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Rob Wiblin

πŸ‘€ Speaker
3881 total appearances
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Podcast Appearances

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

Final witness of this report is that while the Fortune article that launched this study into the mainstream claimed that the research was based on 150 interviews with leaders and a survey of 350 employees, the paper itself reveals that it's really based on 52 interviews and a paper survey of another 153 people.

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

Why did Fortune inflate the sample size by 2-3 fold, prompt dozens of other news outlets to do the same, and never correct the record?

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

I'll discuss my theory for that next.

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

But the small sample size really matters because it means the uncertainty intervals on their results are actually huge.

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

The finding that 5% of companies have successful custom AI projects, that appears to be based on just those 52 interviews.

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

That means that that 5% number is probably based on something like two or three actual successful companies out of 52.

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

Flip one or two interviews the other way and you'd get a completely different headline.

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

The true rate could easily be three times higher or three times lower.

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

You just can't tell from a sample this tiny.

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

Not that you'd learn that by reading the report or anything journalists wrote when covering it for that matter.

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

But things get worse.

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

In this case, not only was this paper not peer reviewed or scrutinized by external experts, the article wasn't even available to journalists around the world trying to cover the story so they could describe its claims precisely and think through whether they actually made sense.

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

In fact, when that fortune story went mega viral, the report describing the method and results wasn't publicly available anywhere.

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

The link to the underlying report, I kid you not, took you to a Google form where you could specifically request the PDF by giving them your personal details and explaining why you were interested in their organization and how you plan to use the agentic web.

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

It still takes you to that form even now.

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

The bottom line is that this survey went viral around the world, moved markets, and was already on track to hugely shape AI discourse, telling many people something they desperately wanted to believe before the media or the public or policymakers could read it and see that its headline result might be based on not even a handful of custom AI deployments.

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

That's media incentives for you.

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

So if it's not a great or even a good piece of research, why did it become one of the most widely cited things written about AI in 2025?

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

Surely a big part of the explanation has to be that it has the MIT label on it.

80,000 Hours Podcast
"AI doesn't work" – the story behind the stat that misled millions

Like the Fortune article that made it famous, everyone, including me, came to refer to it just as the MIT study.