DanielLC comments on Prospect Theory: A Framework for Understanding Cognitive Biases - Less Wrong

66 Post author: Yvain 10 July 2011 05:20AM

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Comment author: Academian 16 July 2011 03:25:37PM 3 points [-]

This post mis-uses the term "utility". Expected utility theory does not treat utility as linear in money, as you suggest.

... trying to decide whether or not to buy an hurricane insurance policy costing $5000/year. Prospero owns assets worth $10,000, and estimates a 50%/year chance of a hurricane destroying his assets; to make things simple, he will be moving in one year and so need not consider the future. Under expected utility theory, he should feel neutral about the policy.

See http://en.wikipedia.org/wiki/Von_Neumann%E2%80%93Morgenstern_utility_theorem, or perhaps also

http://lesswrong.com/lw/244/vnm_expected_utility_theory_uses_abuses_and/

The main descriptive difference between prospect theory and EU theory is that for monetary decisions, EU theory uses one curve (utility function), whereas prospect theory uses two curves (a value function and weight function) as well as a framing variable... it's about three times as suspect for overfitting, so I think I'll wait until it pays a little more rent :)

Comment author: DanielLC 15 February 2012 06:23:05PM 1 point [-]

Utility is generally accepted to be differentiable in money, which means that it's approximately linear in amounts that are insignificant over your lifetime earnings. If you use a non-linear utility to explain risk aversion for a small amount of money, and extend this until you get large amounts of money, it results in absurdly huge utility falloff. I remember someone posted an article on this. I can't seem to find it at the moment.

Comment author: roystgnr 15 February 2012 07:15:59PM 1 point [-]

Unless you have a good estimate of your future earnings and can borrow up to that at low interest rates, I think "amounts that are insignificant compared to your current liquidity" might be a slightly more rational metric. Note also that any explanation of human risk aversion (as opposed to rational risk aversion) is trying to explain behaviors that evolved during a time when "borrowing at low interest rates" wasn't really an option. If a failed risk means you starve to death next year, it doesn't matter how copious a quantity of food you otherwise would have acquired in subsequent years.

Comment author: [deleted] 15 February 2012 07:40:39PM 0 points [-]
Comment author: taw 15 February 2012 07:15:28PM 0 points [-]