm not entirely certain Impossible meat is equivalent in taste to animal-based ground beef. However, I do find the evidence I cite in the second paragraph of this section somewhat compelling.

Are you referring to the blind taste test? It seems like that's the only direct evidence on this question.

It doesn't look like the preparations are necessarily analogous. At a minimum the plant burger had 6x more salt. All burgers were served with a "pinch" of salt but it's hard to know what that means, and in any case the plant burger probably ended up at least ... (read more)

Hi Bruce, thank you for your reply. I'll focus on a few key disagreements here, although I'm happy to elaborate further if it's helpful.

Finally fifth: I'm not sure about your current thesis (the “strong-form” version of PTC). [...] In my opinion, these are very weak citations, and your inference based on them is not (I don’t think) tenable.

I'll address this first as I think it's trenchant to determine whether the hypothesis I work to refute is in fact held. I’d contend that you (and GFI) have, at times, prominently promoted and supported the strong PTC... (read more)

Thanks for your response, Jacob - 

Here’s my/GFI’s principal thesis on this topic: 

Taste and price are essential to the success of plant-based and cultivated meat, and it’s going to be very hard to reach taste and price parity for either product. So we think it makes sense to focus on those two factors. But that doesn’t mean that once we’ve solved those two factors, we’re done.

As noted in a previous post, we have added nutrition as a third critical factor, mostly in the face of negative messaging around ultra processing and the critical role of ea... (read more)

Sorry if I missed it, but are the logarithms here base 10?

3
Willem Sleegers
No, they're natural logarithms.

Agree, forecasts would be great and I'd work on this is I end up spending more time on the future prospects of PBM!

Hi Bruce, thank you for your response and engagement with the paper over the course of the project.

However, I don’t think this reply engages with the key arguments I make in the paper.

Why did GFI initially adopt the PTC paradigm?

I cite and discuss a number of the studies you mention to support this point in the section The PTC premise. I make four specific critiques of this body of literature—can you address these directly?

  1. These studies generally don’t find PTC to be the top three factors in determining food choice. [Two of the three studies I cite d
... (read more)

Thanks very much, Jacob - I’m in Asia for work at the moment and in all-day meetings, so it’s going to take me a bit to get back to this, but I’m grateful to you for getting this conversation going. I skimmed the discussion but want to read that more thoroughly, too. I should be able to read all comments with intentionality and offer a few more thoughts this coming weekend, I expect/hope. 

[EDIT, Sunday night: I read through all comments this weekend, but it will be next weekend before I'm able to craft my thoughts into something intelligible and (I ho... (read more)

Thanks for your kind words, Lizka!

I should also say that it doesn't seem appropriate (to me) to strongly update towards "it's not important to lower price and improve taste and convenience of plant-based meat alternatives." (I don't think the post is seriously arguing for this, but figured that I would flag it.)

I agree, with emphasis on 'strongly update.'

which is indeed a belief I've heard implied or stated in EA

This is especially helpful as people have (understandably) doubted this is the case.

I expect that without improvements in price and tast

... (read more)

Hi Francis, I don't think there's much work on this, although I do believe an advocacy group tried this but found the results underwhelming.

Hi Michael, thanks for engaging; just flagging this will be my last reply on this thread :)

Quickly reviewing the RethinkX report, it seems like the dramatic changes forecast on very short timelines have not come to pass:

  • Precision fermentation beef is not currently ~$2/kg (Figure 11)
  • 30% of the US beef 'tissue' market is not from cultured or precision fermentation (Figure 12)
  • US cattle population is forecast to decline ~80M but remains steady at 94M as of 2021
  • Similarly, US chicken populations remain stable

The cost curves in Fig 5 does not cite any sour... (read more)

2
Michael Simm
Thanks Jacob, I definitely appreciate your input too as I am no expert on the production of cellular meat or precision fermentation. I'm generally interested in reducing costs of living & reducing suffering. That said here are my thoughts on what you said. I entirely agree that their predictions in this space in the near term have proven inaccurate on the market. However the $2 figure might not be referring to sales costs, but the cost of production in a large state of the art factory. Basically if an optimized factory was built with the best 2023 technology, could they get the cost of production below $2/Kg? We're in complete agreement about their 2023 timeline predictions, they were overly optimistic. What's important though is if the overall cost curve over the next decade is going to take the shape they've predicted (exponential declines versus linear or logarithmic). With input costs, cows & chickens are inefficient machines that require massive amounts of (water especially) input materials, land area, and maintenance. I agree the feed & fuel costs for animals could in theory be reduced by an order of magnitude, but animals will always be inefficient. Importantly, if PF & cell based meats take market share from the most affordable meats first (ground beef & whatever chicken nuggets are made of), the animal meat sellers will encounter a negative feedback loop as they loose economies of scale and margins reduce. By disruptions, I mean any system that is 5X or more better at doing something than the incumbent system. You're right that PF Meats are not - yet - a disruptive technology, I should have worded it better, but I the costs are declining by a consistent percentage each year. If the cost keeps declining exponentially according to Wrights Law, these predictions will come to pass. At the end of the day, how much room for improvement is there in R&D and mass manufacturing in this space? How much extra room can be created by AI enabled advancement, pro

(Abraham and I both work for Rethink Priorities.)

I agree, especially with your points on "necessary but not sufficient." In my view, this represents mostly a pivot from the PTC hypothesis. I'm not sure whether to view this as post hoc hypothesizing (generally bad) or merely updating-on-evidence (generally good).

I do think the question of "what percent of the 'work' is PTC?" is probably not well-defined, but is likely a worthwhile starting point for disagreement.

4
Jack_S🔸
Thanks for both of your responses (@Jacob_Peacock and @abrahamrowe). I was going to analyse the podcast in more detail to resolve our different understandings, but I think @BruceF 's response to the piece clarifies his views on the "negative/positive" PTC hypothesis. The views that he would defend are: (negative) "First, if we don’t compete on price and taste, the products will stay niche, and meat consumption will continue to grow." and (positive) "Second, if we can create products that compete on price and taste, sales will go up quite a lot, even if other factors will need to be met to gain additional market share.”  I expect that these two claims are less controversial, albeit with "quite a lot" leaving some ambiguity.  My initial response was based on my assumption that everyone involved in alt protein realises that PTC-parity is only one step towards widespread adoption. But I agree that it's worth getting more specific and checking how people feel about Abraham's "how much of the work is PTC doing- 90% vs 5%?" question.    I assume if you surveyed/ interviewed people working in the space, there would be a fairly wide range of views. I doubt if people have super-clear models, because we're expecting progress in the coming years to come on multiple fronts (consumer acceptance, product quality, product suitability, policy, norms), and to mutually reinforce each other, but it would be worth clarifying so that you can better identify what you're arguing against.  From my own work on alt-protein adoption in Asia I sense that PTC-parity is only a small part of the puzzle, but it would also be far easier to solve the other pieces if we suddenly had some PTC-competitive killer products, so PTC interact with other variables in ways that make it difficult to calculate.  Overall, I stand by my criticism that I don't think the positive PTC-hypothesis as you frame it is commonly held. But I'd like to understand better what the views are that you're critiquing. It woul

Thank you, Alain, and interesting to hear similar accounts for someone more closely involved with the industry!

Hi Jack, thanks for your comment and so thoroughly checking my sources!

I agree with your interpretation of Szejda. I intended to cite this study with regards to the PTC premise—that PTC primarily determine food choice—not the PTC hypothesis in full (that PTC-competitive PBM would largely displace animal-based meat).

However, I don't agree that no one holds this view. I'd refer to three lines of evidence:

  1. Direct textual evidence. In particular, I think the main source I cite is pretty clear cut:

the hypothesis proposes that plant-based meat "can compete o

... (read more)

Hi Mark, thank you for your kind words and thoughtful comment! Also, welcome to the forum :) Please forgive my referring you to particular sections of the paper if you've already read them; I understand it's a lengthy read.

Indeed, I consider general evidence on PTC in food choice in the section The PTC premise. Chris Bryant has actually subsequently pointed me toward Cunha (2018), which I think is stronger than what I cite there, but still subject to the same critiques. The paper is also not cited in any of the discourse on plant-based meats that I know of... (read more)

2
Mark Onley
Thanks for the reply! Bruce Friedrich's reply does a better job responding than I could, so I'll leave it to you both and look forward to seeing the conversation. Appreciate you engaging with me here and the welcome to the forum :)

I agree that the PTC hypothesis is generally unsupported by the data available.

Glad to hear!

neither of these things are going to be true for longer than 1-2 years because of the cost curve of alternative meats and the technologies involved.

the most likely future is one in which alternative meat has the following attributes: • At least 80% cheaper • At least as tasty as the best meat today • Consistently the same quality, every time • At least as healthy, likely far healthier • At least 100X less contamination issues. • A longer shelf life

This is ... (read more)

1
Michael Simm
Thanks for the insight, I'm no expert on this topic so I've been going off conversations with friends in the space, RethinkX, and I take a first principles approach to solving problems. I read the study and the conclusion seems to say the top problems are metabolic efficiency enhancements and the development of low-cost media from plant hydrolysates. But there are a lot of other engineering problems. However I didn't see any fundamental problems (physics based) that would force a floor on how good it can get. There were and are plenty of engineering problems with making batteries & solar cheaper as well (and AI better). I also took at look at the forecasting articles, and they all seem to revolve around explicitly looking at cell based meat predictions and the bad predictions made by startups in the space. It might be much better to forecast based on the historical price declines of precision fermentation per kg over the last several decades which this covers: https://rethinkdisruption.com/the-roadmap-to-disruption/ "from what I recall I didn't find it especially compelling. Are there any particular attributes or analyses that stood out to you, besides the reputation of its publisher?" I read the entire report a few years ago, and I found it quite compelling. I've studied the s-curve adoption of many technologies and I've found the 'Seba Disruption Framework" to be very reliable. It's not just their reputation, I've personally seen their predictions in other spaces be far more accurate than other prediction organizations. I'm interested to know what you found particularly uncompelling about the report? Let's talk raw materials. The vast majority of the elemental components of meat can be sourced directly from the air using electricity. Carbon, hydrogen, oxygen, and nitrogen. Some minerals and other elements (Sulphur Iron, Zinc, Selenium) would need to be sourced, which would entail transportation to a factory for processing. I asked GPT4 to calculate the cos

On the Malan trial, I write:

With regards to taste, Impossible ground beef specifically has not been subjected to any public taste tests. However, as reviewed above, the Impossible Burger, which is made of similar ingredients, has been found to taste equivalent in some studies. The study does not describe exactly the form of the beef in the steak burrito, making its taste equivalence less certain but probably still a reasonable inference. For the ground beef served on the build-your-own entree line, taste equivalence seems very likely. We can further surm

... (read more)

Hi Brad, thanks for your comment. I'd contend that the Malan 2022 field experiment, among other studies, does give us some insight into behavior towards a putatively PTC-competitive plant-based meat. (There is also some survey data included which might cover attitudes, but I'm assuming you mean something closer to behavior. Let me know if not.) Can you clarify why you don't find it compelling, if that's the case?

6
Brad West🔸
Was there data suggesting that the students in the dining hall believed that the beyond meat tasted the same? It will be perception of parity that would matter for such experiments. In a post-parity world actual parity may quickly translate into perceived parity. Probably if you were to survey the steak burrito eaters, they would say they got it because it tastes better. I'm also skeptical that the brief campaigns are an adequate substitute for for the discussion that would be prompted by a post-PTC(N) world. It seems intuitive to me that if you give people the opportunity to get a product that tastes the same, costs the same, is just as convenient and nutritionally identical, most people will shift. It will probably take a reasonable period of time for people to adjust to the weirdness factor of something like cultivated meat, but I anticipate that it would happen quickly (whether PTC(N)can be achieved on a reasonable time line is a different question.) People are selfish and awful, but not typically psychopathic. If they can not contribute to animal abuses without sacrificing anything, they will. It will take some modest degree of time and effort to make this choice clear to people (which is why I don't think these experiments are very probative), but I think the outcome will be analogous to recycling or drunk driving campaigns. People suck, but not quite as much as EAs often think they do.

Ditto, really appreciate your taking the time to so thoughtfully engage. :) A good day on the Forum! I'll try to wrap up here as well.

(a) Thanks for this reference—I wasn't aware of it! This definitely seems like useful evidence in the right direction and I agree with the XKCD's comic sentiment. That said, it seems like there are still many possible contingencies where price might be a partial rather than full cause. This seems like a ripe area for further research.

(b) I agree, my list is incomplete, and these are good considerations. By the same token, I ... (read more)

I also think that the energy tech analogy might be useful, in particular the case of solar panels, which, unlike nuclear and other energy sources, are also consumer products that went from "rich persons vanity project" to "you'd be dumb not to buy one". 

Decades ago, solar cells were highly expensive, and mainly used for niche applications. There was environmentalists pressure towards clean energy, but the high cost meant only a few wealthy enthusiasts would undergo the switch, and the industry was small and non-influential. 

The environmentalist m... (read more)

Thank you, Fergus, that's very kind of you! I would note that I think it's quite possible and somewhat likely the Malan field experiment found a very small effect on beef sales at 0.3 percentage points. That said, there may have been a couple percentage point decline in poultry sales, which would be much more valuable. (I didn't get in to this as it was besides the main point of the paper.)

Thanks for reading, Jonas! I think these are pretty reasonable takeaways. I'd only add that it'd be useful to define for yourself what PTC actually, concretely mean. Also, I don't think many folks believe we'll reach some standard of PTC parity across most animal-products within ~5 years, if that's roughly what you mean by "the next years."

Thank you, I appreciate the nuance! [Also, I realize it’s a long paper, so I quote some relevant passages, but apologies if you already read them. I figure it might help other folks following our thread as well.]

  1. "One could go away from your piece thinking there is a lot of evidence that should have one update against long-term PTC" Reasonable, although I did try to avoid this and emphasize the results apply to current consumers. So I also agree it "seems not warranted by most of the kind of evidence you cite" and specifically didn't cite evidence that f

... (read more)

Hi Jacob,

thank you -- strongly upvoted for quality of exchange!

In the interest of time (this has to be my last comment), I ignore the smaller disagreements and focus on what seem like the two cruxes we have here (opposite sequence in your comment, but I think answering in this order is easier here):

(a) Does PTC or PTC-likeness causally drive adoption?

(b) Are clean energy technologies a good comparator?


On (a), here is a visual from the latest IPCC report:


Of course,  correlation does not equal causation, but we know from many richer accounts than those ... (read more)

Thanks for your question—forgive my quoting from the paper in response, I understand it's quite lengthy! To your first question, I don't think most interpretations of the PTC hypothesis would qualify tempeh as taste-equivalent (although, as I emphasize here, these factors aren't very well defined).

I've included a case study on hot dogs specifically:

the home-goods-retailer-cum-cafeteria Ikea sells plant-based hotdogs that are equally or lower-priced, readily available alongside animal-based hot dogs, and "received a 95 percent approval rating" in taste te

... (read more)

Hi Sanjay, thank you for reading and your thoughtful comment! The evidence I reviewed here already spans a couple of years, so I do think it might be reasonable to extrapolate closer to 3-5 years. That said, there isn't any analysis of trends of over time, so maybe not.

I agree conditional on the existence of similar alternatives, regulating against animal-based meat is easier than if those alternatives don't exist. Can you elaborate on the why you think the arguments apply differently to lab-grown rather than plant-based meat in your third point? If one be... (read more)

Hi Jack, thank you for your comment! I largely agree the future prospects of plant-based meat might be quite different from the current prospects and write:

Important alternatives to the PTC hypothesis might consider the role of future consumers rather than present-day consumers, who have been the focus of this paper. Future consumers might experience a large change in social norms or otherwise shift their preferences toward consuming plant-based rather than animal-based meats. This is a common feature of many animal advocacy theories of change (Delon et

... (read more)

Hi Jacob,

thanks for your reply -- a couple of reactions, hopefully quite nuanced (I agree with you a bunch, and disagree on others).

1. I did not mean to imply that you do not consider this possibility at all (you do!), but rather was reacting to the general rationale of the piece of using present-day evidence on behaviors as informative with regards to long-term prospects.

One could go away from your piece thinking there is a lot of evidence that should have one update against long-term PTC and alternative protein transition which seems not warranted by mos... (read more)

Gladly, thank you for your kind words! Sometimes people include health or nutrition as well. But there are really myriad factors that influence food choice, as I talk about some here, so I think there are still issues with models that simply add a factor or two (discussed some in the paragraph starting "Producing compelling evidence to substantiate just the premise of the PTC hypothesis would require an ambitious experimental effort.")

Thanks, Willem, that all makes sense! I agree, the overall conclusion certainly seems fair, especially given the convergent evidence you cite.

Not sure why this is being so heavily down-voted. I believe it's accurate and contributes, especially re: my comments where a safe and non-permanent way of causing severe pain would be needed.

(Caveat: Views my own, not my employer's)

I think this sort of first-hand investigation is potentially pretty valuable. I know Ren discourages folks from conducting similar self-experimentation, but I would be curious to see safe and careful experiments of this bent to understand the impact of deliberate experiences of suffering on moral views. Perhaps a worthwhile task for some empirical ethicists.

Caveat: I work for Rethink Priorities, as do the authors of this post

Great to have this timely research and good antidote to some of the gloomy outlooks on how this has affected the community!

I especially liked the two convergent approaches for measuring the effect of the FTX crisis on EA satisfaction. I noticed in the satisfaction over time analysis, you can kind of eyeball a (slight) negative pre-trend. This made me wonder how you thought about the causal inference concerns both in that specific analysis and for this report generally? By extension, I won... (read more)

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Willem Sleegers
Yeah it’s fair to worry about the causal interpretation of the satisfaction results, although I think the pre-trend you mention is mostly a result of the GAM model pulling the regression line down a bit due to the later observations. Limiting the analysis to the period before, say, November 9th, shows no such pre-trend. I’m personally more worried about possible confounds such as the one we note about engagement. It could also be that the FTX crisis motivated a certain group of people to take the survey and share their dissatisfaction. So, it’s true that the design of the survey does not lend itself to easily answer questions of causality, leaving it a matter of interpretation based on the results as a whole and context.   Regarding the overall interpretation, I think it might still be fair to conclude that the FTX crisis has decreased satisfaction if we take into account the other results, including the recalled satisfaction pre and before the FTX crisis and the explicit reports of concerns related to FTX, decreased trust etc.

I agree with the substance of your post and appreciate your taking the time to do the fact checking. I also sympathize with your potential frustration that the fact checking showe didn't support the claim.

However, I do think your comment comes off as a bit dismissive: neither OP nor Food Empowerment Project themselves claim FEP to be "real researchers," whatever this might mean; OP merely states FEP might have helpful resources. Furthermore, the comment might be taken to imply that being an activist and a real researcher are at odds, which I don't believe to be the case.

I also feel sad that your comments feel slightly condescending or uncharitable, which makes it difficult for me to have a productive conversation.

I'm really sorry to come off that way, James. Please know it's not my intention, but duly noted, and I'll try to do better in the future.

  1. Got it; that's helpful to know, and thank you for taking the time to explain!

  2. SDB is generally hard to test for post hoc, which is why it's so important to design studies to avoid it. As the surveys suggest, not supporting protests doesn't imply people don't report suppo

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Thank you for your responses and engagement. Overall, it seems like we agree 1 and 2 are problems; still disagree about 3; and I don't think I made my point on 4 understood and your explanation raises more issues in my mind. While I think these 4 issues are themselves substantive, I worry they are the tip of an iceberg as 1 and 2 are in my opinion relatively basic issues. I appreciate your offer to pay for further critique; I hope someone is able to take you up on it.

  1. Great, I think we agree the approach outlined in the original report should be changed.

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JamesÖz 🔸
Thanks for your quick reply Jacob! I think I still largely degree on how substantive you think these are, and address these points below. I also feel sad that your comments feel slightly condescending or uncharitable, which makes it difficult for me to have a productive conversation. The first one - Our aim was to examine all the papers (within our other criteria of recency, democratic context, etc) that related to the impacts of protest on public opinion, policy change, voting behaviour, etc. We didn’t exclude any because they found negative or negligible results - as that would obviously be empirically extremely dubious. I didn’t make this clear enough in my first comment (I’ve now edited it) but I think your social desirability critique feels somewhat off. Only 18% of people in the UK were supportive of these protests (according to our survey), with a fair bit of negative media attention about the protests. This makes it hard to believe that respondents would genuinely feel any positive social desirability bias, when the majority of the public actually disapprove of the protests. If anything, it would be much more likely to have negative social desirability bias. I'm open to ways on how we might test this post-hoc with the data we have, but not sure if that's possible.  Just to reiterate what I said above for clarity: Our aim was to examine all the papers that related to the impacts of protest on public opinion, policy change, voting behaviour, etc. We didn’t exclude any because they found negative or negligible results - as that would obviously be empirically extremely dubious. The only reason we specified that our research looks at large and influential protest movements is that this is by default what academics study (as they are interesting and able to get published). There are almost no studies looking at the impact of small protests, which make up the majority of protests, so we can’t claim to have any solid understanding of their impacts. The research w
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