BLUF:
* To determine whether AI is ‘improving exponentially’, ‘hitting the wall’, or any other claim which involves a quantity or magnitude (e.g. ‘This model was a big leap/small increment’). We need a good y-axis: an interval scale of AI capability which means +1 unit always represents the same degree of ‘how much better’, in the same way +1 degree Celsius is always the same amount of ‘how much hotter’.
* Yet there is no good y-axis for AI capability. All our...
Summary
* The animal welfare movement has already seen an influx in funding and should prepare for the possibility of more.
* The EA Animal Welfare Fund is encouraging those working in animal advocacy to actively set aside time and resources now to concretely plan for scaling sustainably, and we’ll support you in doing that.
* We’re requesting advocates set concrete ambitious goals and submit plans t...
Public service announcement
1. Applications are now open for our first ever round of the Charity Entrepreneurship Incubation Program dedicated exclusively to animal welfare. Learn more about what’s different this round here and apply...
Mental health is one of the most widespread, impactable, yet neglected global health issues of our time. Even knowing mental health conditions are generally under-reported and/ or misrepresented, evidence still shows widespread effects of mental wellbeing on physical health, life satisfaction, and productivity, however it has still not taken off as a major cause area in many EA organizations I have talked to. Why is this?
G’day Madeline, I run an EA mental health org in India. The reason for this is simply that existing mental health interventions do not compare with GiveWell’s grants on a DALYs/$ basis. In my opinion, the reasons are:
DALY moral weights may be biased against depression
The moral weights of different diseases in the Global Burden of Disease study, which informs DALY estimates, are determined by asking the general public whether they’d prefer to have one disease against another. When you do this with depression, people who haven’t experienced it tend to prefer to have it to many other conditions. However, when you ask people who have experienced it, they choose many very painful conditions over depression. This is one of the widest gaps in the moral weight data. See Pyne et al. 2009 and this post.
Psychotherapy is usually modelled as a short-term effect
Psychotherapy is typically modelled as a treatment, and not a ‘skill’. What I mean by this is that a dose of psychotherapy is assumed to only have effects that decay over a period of time and zero out after that in most CEAs, including those from the Happier Lives Institute. However, many psychotherapy patients will tell you that they learned skills that were useful long after the therapy ended, and there is some limited evidence that psychotherapy’s effects may last decades, or potentially never zero out. If this were true, the effects could be very long-lasting and therefore it would be much more valuable to treat a case of depression.
Suicide prevention isn’t cost-effective if it’s only a short-term effect
Consider that for most of GiveWell’s top interventions, the bulk of the DALYs averted come from ‘saving’ a life—i.e., preventing a death from a disease in a way that allows the person to then go on to live a healthy life, such as preventing a malaria case in an under-5 (which they might die from), even if they go on to catch it after 5 years old.
As a short-term effect, psychotherapy can only postpone a suicide by the length of the treatment effect. But if it were a skill and had some durable long-term effect, it may genuinely prevent one, which would tremendously increase the value of suicide prevention interventions.
Existing interventions haven’t been cheap enough yet
With the exception of some incredible policy work in, for example, reducing toxicity of pesticides commonly used for suicide, existing interventions are still quite expensive. The Happier Lives Institute’s top charities cost ~$40 to treat a single person, while a bednet costs $7. I’m fudging the numbers a bit here, but if we stick with DALYs, psychotherapy is still about an order of magnitude more expensive than it needs to be to look great for EAs.
However, there is work being done to improve that! My charity, Kaya Guides, treated people for $20 each in April, at what we estimate is a similar effect size to the best charities, and we’re confident we can get below $10. We’re using a technique called guided self-help that allows us to dramatically reduce contact hours per participant (and being all-digital helps a lot, too).
Conclusion
Orgs like the Happier Lives Institute have done a lot of advocacy work too, to raise the profile of mental health within EA, and there are plenty of funders that take mental health seriously (in a way that apparently wasn’t true a decade ago). It is, after all, still a nascent space.
Thank you @huw and apologies for my delay- still getting the hang of the forum! I really appreciate these insights and would love to learn more about the work you are doing at Kaya Guides. I have been thinking a lot about what innovation would look like in the mental health space and how the personal nature of mental health makes widespread interventions challenging (for example, medication can not necessarily cure mental illness the way it can cure a physical ailment like an infection).
I should mention there is an argument that many mental health interventions are in fact harmful, mainly via a priming mechanism where when people start to consciously preoccupy themselves with their own mental health, that itself causes psychological suffering. It is a sort of Buddhist argument, I guess.
Abigail Shrier's Bad Therapy (2024) has probably most discussed version of that case, though I have not read the book, and I am extremely epistemically uncertain about all this, in a way that makes me reluctant to either support or oppose interventions in this area.
In addition to @huw's great comment, there's a branch of EA which focuses on well-being, and with that focus mental health interventions often look really effective. Check out the happier lives institute Huw mentioned, times the "WELLBY" and @MichaelPlant
Thank you @NickLaing ! I have done a lot of reading on the Wellby and that is one of the reasons I feel mental health is currently under-represented as a global health issue. It is fascinating to hear how people globally weigh the importance of wellbeing and I’m curious how many other aspects of their lives would be more easily improved if wellbeing increased! @MichaelPlant would love to connect on your work!