Worried that you might be wrong? That you might be wrong because you are biased? You might think that your best response is to study different kinds of biases, so that you can try to correct your own biases. And yes, that can help sometimes. But overall, I don’t think it helps much. The vast depths of your mind are quite capable of tricking you into thinking you are overcoming biases, when you are doing no such thing.
A more robust solution is to seek motivated and capable critics. Real humans who have incentives to find and explain flaws in your analysis. They can more reliably find your biases, and force you to hear about them. This is of course an ancient idea. The Vatican has long had “devil’s advocates”, and many other organizations regularly assign critics to evaluate presented arguments. For example, academic conferences often assign “discussants” tasked with finding flaws in talks, and journals assign referees to criticize submitted papers.
Since this idea is so ancient, you might think that the people who talk the most about trying to overcoming bias would apply this principle far more often than do others. But from what I’ve seen, you’d be wrong.
Oh, almost everyone circulates drafts among close associates for friendly criticism. But that criticism is mostly directed toward avoiding looking bad when they present to a wider audience. Which isn’t at all the same as making sure they are right. That is, friendly local criticism isn’t usually directed at trying to show a wider audience flaws in your arguments. If your audience won’t notice a flaw, your friendly local critics have little incentive to point it out.
If your audience cared about flaws in your arguments, they’d prefer to hear you in a context where they can expect to hear motivated capable outside critics point out flaws. Not your close associates or friends, or people from shared institutions via which you could punish them for overly effective criticism. Then when the flaws your audience hears about are weak, they can have more confidence that your arguments are strong.
And if even if your audience only cared about the appearance of caring about flaws in your argument, they’d still want to hear you matched with apparently motivated capable critics. Or at least have their associates hear that such matching happens. Critics would likely be less motivated and capable in this case, but at least there’d be a fig leaf that looked like good outside critics matched with your presented arguments.
So when you see people presenting arguments without even a fig leaf of the appearance of outside critics being matched with presented arguments, you can reasonably conclude that this audience doesn’t really care much about appearing to care about hidden flaws in your argument. And if you are the one presenting arguments, and if you didn’t try to ensure available critics, then others can reasonably conclude that you don’t care much about persuading your audience that your argument lacks hidden flaws.
Now often this criticism approach is often muddled by the question of which kinds of critics are in fact motivated and capable. So often “critics” are used who don’t have in fact have much relevant expertise, or who have incentives that are opaque to the audience. And prediction markets can be seen as a robust solution to this problem. Every bet is an interaction between two sides who each implicitly criticize the other. Both are clearly motivated to be accurate, and have clear incentives to only participate if they are capable. Of course prediction market critics typically don’t give as much detail to explain the flaws they see. But they do make clear that they see a flaw.
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I'm cheap. Besides, I'm not someone who's opinions will matter. This is basically something I want to do for fun.