Model & Assumptions
Single good; n\ge 2 bidders with independent private values (IPV). Each value v_i is i.i.d. from continuous CDF F with density f, support[\underline v,\overline v] (here: [0,100] or truncated Normal). Bidders are risk-neutral unless noted.
Order-stat convention used here: v_{(1)} = highest, v_{(2)} = second-highest.
Second-Price (Vickrey) Auction
- Dominant strategy: b_i=v_i (truthful bidding).
- Payment: winner pays the highest rival bid = v_{(2)}.
First-Price Auction: Symmetric BNE
In a strictly increasing symmetric equilibrium \beta(v), type v wins with prob.\,F(v)^{n-1}. Expected payoff:
Envelope/FOC yield the standard ODE (risk-neutral case) and closed form:
For Uniform on [0,1]: \beta(v)=\tfrac{n-1}{n}v (we scale to [0,100] in the UI).
Revenue Equivalence (RET)
Under IPV, risk-neutrality, symmetry, continuous types, plus (i) efficient allocation (highest value wins w.p. 1) and (ii) zero information rent for the lowest type, any two “standard” auctions have the same expected revenue:
For Uniform on [0,1], with our convention\;E[v_{(1)}]=\tfrac{n}{n+1},\;E[v_{(2)}]=\tfrac{n-1}{n+1}. Scaling to [0,100] gives E[R]\approx 100\cdot\tfrac{n-1}{n+1}.
Efficiency & Welfare
Under the RET conditions, allocation is efficient: the highest value wins (efficiency ≈ 100%). Expected total surplus is E[v_{(1)}].
Beyond the Baseline
- Risk aversion (private values): In First-Price, risk-averse bidders bid more aggressively (shade less) so revenue rises; Second-Price stays truthful regardless of risk attitude:\;E[R_{\text{FP}}]>E[R_{\text{SP}}] (for sufficient risk aversion).
- Optimal reserves (Myerson): Virtual value \phi(v)=v-\tfrac{1-F(v)}{f(v)}. Optimal (truthful) mechanism allocates to the highest \phi(v) above 0 and sets reserver^* solving \phi(r^*)=0. For Uniform [0,100],\phi(v)=2v-100\;\Rightarrow\;r^*=50.
- Interdependent/common values: With affiliated signals, more information release (e.g., ascending English) can increase revenue (linkage principle). Our simulator sticks to IPV.
- General F: The First-Price equilibrium is given by the integral formula above; the closed form \tfrac{n-1}{n}v is specific to Uniform.
Connecting to the Plots
- Explainer curve: purple line b=v (Second-Price), green dashed \beta(v) (First-Price). As n\to\infty, \beta(v)\to v (shading disappears).
- Revenue histograms: Under RET conditions, both centers are near E[v_{(2)}]. Reserves shift mass right; risk-averse FPSB shifts its mean above SPSB.