All-pay effort identity 2026-10-06
Suppose values are nonnegative, the rank-order expected prize allocation is increasing and differentiable, and . With unit effort cost and zero effort at the lowest type, the symmetric equilibrium effort is . A true type imitating type receives utility , whose derivative in is . It increases up to and decreases afterwards, proving the best response property. This is the interim payment identity specialized to an all-pay contest.
Past exam of the mathematics course of the University of Cambridge 2006 iii Paper 38 4 Solution Created 2026-10-03 Updated 2026-10-14
The SIPV model concerns a fixed number of bidders competing for one object. Each bidder knows their own private valuation; the value of winning depends on that valuation alone. Valuations are independent random variables with the same atomless distribution , known to everyone, and bidders have identical roles and access to the same strategies. The standard revenue equivalence setting also assumes risk neutrality, quasilinear utility, and noncooperative bidding: expected utility is valuation times winning probability minus expected payment.
The revenue equivalence theorem states that auctions with the same equilibrium allocation probability for each type and the same expected utility for the lowest type have the same expected payment by each type, and therefore the same expected seller revenue. In particular, if the object goes to the highest valuation and the lowest type has zero expected utility, then all such auctions have the same expected revenue. In a strictly increasing symmetric equilibrium, .
For a bidder of valuation , the profit as a function of winning probability is . At an interior stationary point ,The chain rule then gives the first two identities:Integrating from zero and using integration by parts gives the interim payment identityWith the usual zero-payment normalization , this becomesStationarity alone does not determine the integration constant: a fixed participation fee would add that constant. The stated formula uses the lowest-type normalization from revenue equivalence.
For the lowest-price auction with independent uniform distributions on , consider the symmetric increasing equilibrium, so that . The zero type can bid zero, lose almost surely, and pay nothing. The interim payment identity therefore yieldsSum this expected payment over the bidders and average over their uniform distributions:This uses , as appropriate for this auction format.
For three bidders, assume the common bid is with . If a bidder deviates to , , they win precisely when both opposing valuations are below . On that event they pay , so their expected payment and profit areFor , stationarity at gives , henceThis is a global best response, not merely a stationary point: for , is positive for and negative for . Any bid above gives the same sure-win payment as and cannot improve the payoff.
The uniform lowest-price auction equilibrium also verifies the revenue calculation constructively for any . If opponents bid , a deviation to has profitThus is optimal and is a symmetric Bayesian Nash equilibrium. The realized price is times the minimum valuation; this order statistic has expectation , giving the same expected revenue.
Past exam of the mathematics course of the University of Cambridge 2007 iii Paper 40 5 Solution 2026-10-14
The resulting revenue comparison for two uniform private values isThus the optimally reserved ascending auction is best, followed by the optimal posted price, followed by the ascending auction without a reserve. These values are in the normalized monetary units used for the valuations.
The revenue equivalence theorem for symmetric independent private values applies to mechanisms with the same allocation probabilities at every type and the same expected utility for the lowest type, under the usual incentive and risk-neutrality assumptions. The reserved and unreserved auctions have different allocation rules. Without a reserve, a bidder of valuation wins with probability . With reserve , that probability is zero for and for . In particular the car is withheld when even the highest valuation is below .
The interim payment identity makes the difference explicit. With lowest-type utility zero, the ordinary auction has expected payment . The reserved auction hasSumming the two bidders' ex ante payments gives , exactly the revenue calculated above. Hence there is no conflict with revenue equivalence: its equal-allocation hypothesis does not hold.
Past exam of the mathematics course of the University of Cambridge 2015 iii Paper 42 1 Solution Created 2026-10-03 Updated 2026-10-06
Use the usual independent private values model, quasilinear utility, and voluntary participation with zero outside utility. These assumptions matter: without individual rationality, arbitrary type-independent entry charges make revenue unbounded, and correlated types cannot in general be described by their marginal priors alone.
The revelation principle lets us optimize over direct revelation mechanisms satisfying Bayesian incentive compatibility. Write for the common project allocation, for player 's interim allocation, and for its interim payment. The interim payment identity givesSince interim individual rationality requires , the virtual-surplus revenue identity bounds expected revenue byThe best feasible common allocation at each valuation profile therefore provides the project when total virtual surplus is nonnegative:Because each regular prior has a nondecreasing virtual valuation, this allocation is a nondecreasing function of each player's report. Hold fixed and charge the critical-value paymentThis is the winning threshold when it lies in the support, the lowest allowed value if every type wins, and zero if the player loses. A truthful winner never pays more than its value; a losing type cannot profit by crossing the threshold. Thus the mechanism has dominant-strategy incentive compatibility and ex post individual rationality, with zero utility at every lowest type. It attains the revenue bound, proving optimality even among mechanisms requiring only Bayesian incentive compatibility. At a zero-virtual-surplus tie, choose any fixed rule that preserves monotonicity.
For independent uniform distributions on , the virtual valuations are . The revenue-optimal public-project auction becomesWhen it is provided, player paysotherwise every payment is zero. If the displayed threshold exceeds one, player cannot induce provision within its allowed support; if it is negative, provision is independent of its own report and its payment is zero. For , this specializes to a reserve value and payment of .
Past exam of the mathematics course of the University of Cambridge 2016 iii Paper 212 6 Solution Created 2026-10-03 Updated 2026-10-06
Use the standard risk-neutral quasilinear utility model: utility is value received minus payment. A bidder may abstain for utility zero, payments to the seller are nonnegative, and the zero-value type has utility zero. The last normalization is necessary for the requested revenue formula; if arbitrary subsidies were allowed, an additive payment constant would remain undetermined. The independent private values model is symmetric, and each bidder has a unit-demand valuation in the two-item part. Participation satisfies individual rationality.
Let be the interim probability of receiving an item and the interim expected payment of a type . Write . By mimicking the Bayesian Nash equilibrium bid of a type , a type could obtain utility . Equilibrium therefore gives, for ,The lower inequality uses type 's incentive constraint, and the upper uses type 's. Since is continuous in these auctions, the inequalities give . With ,This is the interim payment identity underlying revenue equivalence.
For one item, independence and the uniform distribution give : all other values must be below . Hence the expected payment from a bidder conditional on its value isThis is an unconditional-in-winning interim payment, not the amount paid conditional on winning. In the first-price sealed-bid auction, , so the Bayesian Nash equilibrium bid iswith . For , the seller's revenue is zero and a zero bid suffices under the stipulated allocation rule.
For two items and three unit-demand bidders, a type wins if at most one of the other two values exceeds it. ThereforeThe interim payment identity gives . Dividing by the winning probability gives the symmetric Bayesian Nash equilibrium bidTo check that this is an Bayesian Nash equilibrium rather than just a necessary formula, its derivative is , positive for . A type mimicking a type receives utility , whose derivative in is . It is positive before and negative after it, so the truthful type-matching bid is globally optimal. Bids above the highest Bayesian Nash equilibrium bid can only increase payment without increasing the winning probability; the usual nonnegative bid range covers the lower boundary.
By symmetry and the law of total expectation, the seller's expected two-item revenue isFor one item and the same three bidders,More generally the single-item revenue with bidders is . Allocating a second item lowers competition enough that it adds no expected revenue in this particular three-bidder uniform model.
The final mechanism is a direct revelation mechanism because the message submitted by bidder is its valuation report, in the same type space , and allocation and payment are explicit functions of those reports. It is the Clarke pivot mechanism for selecting two unit-demand winners. Truthful reporting is a dominant strategy: bidder 's utility equals its true allocation value plus the other bidders' reported allocation values, minus a term depending only on the others' reports. Reporting its true value makes the efficient allocation maximize the first two terms, while the last is unaffected by its report.
Let the ordered values be . For a winner , the maximum welfare achievable by the other two bidders is their combined value; in the actual allocation only the other winner receives an item. Thus the difference defining its payment is the excluded bidder's value . For the loser, both other bidders receive items already, so its payment is zero. Consequently both winners pay the lowest valuation, andThis equals the first-price sealed-bid auction revenue above. A conditional check gives the same interim payment identity: the minimum of the other two values has density , and bidder wins exactly when that minimum is below . Its conditional expected pivot payment is . The mechanisms have equal expected revenue, even though their realized payments need not coincide.
Revenue equivalence Created 2026-10-06 Updated 2026-10-14
Two auctions with the same interim allocation probabilities and the same lowest-type utilities have the same interim expected payments under the usual risk-neutral single-parameter incentive conditions. Equal realized payments are not required. This conclusion follows directly from the interim payment identity.
Single-parameter mechanism 2026-10-06
In a single-parameter mechanism, player has one private scalar value , receives an allocation amount , and has quasilinear utility . The allocation-payment relation is governed by incentive compatibility and the interim payment identity.
Virtual-surplus revenue identity 2026-10-06
For an independent private values model, let and be interim allocation and payment. The interim payment identity gives . Applying Fubini's theorem to reverse the order of integration yields . Subtracting this term from proves the identity. Interim individual rationality bounds the lowest-type utilities below by zero.