Director of Operations at GovAI. I have a blog about nonprofit ops and strategy.
I previously co-founded and served as Executive Director at Wild Animal Initiative, was the COO of Rethink Priorities from 2020 to 2024, and ran an operations consultancy, Good Structures, from 2024-2025.
I think I feel less convinced than you that scaling most these are going to end up resulting in meaningful positive impact for more animals — the exception is welfare technology, which I'm quite excited about, but my impression is that the good opportunities here are pretty fundable right now.
To be clear, I also don't think loads of money should go into neglected animals either (though on the margin I'm more excited about things here than FAW) — I think there is a lot more potential for helping animals in wild animal and invertebrate welfare, but there aren't ways to absorb tons (e.g. tens of millions of dollars) of funding there either (at least not yet).
I generally in both cases am excited by a smaller, more highly coordinated and strategic movement (or set of movements) than a larger one, but I think more funding right now would be used primarily to try to make a bigger one. I'm guessing this is a lot of the crux between us. But, I also know that I'm a bit on my own island with these views at times, and am genuinely pro-pluralism in the space. So I appreciate you pushing on it so hard!
I think AI safety mostly can't absorb new funding that effectively, except for political things (which maybe are complicated due to various backfire risks), but it also has a better track record so far than FAW which suggests it can use the money it has more effectively. But I'm not a partisan here really — at heart I'm an animal welfare person who mainly feels sad that it might be pretty hard to help more animals than we already are effectively.
For sure - I am quite negative on these marginal opportunities in FAW being good. To be clear, if there weren't any funds primarily (or even partially) focused on farmed animal welfare, I'd make a bid for those to exist too rather than just funds for neglected animals / whatever it is I prefer (I'm not sure I even know). I think there shouldn't just be one view / dominant position on how to help animals, multiple perspectives should get a seat at the table / we should make multiple types of bets, even those I disagree with because I'm sure I'm wrong about many things. I also agree that there would probably be a lot of wasted money under this model, but just think the higher upside offsets it.
I'd be happy to chat about views on FAW work specifically, but probably won't here in detail (just because they are complicated and messy and hard to get into without talking about specific groups). At a high-level, I think that diet change work is basically intractable (or where it is tractable it just risks increasing chicken farming), and the vast majority of the value from welfare work is coming from the first $20M-$40M spent on it, in a pretty predictable way, such that marginal dollars are hard to spend effectively, and beyond those there isn't anything super scalable it seems like. I think the climate/global heath analogies aren't quite right, because the majority (maybe even large majority) of that money is spent in pretty ineffective ways — I probably wouldn't be excited about marginal money to a random global development charity, vs a GiveWell top charity, which have much more limited room for more funding.
I disagree voted, because I don't think it is a terrible policy / think it is a hard problem and they've solved it in probably the most reasonable way.
I think that it probably isn't perfect and has a lot of issues, but pledged donations are counterfactual (no one would donate otherwise), while doing a direct work role is not as clearly counterfactual (the organization would usually probably hire someone else, but maybe they'd be less good than you, etc). I think that feels messy to litigate properly - in some cases doing direct work is way better than the counterfactual, but in others it might not be obvious, etc.
It just doesn't seem clear cut how to resolve, and I think the explicit line of "you give away money that would otherwise be yours at this particular moment" seems like a fine way to slice it. If the pledge was "do the most good" pledge, I might agree, but then lots of other things besides taking a lower paying job or giving away money might count.
I'm pretty surprised by how high people are and that there are relatively few people in the middle (and I say this as a probably maximally invertebrate welfare friendly person who thinks we should spend lots of money on shrimp welfare but also only rated this question at 20%)! Interested in what's leading to these views being so different and polarized. I guess my view for insects and other invertebrates is that the evidence we do have is very promising, but we really don't have that much evidence.
Err towards applying for funding from an appropriate fund.
FWIW, I think this approach limits downside risk, as you outline, but really caps upside potential for EA. The existing funds are highly correlated with each other in values / perspectives on certain issues (e.g. I think it is quite bad that there isn't an animal welfare-focused fund that is skeptical of the value of marginal dollars spent on farmed animal welfare, which I think is a reasonable position, and all of the AI funds seem to coordinate quite heavily). There just aren't that many funds, they aren't that diverse in viewpoint, and donations primarily going via funds concentrates power in EA in the hands of a few dozen people.
I think that I'd feel more excited about this approach if there were tons and tons of good funds with independent theses, but there aren't. Maybe that means it is time for lots of people to start new funds. But by default, I expect everything going through funds to mean way less grift, yes, but also way less experimentation, less risk taking, and less divergence from consensus views.
FTX Future Fund, for all its issues / impacts on community dynamics, spurred a massive change in what people thought was on the table. The regrantor program in particular seemed like a genuinely massive improvement in democratizing EA, which, in my view, makes EA better and lets people do high risk/reward bets. There are downsides to that, including grift. But the push for funds, especially in animal welfare, seems like a fairly large mistake to me, and I think the end result will be a bunch of money wasted on marginal farmed animal interventions that Coefficient could have otherwise funded, or were obviously not worth funding.
I agree with the problems you outline in not going with the fund approach, but I don't think the solutions being applied, especially on the fund side, are the right ones for doing the most good.
Very pro groups approaching fundraising with honesty and integrity though!
RE Organizations want this to exist:
- I think that something like 20ish organizations reported that they would use a common app system, at least for operations roles (I think they were much less likely to use it for other kinds of roles, but it was dependent on seniority, etc).
RE it not creating savings:
- I asked organizations about various ways that this would save them time. In total, my estimate was a common application + pre-vetting would save organizations 500-1350 hours per year (based on their reports on how they'd use it and how much time they spend on hiring).
- A common app alone might be half that? So 250-675 hours per year?
- My estimate is that it would have cost more hours than this to run well.
I think the primary reasons for this are:
- Organizations won't only rely on the common app - they'd like easy ways to get candidates, but also want to recruit on their own platforms. For many non-ops roles, they didn't really want to use it at all.
- The common app will get a lot more candidates than organizations get — it both makes it easier to apply to jobs, so will increase applications, and makes is more generic, so more people will feel qualified to apply.
Note that I looked at this from the perspective of "if we do this will we spend more time running it than the time savings for organizations" and I think the answer was yes.
RE credibility:
- A lot of organizations were worried about centralizing application processing / decision making because it creates a single point of failure.
- If you are also vetting applications, the above is worse + they have to trust you in the first place to do the vetting.
- The organizations who would have trusted us to do the vetting tended to be groups who had worked with us before on hiring and had a good experience.
Happy to have a call to talk about learnings from this, since as far as I know, my project was the closest the ecosystem has gotten to having a common app! Overall, I agree with the sense of there being lots of inefficiency in the hiring ecosystem — the complicated thing to me feels like candidates often want to solve for the problem of the candidate experience being bad, while the organizations want to solve for the problem of the organization experience being bad, and the causes of those problems are somewhat different.
Thanks so much for sharing!
Last year, I explored building a common application for EA/AI organizations, in collaboration with a funder in the space.
Specifically, we explored a version that might work like:
I surveyed several dozen organizations about this idea, and talked to a few organizations directly about it. Here's what I found:
That being said, the program I explored was more comprehensive than just a common app. The issues I see with a pure common app are:
That being said, @Nina Friedrich🔸 and High Impact Professionals is doing tons of amazing work here, including some partial implementations of some of these ideas — their talent database, with candidate consent, lists organizations that candidates were finalists with, which is really useful for hiring.
RE sharing candidate information: this practice is really widespread in the ecosystem. I get probably 3-5 emails a month asking for referrals for candidates for roles, and typically share silver medalists from our similar hiring rounds who consented to sharing.
I think part of the disconnect is that organizations aren't really optimizing on candidate time — they are optimizing on their own time and needs (whether or not this is a mistake).
Thanks again for writing this up! I think there are huge gains to be made here, and hope my notes on my exploration of it are useful for anyone thinking about it!
Thanks for writing this up!
One note is that I haven't really seen anyone doing welfare biology / wild animal welfare science themselves make these arguments - they've mostly been discussed in philosophy/econ papers on the topic. Interestingly, the scientists in the space seems to put much less weight on things like the Evening Out argument you describe, and generally seem to view welfare as just much more contingent on species/specific life-history factors that are hard to make abstracted claims about.
Yeah, I agree with all those being challenges here - I think I was mainly responding to what I perceive to be a push (maybe explicitly in this case) to reduce the options presented to new funders to a few funds with fairly similar views, which I think is possibly a strategic mistake, even if the alternative isn't ideal either.