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I am a generalist quantitative researcher. I am open to volunteering and paid work. I welcome suggestions for posts. You can give me feedback here (anonymously or not).

How others can help me

I am open to volunteering and paid work (I usually ask for 20 $/h). I welcome suggestions for posts. You can give me feedback here (anonymously or not).

How I can help others

I can help with career advice, prioritisation, and quantitative analyses.

Comments
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Topic contributions
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Thanks for comment, Elijah!

I did not find a free version of Elizabeth's article Developing Valid Behavioral Indicators of Animal Pain, but I have now read this summary from Gemini, and this related article by Elizabeth. I agree with her that nociception does not necessarily imply sentience, but I do not rule this out. Here are some paragraphs I like from the article ā€œAll animals are consciousā€: Shifting the null hypothesis in consciousness science by Kristin Andrews which relate to the article from Elizabeth you shared.

Given the determinate development of their nervous systems, 30-some years ago it was taken as given that C. elegans are too simple to learn. However, once researchers turned to examine learning and memory in these tiny animals, they found an incredible amount of flexible behavior and sensitivity to experience. C. elegans have short-term and long-term memory, they can learn through habituation (Rankin et al.,Ā 1990), association (Wen et al.,Ā 1997), and imprinting (Remy & Hobert,Ā 2005). They pass associative learning tasks using a variety of sensory modalities, including taste, smell, sensitivity to temperature, and sensitivity to oxygen (Ardiel & Rankin,Ā 2010). They also integrate information from different sensory modalities, and respond differently to different levels of intoxicating substances, ā€œsupport[ing] the view that worms can associate a physiological state with a specific experienceā€ (Rankin,Ā 2004, p. R618). There is also behavioral evidence that C. elegans engage in motivational trade-offs. These worms will flexibly choose to head through a noxious environment to gain access to a nutritious substance when hungry enough (Ghosh et al.,Ā 2016)—though Birch and colleagues are not convinced this behavior satisfies the marker of motivational trade-offs because it appears that one reflex is merely inhibiting another (Birch et al.,Ā 2021, p. 31).

C. elegans are a model organism for the study of nociceptors, and much of what we now know about the mechanisms of nociception comes from studies on this species (Smith & Lewin,Ā 2009). Behavioral responses to noxious stimuli are modulated by opiates, as demonstrated by a study finding that administration of morphine has a dose-dependent effect on the latency of response to heat (Pryor et al.,Ā 2007). And, perhaps surprisingly, when the nerve ring that comprises the C. elegans brain was recently mapped, researchers found that different regions of the brain support different circuits that route sensory information to another location where they are integrated, leading to action (Brittin et al.,Ā 2021).

Even if we grant the author's low confidence in nematodes' having marker five (motivational trade-offs), current science provides ample confidence that nematodes have markers one (nociceptors), two (integrated brain regions), four (responsiveness to analgesics), and seven (sophisticated associative learning). Given high confidence that nematodes have even three of these markers, the report's methodology would have us conclude that there is ā€œsubstantial evidenceā€ of sentience in nematodes.

The presence of pain markers in C. elegans and in other animals presumed to be unconscious has led to a rejection of some of these markers; for example, Elizabeth Irvine concludes that given the assumption that C. elegans are not conscious, the evidence that they possess nociceptors, engage in motivational trade-offs and show associative learning invalidates these three markers, and raise questions about others (Irvine,Ā 2020). Irvine's worry about a marker's validity would only be strengthened were we to find evidence of it in a brainless animal, such as the sea sponge Porifera, since brainless animals appear to be even worse candidates for sentience. So let us turn to look at the sea sponge.

From the perspective of the lay observer diving through a reef, sponges themselves do nothing. However, sponges reproduce by creating larvae that swim from the parent and later sink and crawl to find a place to settle and metamorphosize into a new sponge. Our current knowledge of sponge larvae behavior is quite slight. What we do know is that the larvae demonstrate negative phototaxis, and their settlement time is increased by the introduction of substrates such as rubble and biofilm into the environment (Wahab et al.,Ā 2011). If it were to turn out that sponges engage in motivational trade-offs between light levels and rubble when it comes to selecting a place to settle, would that finding offer more evidence against motivational trade-offs as a marker, should it offer some evidence that sponges are sentient, or should that data imply neither? According to the sentience report's methodology, the answer is neither, but such evidence should not lead us to reject the marker of motivational trade-offs, either. Rather, high confidence in the presence of zero to one markers should lead us toward agnosticism about sentience in the species, and high confidence in one marker coupled with good research that fails to find the other seven markers should lead us to conclude that sentience is unlikely. On the sentience report's approach, and contra Irvine, the markers themselves are not open to being invalidated.

I skimmed the article Disentangling perceptual awareness from nonconscious processing in rhesus monkeys (Macaca mulatta) by Moshe Ben-Haim and others. I liked it, but I believe Kristin's criticism of defining markers of consciousness applies all the same.

I would like the focus to be on comparisons of expected hedonistic welfare across species and substrates (biological or not) instead of their probabilty of sentience. Relatedly, Rethink Priorities (RP) has a research agenda about interspecies welfare comparisons more broadly (not just under expectational totalĀ hedonisticĀ utilitarianism).

Thanks for the additional context!

But regardless of the specific assumptions and whether that leads to 1.3x or 2.5x more birds in cages in China for meat than birds in cages for eggs globally, it probably doesn't really matter in terms of the general purpose of the post.

Agreed.

Great post, Jakub and Weronika!

  • Anima International became increasingly worried that any effort to displace carp consumption may lead to increased animal suffering due to salmon farming requiring fish feed.

One could argue banning live carp sales is good due to improving attitudes towards animals, even if it may decrease the welfare of farmed animals. I think the case for chicken welfare reforms increasing animal welfare accounting for effects on non-target beneficiaries is also very uncertain. I estimate the effects on soil animals are much larger than those on chickens, and I have very little idea about whether the effects on soil animals are positive or negative. It might still make sense to prioritise banning live carp sales less relative to chicken welfare reforms if one is concerned about effects on non-target beneficiaries, and increasing animal welfare robustly. However, in this case, I think it makes much more sense to prioritise chicken welfare reforms less (at the margin) relative to understanding effects on soil animals, and decreasing uncertainty about interspecies welfare comparisons.

Overal I think more people who have insights on cause prio should be saying: if I had a billion dollars, here's how I'd spend it, and why.Ā 

I see some value in this. However, I would be much more interested in how they would decrease the uncertainty about cause prioritisation, which is super large. I would spend at least 1 %, 10 M$ (= 0.01*1*10^9), decreasing the uncertainty about comparisons of expected hedonistic welfare across species and substrates (biological or not). Relatedly, RP has a research agenda about interspecies welfare comparisons more broadly (not just under expectational totalĀ hedonisticĀ utilitarianism).

Our best-guess estimate of GWWC’s giving multiplier for 2023–2024 was 6x, implying that for the average $1 we spent on our operations, we caused $6 of value to go to highly effective charities or funds.

Animal Charity Evaluators (ACE) estimated a giving multipler for their charity evaluations from April 2024 to March 2025 of 6.05, which is very similar to the above.

I think it would be helpful to include the annual spending of the charities in this or similar future posts. This would give a better picture of their cost-effectiveness than their recent achievements alone.

Relatedly, in your post about influenced giving reports, you mention how much funding you counterfactuall influenced, but I believe it would also be good to mention your estimates for the giving multiplier (the funding your counterfactually influenced as a fraction of your spending).

Thanks for the good points, Jason.

Would you assign value to the indirect protective effect on those you live with (if any), friends, and family members?

Yes. However, I estimate I would have to infect more than 1.60 k people conditional on getting a symptomatic flu for the health benefits to other people to exceed the impact of donating 24.7 $ to the most cost-effective global health interventions, which is the difference between my estimates for the cost and benefits. I would also limit my contact to a few people I live with if I had a symptomatic flu.

Maybe you could consider willingness to pay for pleasurable leisure activities, and then decide how many of those activities you'd be willing to forego to avoid enduring one average case of the flu?

I think my willingness to pay for extra working and leisure time should be the same. Otherwise, I should spend more/less time on what I think is the most/least valuable per hour at the margin until my willingness to pay for extra working and leisure time is the same.

  • 1.5 hr is a lot to get a flu vaccine by US standards; they are available on a walk-in basis at pharmacies everywhere. That's not a critique of your analysis, of course.
  • Could you call ahead and ensure that where you were going to get the vaccine used Influvac or Vaxigrip? (I assume fewer places would stock Fluenz, anyway due to cost.)

Interesting. In Portugal, people like me who are not covered by free vaccination need to get a doctor's prescription.

For people not covered by free vaccination, the flu vaccine is dispensed at community pharmacies with a doctor's prescription and subject to stock availability.

I also assume I would have to book it in advance to ensure there is enough stock, and because people who are covered by free vacination also have to book it. My time cost of 1.5 h is supposed to account not only for the time to get the vaccine, but also booking it, getting a doctor's prescription, and understanding whether this is even feasible in the 1st place (considering I am a healthy young adult).

  • For most people, the hours of their day do not have equal value or utility. I can't -- at least not on a regular basis -- realistically use the 14th most valuable hour of my day for renumerative work, but I could use it to get a vaccine. In other words, there's a limit on how many hours I can sustain higher-demand activities. In contrast, when I get the flu, I think the loss in productivity hits the relevant time slots more evenly.

Nice point. I should clarify I am considering as productive all the activities I log in my time sheet, not just my main activity of paid work. Ideally, the marginal hour spent on each activity would be the same. In any case, I agree there are times in the day that are less productive. I would prefer to get a vaccine late in the afternoon just before dinner than in the middle of the morning or afternoon.

I don't know if those adjustments would flip the end result for you -- but I think accounting for them would make it a close call and would show how modest differences in the factors (e.g., personal circumstances that make getting the vaccine less time-consuming) would flip the outcome.

Yes, I can see vaccination being worth it for young healthy under some conditions. Thanks for bringing attention to this.

Hi Nick. Fair point. I thought about those effects, but should have explained why I did not cover them in the post. I have now added the following to the summary and main text.

I have not considered the effects of my vaccination on otherĀ people,Ā soil animals, orĀ microorganisms, but they do not change my decision. IĀ think they are much smaller than the effects on my work and donations resulting from the time and monetary costs of my vaccination.

My marginal earnings go towards donations, and I believe donating the difference between my estimates for the cost and benefits of 24.7 $ to the most cost-effective global health interventions would increase human welfare more than the benefits of my vaccination to other people. GiveWell published a report on dietary salt modification in July 2025 where they concluded the following.

Overall, we estimate that it costs about $855 to avert a death via dietary salt modification in China and India, and the intervention is about 14 times as cost-effective as spending on unconditional cash transfers. However, this is a preliminary estimate that we plan to refine with additional work.

AccordingĀ toĀ Coefficient GivingĀ (CG), ā€œGiveWell uses moral weights for child deaths that would be consistent with assuming 51 years of foregone life in the DALY framework (though that is not how they reach the conclusion)ā€. Assuming 51 DALY/life, the above cost-effectiveness would be 0.0596 DALY/$ (= 51/855). So 24.7 $ would avert 1.47 DALYs (= 24.7*0.0596). Supposing 1 DALY/symptomatic-flu-year, which greatly overestimate the badness of having a symptomatic flu, my vaccination would only be worth it if it averted more than 1.47 symptomatic-flu-years (= 1.47/1) in other people, or 97.6 symptomatic flus (= 1.47/(5.50/365.25)) for my assumption of 5.50 days of symptoms per symptomatic flu.

The benefits to other people would only materialise in cases where the vaccination prevented me from getting a symptomatic flu, which is when I could have infected other people. Combining the above with my assumption of "0.0610 symptomatic flus per person-year", I estimate I would have to have infected 1.60 k (= 97.6/0.0610) people conditional on getting a symptomatic flu for my vaccination to be worth it. In contrast, I would only contact with a few people if I had a symptomatic flu.

I believe I should consider effects not only on other people, but also on all potential beings. I suspect effects on soil animals and microorganisms are the driver of the overall effect, and I have very little idea whether their welfare would be increased or decreased. In any case, I think the conclusion accounting for all beings would still be that I should optimise for increasing the impact from my work and donations, which points towards my vaccination not being worth it.

Thanks for the follow-up, Whitney! I strongly upvoted it.

RE: The number of broiler chickens raised in China annually:

I have shared the estimates you provided with one person from the FAO.

https://www.stats.gov.cn/sj/sjjd/202501/t20250117_1958344.html/

Nitpick. "/" at the end has to be removed for the link to work.

6.5 billion egg-laying hens are in cages each year globally

This implies 23.0 % (= 1 - 6.5*10^9/(8.44*10^9)) of all laying hens outside cages assuming 8.44 billion laying hens as reported by FAO. I believe this fraction is too high. How did you get the 6.5 billion laying hens in cages globally? Do you think there are more than 8.44 billion laying hens globally?

any way you cut it it [broilers in cages] is a very major problem

Makes sense!

Thanks for the update, Nuno and Rai! I read the summary of weekly briefĀ every week.

The last 10 M should be 1 M?

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