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Paid the square of your die roll

Asked at Jane Street

You roll a fair six-sided die and are paid the square of its face value in dollars (so a 44 pays $16). Before being paid, you may reroll once; if you do, you must accept the second roll.

What is the fair value of this game under optimal play?

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Compare the current roll's payout, its square, against the expected payout of a fresh roll, which is E[X2]E[X^2], not (E[X])2(E[X])^2.

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