Overconfidence from Mathematical Thinking
Being skilled at mathematical reasoning does not guarantee correctness in all domains; overconfidence in one's mathematical abilities can lead to serious errors in other areas, as exemplified by Francis Galton's advocacy of eugenics despite his mathematical prowess.
THE IDEA
EUGENICS, ORIGINAL SIN, AND THIS BOOK’S MISLEADING TITLE
In a book called How Not to Be Wrong it’s a bit strange to write about Galton without saying much about his greatest fame among non-mathematicians: the theory of eugenics, of which he’s usually called the father. If, as I claim, an attention to the mathematical side of life is helpful in avoiding mistakes, how could a scientist like Galton, so clear-eyed with regard to mathematical questions, be so wrong about the merits of breeding human beings for desirable properties? Galton saw his own opinions on this subject as modest and sensible, but they shock the contemporary ear:
As in most other cases of novel views, the wrong-headedness of objectors to Eugenics has been curious. The most common misrepresentations now are that its methods must be altogether those of compulsory unions, as in breeding animals. It is not so. I think that stern compulsion ought to be exerted to prevent the free propagation of the stock of those who are seriously afflicted by lunacy, feeble-mindedness, habitual criminality, and pauperism, but that is quite different from compulsory marriage. How to restrain ill-omened marriages is a question by itself, whether it should be effected by seclusion, or in other ways yet to be devised that are consistent with a humane and well-informed public opinion. I cannot doubt that our democracy will ultimately refuse consent to that liberty of propagating children which is now allowed to the undesirable classes, but the populace has yet to be taught the true state of these things. A democracy cannot endure unless it be composed of able citizens; therefore it must in self-defence withstand the free introduction of degenerate stock.
What can I say? Mathematics is a way not to be wrong, but it isn’t a way not to be wrong about everything. (Sorry, no refunds!) Wrongness is like original sin; we are born to it and it remains always with us, and constant vigilance is necessary if we mean to restrict its sphere of influence over our actions. There is real danger that, by strengthening our abilities to analyze some questions mathematically, we acquire a general confidence in our beliefs, which extends unjustifiably to those things we’re still wrong about. We become like those pious people who, over time, accumulate a sense of their own virtuousness so powerful as to make them believe the bad things they do are virtuous too.
I’ll do my best to resist that temptation. But watch me carefully.
When to use it
A data scientist applying statistical models to social policy without considering ethical implications.
An economist assuming mathematical models capture all aspects of human behavior.
A scientist overconfident in their field's methods when addressing interdisciplinary problems.
A leader relying solely on quantitative metrics to make decisions that require qualitative judgment.
FROM THEORY TO EVERYDAY LIFE
In practice
Galton's Eugenics
Francis Galton, a brilliant mathematician and polymath, was a pioneer in statistics and eugenics. Despite his mathematical clarity, he advocated for coercive measures to prevent certain groups from reproducing, reflecting a profound error in moral reasoning. Mathematical expertise does not prevent grave mistakes in other domains, and can even fuel unjustified confidence.
A MOMENT TO REFLECT
Put it to work.
How might mathematical expertise lead to overconfidence in non-mathematical domains?
Can you think of a situation where you assumed your analytical skills applied to a problem that required different kinds of reasoning?
How can we guard against the temptation to generalize our strengths too broadly?
CONTINUE THE CONVERSATION
Source texts
- How Not to Be Wrong The Power of Mathematical Thinking (Ellenberg, Jordan)