at any wealth level
The "concave utility function" theory of risk aversion predicts that, all else being equal, richer people will be less risk-averse about any given sum of money. And I would in fact expect Bill Gates to accept positive-dollar-expectation bets of size ~$100 without a moment's thought.
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