The winner's curse in a jar-of-coins auction
Asked at Optiver, SIG
A jar of coins has an unknown true value . Ten bidders each independently estimate its value, say each estimate is plus a noise term uniform on , and the highest bidder wins and pays their bid.
If everyone bids their own estimate, what happens to the winner? By how much should a rational bidder shade below their estimate?
Show a hint
The winner is not a random bidder, it is whoever's noise was the largest positive. Condition on the event "I won."