Friday, December 29, 2017

The limits of expertise


Great article from Farnam Street":
The Generalized Specialist: How Shakespeare, Da Vinci, and Kepler Excelled

Understanding and staying within their circle of competence is even more important for specialists. A specialist who is outside of their circle of competence and doesn’t know it is incredibly dangerous.

Philip Tetlock performed an 18-year study to look at the quality of expert predictions. Could people who are considered specialists in a particular area forecast the future with greater accuracy than a generalist? Tetlock tracked 284 experts from a range of disciplines, recording the outcomes of 28,000 predictions.

The results were stark: predictions coming from generalist thinkers were more accurate. Experts who stuck to their specialized areas and ignored interdisciplinary knowledge faired worse. The specialists tended to be more confident in their erroneous predictions than the generalists. The specialists made definite assertions — which we know from probability theory to be a bad idea. It seems that generalists have an edge when it comes to Bayesian updating, recognizing probability distributions, and long-termism.
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As Tetlock’s research shows, for us to understand how the world works, it’s not enough to home in on one tiny area for decades. We need to pull ideas from everywhere, remaining open to having our minds changed, always looking for disconfirming evidence. Joseph Tussman put it this way: “If we do not let the world teach us, it teaches us a lesson.”

Related:

Half-blind experts and the straw men they create

The Hive mind revisited

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