I read eleven cost-effectiveness analyses published by Ambitious Impact (formerly Charity Entrepreneurship) over the last few weeks. Seven were global health and development; four were animal welfare. The earliest was from 2022, the rest from 2024. What I was looking for was not whether any individual CEA had the right answer, but whether the same conceptual parameters were being treated consistently across analyses. They mostly weren't, and three of the inconsistencies seem worth flagging in public.

The short version: AIM's "probability of success" parameter is constructed three completely different ways across the corpus, with values ranging from 0.2 to 1.0 for what is supposed to be the same conceptual quantity. The 2024 GHD template's internal and external validity adjustments are applied inconsistently from one CEA to the next, including one where they're explicitly zeroed out. And template "suggested defaults" are often left at their default values rather than customized, most strikingly in Digital Pulmonary Rehabilitation 2024, which draws on far more template parameters than the other CEAs and ends up with 30 of 55 suggested values left at defaults across the live model. None of these are individual errors. They're patterns about how the template gets used in practice, and I think they might be useful to the people who maintain it.

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Hey! Just checking, did you run this past AIM first? We recommend that you do, out of politeness but also to avoid easy to dispell misunderstandings.  

I sent Vicky an email at the time of publishing rather than sharing a draft in advance. I didn't pre-share for two reasons: I don't have an existing relationship with anyone at AIM, so cold-emailing a stranger and asking them to review a draft on a deadline felt like a heavier ask than a heads-up at publication, and I tried to write the post so that any factual claim can be verified in a few minutes from the public spreadsheets (the cell references in each finding are there for that purpose). Vasco Grilo's recent methodology posts on AIM CEAs are part of the same public conversation, and Vicky has engaged with those publicly on the Forum, which is part of why the published-with-heads-up route felt appropriate for a contribution in the same vein.

That said, I'm new to posting on the Forum and I'd take your read on the convention seriously. If the norm here is that pre-sharing should happen even when the analysis is grounded in public data, I'd want to know for next time.

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