There's a type of logical fallacy I want to talk about that I think deserves more recognition — particularly in the way we consume information and trace where bias comes from. My core argument is this: discounting work, research, or ideas purely because of who funds them is a logical fallacy. I'm calling it the fallacy of funding, and I think it's one of the more underappreciated ways that people lead themselves into bad reasoning.
This was actually triggered by watching a YouTube video where someone was making an argument that centered around the funding source of a product rather than the product itself. Hank Green also had a video on misinformation that got my gears turning in a similar direction. What I kept coming back to is this: it doesn't really matter who funds something. Funding is not the important thing. The thing itself is the important thing.
Let's say a controversial figure — or even a controversial country — has a lot of money, and they fund research into a cure for a widespread, high-impact disease. That research needs to be judged on whether it's good research. If the research is good, then it's good. Full stop. It sounds almost too simple when you lay it out that way, but it still pains me to hear people whose central argument against AI safety research is something like, "well, big tech is funding it." Yeah — because they're concerned about it, and it's something reasonable to be concerned about. You still need to look at the work on its own.
Now, you can absolutely ask, why would someone be interested in funding this? That's a fair question. But the answer to that question is not a disqualifying factor on its own. The funding source is not a reason to discount the product. Bringing in who wrote the check is a red herring. It makes you feel like you're being critical and thorough, but you're actually just doing a different kind of motivated reasoning.
And I want to be clear: free thinking doesn't mean following your instincts wherever they lead. It means being willing and ready to not fall into logical fallacies. If you say you value free thought but you're dismissing work based on its donor list, you're not being a free thinker — you're doing the same thing everyone else is doing, just with a different set of funders you've decided to distrust.
Take climate research as another example. Just because Jeffrey Epstein funded a climate accord does not mean the accord had nefarious purposes. And even if it did — even in a case where the intentions of the funder were genuinely bad — it doesn't mean that a paper produced by that research can no longer be evaluated as scientific data. The same logic applies to anything funded by billionaires, corporations, or governments that people find controversial.
Where I think funding is a legitimate consideration is this: it can help you understand the limitations of the research. If you're funded by someone who has a strong interest in a particular outcome, it's reasonable to ask whether that relationship constrained what got studied, or what got published. That's a thoughtful thing to consider. But even then, it's a reason to look more carefully at the work — not a reason to throw it out.
If a nonprofit publishes a statistic and you don't like who funds that nonprofit, the statistic is not automatically wrong. The statistic is either accurate or it isn't, and that has nothing to do with the donor list. Hank Green had a video that touched on this when talking about those misleading climate graphs. The problem with those graphs wasn't that the Koch brothers funded them. The problem was that the graphs were bad. That's where the argument has to be made.
I'm not saying all these companies and nonprofits do good work. Some of them don't. There are plenty of reasonable ways that a funded organization can produce faulty or misleading work. But the misleading part — if there is one — is in the work itself. It's in the research, the methodology, the data, the claims being made. That's where your scrutiny should go. The funding context might be useful background, but it can't be the whole case.
The biggest issue with misinformation — and this is not a new take — isn't that good information doesn't exist. It's that people want to believe what they want to believe. The fallacy of funding is one of the more socially acceptable ways to do that. It feels rigorous. It sounds like you're following the money and asking hard questions. But if it's the only argument, or even the main argument, it's not rigor — it's just a more sophisticated way of dismissing things you already wanted to dismiss.
So here's my thesis, stated plainly: you can agree with someone even if their funding sources come from somewhere you don't agree with. And if you disagree with someone purely based on their funding sources, you are committing a logical fallacy — the fallacy of funding. The work needs to stand on its own. If it's bad on its own, then it's bad on its own. If it's good on its own, the money doesn't make it bad. We don't need to know who funded something to know whether it's a good idea. The idea exists regardless of who funded it.
Judge the work. That's it.
Published: May 4, 2026