Derive the Optimal Bid in a Two-Bidder Second-Price Auction

Quick Overview

Two risk-neutral bidders compete for one item in a sealed-bid second-price auction. Explain the assumptions and derivation clearly, check edge cases, and show how the result changes when those assumptions no longer hold.

Derive the Optimal Bid in a Two-Bidder Second-Price Auction

Company: Point72

Role: Data Scientist

Category: Statistics & Math

Difficulty: hard

Interview Round: Technical Screen

# Derive the Optimal Bid in a Two-Bidder Second-Price Auction Two risk-neutral bidders compete for one item in a sealed-bid second-price auction. Your private value is v with 0 < v < 1. The other bidder's private value is uniformly distributed on [0, 1], and assume that bidder bids their value. Determine your optimal bid, prove the result by considering possible opponent bids, and contrast it with a first-price auction under the same value distribution. ### Constraints & Assumptions - Highest bid wins and pays the other bidder's bid. - Ties may be broken arbitrarily and have probability zero under the continuous distribution. - Utility is value minus payment when winning and zero when losing. - The first-price comparison should state any symmetry or equilibrium assumption it uses. ### Clarifying Questions to Ask - Are bidders risk-neutral and values private and independent? - Is the goal a dominant strategy or a Bayesian best response? - How are ties handled if bids can have atoms? ```hint Condition on the opponent bid Compare outcomes when the opponent bid is below, above, or between your value and an alternative bid. ``` ```hint Separate payment rules In a first-price auction your own bid sets the payment, creating a trade-off between win probability and surplus. ``` ### What a Strong Answer Covers - A pointwise argument showing that bidding v weakly dominates every overbid or underbid. - Correct separation between auction strategy and the financial concept of arbitrage. - A derivation of bid shading in the symmetric first-price case. - Assumptions under which the conclusions hold. ### Follow-up Questions - How does risk aversion change first-price bid shading? - Does truthful bidding remain dominant with more than two bidders in a standard second-price auction?

Quick Answer: Two risk-neutral bidders compete for one item in a sealed-bid second-price auction. Explain the assumptions and derivation clearly, check edge cases, and show how the result changes when those assumptions no longer hold.

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Nov 25, 2025, 12:00 AM
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Derive the Optimal Bid in a Two-Bidder Second-Price Auction

Two risk-neutral bidders compete for one item in a sealed-bid second-price auction. Your private value is v with 0 < v < 1. The other bidder's private value is uniformly distributed on [0, 1], and assume that bidder bids their value. Determine your optimal bid, prove the result by considering possible opponent bids, and contrast it with a first-price auction under the same value distribution.

Constraints & Assumptions

  • Highest bid wins and pays the other bidder's bid.
  • Ties may be broken arbitrarily and have probability zero under the continuous distribution.
  • Utility is value minus payment when winning and zero when losing.
  • The first-price comparison should state any symmetry or equilibrium assumption it uses.

Clarifying Questions to Ask Guidance

  • Are bidders risk-neutral and values private and independent?
  • Is the goal a dominant strategy or a Bayesian best response?
  • How are ties handled if bids can have atoms?

What a Strong Answer Covers Guidance

  • A pointwise argument showing that bidding v weakly dominates every overbid or underbid.
  • Correct separation between auction strategy and the financial concept of arbitrage.
  • A derivation of bid shading in the symmetric first-price case.
  • Assumptions under which the conclusions hold.

Follow-up Questions Guidance

  • How does risk aversion change first-price bid shading?
  • Does truthful bidding remain dominant with more than two bidders in a standard second-price auction?
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