I'm puzzled, as usual, but perhaps more so: this post has helped clarify the lack of clarity in my understanding of "bias" as the word is used here. You see, I don't in general see an a priori distinction between "bias" and other kinds of heuristics; we are talking about computational shortcuts, ways to save on reasoning, and all of them go wrong sometimes. I'm glad to have scope insensitivity pointed out to me, and having seen the discussion on this blog may even keep me from some error at some time, but my reasoning will always be incomplete, my models will always fall short of being "isomorphic with reality." (A modeler's joke, along the lines of using a territory as its own map.) I am tempted to think of "bias" as a label for the systematic errors introduced by any given heuristic, such as valuation by prototype; is this fair?
If so, "overcoming bias" is one of those journey-rather-than-destination unattainables that at any given moment faces me with an economic sort of choice: I can spend more resources trying to overcome the bias introduced by each heuristic I use, i.e. in meta-inference, or I can spend more resources actually carrying out inferences by those heuristics -- expanding and pruning nodes in my actual current search-graph, so to speak, and coming to conclusions even though I know that some of them will turn out to have been wrong.
Is this an obviously bad way to think? Probably so -- because it leans me in Tyler's direction. Well, I dunno. This comment is an extremely imperfect representation of what I want to say...but I post it, on the grounds that I have to go listen to Dougie MacLean, a Scottish singer and songwriter, and achieving a more perfect (but never actually perfect) representation of what I want to say has a finite value, which at the margin somewhere loses out to getting on with the next thing. I thought that was true for everybody.
George Orwell saw the descent of the civilized world into totalitarianism, the conversion or corruption of one country after another; the boot stamping on a human face, forever, and remember that it is forever. You were born too late to remember a time when the rise of totalitarianism seemed unstoppable, when one country after another fell to secret police and the thunderous knock at midnight, while the professors of free universities hailed the Soviet Union’s purges as progress. It feels as alien to you as fiction; it is hard for you to take seriously. Because, in your branch of time, the Berlin Wall fell. And if Orwell’s name is not carved into one of those stones, it should be.
Orwell saw the destiny of the human species, and he put forth a convulsive effort to wrench it off its path. Orwell’s weapon was clear writing. Orwell knew that muddled language is muddled thinking; he knew that human evil and muddled thinking intertwine like conjugate strands of DNA:1
Orwell was clear on the goal of his clarity:
To make our stupidity obvious, even to ourselves—this is the heart of Overcoming Bias.
Evil sneaks, hidden, through the unlit shadows of the mind. We look back with the clarity of history, and weep to remember the planned famines of Stalin and Mao, which killed tens of millions. We call this evil, because it was done by deliberate human intent to inflict pain and death upon innocent human beings. We call this evil, because of the revulsion that we feel against it, looking back with the clarity of history. For perpetrators of evil to avoid its natural opposition, the revulsion must remain latent. Clarity must be avoided at any cost. Even as humans of clear sight tend to oppose the evil that they see; so too does human evil, wherever it exists, set out to muddle thinking.
1984 sets this forth starkly: Orwell’s ultimate villains are cutters and airbrushers of photographs (based on historical cutting and airbrushing in the Soviet Union). At the peak of all darkness in the Ministry of Love, O’Brien tortures Winston to admit that two plus two equals five:2
I am continually aghast at apparently intelligent folks—such as Robin Hanson’s colleague Tyler Cowen—who don’t think that overcoming bias is important.3 This is your mind we’re talking about. Your human intelligence. It separates you from an orangutan. It built this world. You don’t think how the mind works is important? You don’t think the mind’s systematic malfunctions are important? Do you think the Inquisition would have tortured witches, if all were ideal Bayesians?
Tyler Cowen apparently feels that overcoming bias is just as biased as bias: “I view Robin’s blog as exemplifying bias, and indeed showing that bias can be very useful.” I hope this is only the result of thinking too abstractly while trying to sound clever. Does Tyler seriously think that scope insensitivity to the value of human life is on the same level with trying to create plans that will really save as many lives as possible?
Orwell was forced to fight a similar attitude—that to admit to any distinction is youthful naiveté:
Maybe overcoming bias doesn’t look quite exciting enough, if it’s framed as a struggle against mere accidental mistakes. Maybe it’s harder to get excited if there isn’t some clear evil to oppose. So let us be absolutely clear that where there is human evil in the world, where there is cruelty and torture and deliberate murder, there are biases enshrouding it. Where people of clear sight oppose these biases, the concealed evil fights back. The truth does have enemies. If Overcoming Bias were a newsletter in the old Soviet Union, every poster and commenter of Overcoming Bias would have been shipped off to labor camps.
In all human history, every great leap forward has been driven by a new clarity of thought. Except for a few natural catastrophes, every great woe has been driven by a stupidity. Our last enemy is ourselves; and this is a war, and we are soldiers.
1George Orwell, “Politics and the English Language,” Horizon, 1946.
2George Orwell, 1984 (Signet Classic, 1950).
3See Tyler Cowen, “How Important is Overcoming Bias?,” Marginal Revolution (blog), 2007, http://marginalrevolution.com/marginalrevolution/2007/08/how-important-i.html.