Yyyyes and no. Our utility functions are nonlinear, especially with respect to infinitesimal risk, but this is not inherently bad. There's no reason for our utility to be everywhere linear with wealth: in fact, it would be very strange for someone to equally value "Having $1 million" and "Having $2 million with 50% probability, and having no money at all (and starving on the street) otherwise".
Insurance does take advantage of this, and it's weird in that both the insurance salesman and the buyers of insurance end up better off in expected utility, but it's not a Dutch Book in the usual sense: it doesn't guarantee either side a profit.
The Allais paradox points out that people are not only averse to risk, but also inconsistent about how they are averse about it. The utility function U(X cents) = X is not risk-averse, and it picks gambles 1A and 2A (in Wikipedia's notation). The utility function U(X cents) = log X is extremely risk-averse, and it picks gambles 1B and 2B. Picking gambles 1A and 2B, on the other hand, cannot be described by any utility function.
There's a Dutch book for the Allais paradox in this post reading after "money pump".
I didn't mean to imply nonlinear functions are bad. It's just how humans are.
Picking gambles 1A and 2B, on the other hand, cannot be described by any utility function.
Prospect Theory describes this and even has a post here on lesswrong. My understanding is that humans have both a non-linear utility function as well as a non-linear risk function. This seems like a useful safeguard against imperfect risk estimation.
[Insurance is] not a Dutch Book in the usual sense: it doesn't guarantee either side a profit.
If you setup your books correctly, then ...
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