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.
Derive the Optimal Bid in a Two-Bidder Second-Price Auction
Point72
Nov 25, 2025, 12:00 AM
hardData ScientistTechnical ScreenStatistics & Math
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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?