Measured Games

Eight models of strategic behaviour, each stated formally, implemented as a working figure, and set against the empirical work that tested it.

Eight papers  ·  founding literature 1921 to 2008  ·  references in APA 7th edition

1Introduction

Scope

The models collected here share one property: the behaviour of the group cannot be read off the incentives of any single member. Beyond that they divide into three kinds, and the division matters because the four kinds fail and stabilise in unrelated ways.

The target moves. In Papers 01, 04 and 07 an agent’s payoff is a function of what everyone else is currently doing, so choosing well alters the thing being chosen against. These systems settle at an interior point, and locating that point is the substantive question.

No action is best. In Papers 02, 05 and 06 no fixed choice is stable, because every fixed choice is beatable. The solution is a distribution or a cycle rather than a move, and what these models offer in practice is guidance on how to randomise rather than on what to select.

Structure does the damage. Paper 03 stands apart. Every driver plays a best response, no one misjudges anything, and the network still returns an outcome worse than it is capable of. The loss belongs to the topology, not to the agents.

Each paper carries a working implementation rather than an illustration. Every control changes a real parameter and every reported value is computed at run time from the model as stated.

2Contents

Papers

Grouped by mechanism rather than by field, since the grouping is the argument. Jump to a group, or read straight through.

The target moves

an agent's payoff is a function of what everyone else is currently doing, so choosing well alters the thing being chosen against.

Paper 01 The vaccination game

After C. T. Bauch and D. J. D. Earn (2004), building on P. E. M. Fine and J. A. Clarkson (1986)

The payoff to declining is produced by a running epidemic rather than fixed, so the equilibrium sits at an interior point below the elimination threshold.

Epidemiology

Paper 04 The minority game

After W. B. Arthur (1994) and D. Challet and Y.-C. Zhang (1997); phase structure from R. Savit, R. Manuca and R. Riolo (1999)

Reward for joining the smaller group makes any widely held forecast self-defeating. Collective efficiency turns on a single parameter and has a critical point.

Econophysics

Paper 07 Producer and scrounger

After C. J. Barnard and R. M. Sibly (1981); formalised by W. L. Vickery and colleagues (1991)

Exploiting other foragers pays only while it is rare, so the group settles at a stable proportion set by the finder's share and group size.

Behavioural ecology · claims not yet audited

Paper 09 The volunteer's dilemma

After A. Diekmann (1985), formalising the bystander effect reported by J. M. Darley and B. Latané (1968)

One volunteer suffices, so each member acts less often as the group grows and the chance that nobody acts at all rises with it.

Social psychology · claims not yet audited

Paper 10 The common pool

After H. S. Gordon (1954) and M. B. Schaefer (1954); institutional response from E. Ostrom (1990)

Effort enters a renewable fishery while any profit remains, so the rent is dissipated and the stock can settle past the point of maximum sustainable yield.

Resource economics · claims not yet audited

Paper 12 The sex ratio

After R. A. Fisher (1930); local mate competition by W. D. Hamilton (1967), tested on fig wasps by E. A. Herre (1985)

The rarer sex pays better, which drives parental allocation to equal investment, or to a specific female bias where brothers compete for the same mates.

Evolutionary biology

Paper 14 The ideal free distribution

After S. D. Fretwell and H. L. Lucas (1969); tested on mallards by D. G. C. Harper (1982) and on sticklebacks by M. Milinski (1979)

Foragers free to move settle where returns are equal everywhere, which puts each patch's share of the competitors equal to its share of the food.

Behavioural ecology

Paper 15 The evolution of virulence

After R. M. Anderson and R. M. May (1982); the myxomatosis record from F. Fenner and F. N. Ratcliffe (1965)

Exploiting a host harder transmits better and kills faster, so selection favours intermediate harm. Sharing a host with rivals pushes it higher still.

Evolutionary epidemiology

Paper 16 Market entry

After the entry game of A. Rapoport and colleagues; laboratory results from J. Sundali, A. Rapoport and D. Seale (1995) and C. Camerer and D. Lovallo (1999)

Every allocation that fills the capacity is an equilibrium and none is selected, yet groups track the capacity from the first rounds while individuals stay erratic.

Experimental economics · claims not yet audited

Paper 19 Batesian mimicry

After H. W. Bates (1862); frequency dependence tested in the field by D. W. Pfennig, W. R. Harcombe and K. S. Pfennig (2001)

A harmless species borrows protection from a dangerous one, and loses it as copies become common, because the predator's memory is what the protection was made of.

Evolutionary ecology

Paper 20 Rent seeking

After G. Tullock (1980); laboratory record surveyed by E. Dechenaux, D. Kovenock and R. M. Sheremeta (2015)

Spending buys odds rather than the prize, so competition consumes most of what it is fought over, and in the laboratory rather more than that.

Experimental economics · claims not yet audited

No action is best

no fixed choice is stable, so the solution is a distribution or a cycle rather than a move.

Structure does the damage

every agent plays a best response and the network returns a worse outcome anyway.

Inference decides it

what an agent can work out, rather than what they are paid, settles the outcome.

3Summary
Table 1. The eight models, their founding papers and the empirical work bearing on each.
ModelFirst statedYearFieldMechanismEmpirical anchor
The vaccination gameBauch & Earn2004EpidemiologyPayoff endogenous to a transmission modelSmallpox and influenza vaccination policy
Cyclic dominanceSinervo & Lively1996Evolutionary biologyIntransitive dominance; dispersal-dependent coexistenceSide-blotched lizards; colicin-producing E. coli
Braess's paradoxBraess1968Transportation scienceCongestion externality under Wardrop equilibriumBoston, London and New York road networks
The minority gameArthur1994EconophysicsSelf-defeating expectations; volatility phase transitionVolatility clustering and fat-tailed returns
The war of attritionMaynard Smith1974Behavioural ecologyAll-pay contest with continuous strategy spaceYellow dung fly and damselfly contests
Colonel BlottoBorel1921Operations researchHigh-dimensional allocation with no pure equilibriumCampaign targeting; laboratory experiments
Producer and scroungerBarnard & Sibly1981Behavioural ecologyNegative frequency dependence; stable interior mixHouse sparrow and nutmeg mannikin flocks
Professionals play minimaxvon Neumann1928Sports economicsStrict conflict; unique mixed equilibrium, tested on people1,417 professional penalty kicks, 1995 to 2000
The volunteer's dilemmaDiekmann1985Social psychologyN-person mixed equilibrium; failure rises with group sizeBystander experiments; meta-analysis of 100+ studies
The common poolGordon; Schaefer1954Resource economicsRent dissipation under open access; humped yield curveGlobal fisheries; Northern cod; Ostrom's field cases
Bank runsDiamond & Dybvig1983Macro-financePrivate signals select a unique threshold equilibriumDepositor-level run data; laboratory global games
The sex ratioFisher; Hamilton1930Evolutionary biologyFrequency dependence on an allocation; local mate competitionFig wasps across thirteen species; Nasonia
The winner's curseCapen, Clapp & Campbell1971Auction theoryAdverse selection conditional on winningOffshore oil leases; laboratory and contractor experiments
The ideal free distributionFretwell & Lucas1970Behavioural ecologyEqual returns across patches; input matchingMallards on a pond; sticklebacks in a tank
The evolution of virulenceAnderson & May1982Evolutionary epidemiologyTransmission traded against host survivalMyxomatosis in Australia; monarch butterfly parasites
Market entrySundali, Rapoport & Seale1995Experimental economicsMany equilibria, none selected; aggregate still tracks capacityLaboratory entry games; excess entry under skill
Focal pointsSchelling1960Experimental economicsSalience selects among payoff-identical equilibriaPicking against coordinating treatments
Brood parasitismDawkins & Krebs1979Coevolutionary biologyReciprocal selection; acceptance as signal detectionCuckoo and reed warbler field experiments
Batesian mimicryBates1862Evolutionary ecologyFrequency dependence through a predator's learningClay replica snakes inside and outside the model's range
Rent seekingTullock1980Experimental economicsEffort buys odds; dissipation approaches the prizeContest experiments; robust over-expenditure
4Method

How each paper is organised

Every paper runs the same five numbered sections after the abstract. Setup states the rules in plain terms. The model gives the formal statement, payoffs and equilibrium condition as a numbered display. Results covers what the model predicts and who established it. Evidence reports the empirical work, named and dated. Limitations sets out where the model is weak, because most of them are weak somewhere.

Between the model and the results sits a numbered figure containing a working implementation. These are simulations, not animations: each reported quantity is computed from the model during the session, and the equilibrium values quoted in the readouts are derived independently so that measured and predicted values can be compared directly.

An author index and subject index cover all eight papers, generated from the reference lists and keyword lines so they cannot drift out of step.

Author, year, title and journal have been checked for every reference. Volume numbers, issue numbers, page ranges and digital object identifiers should be verified against Crossref before this collection is cited.

5Verification

What has been checked, and what has not

Two different things can be wrong in a collection like this, and they need checking separately. A reference can be wrong, meaning the work cited does not exist or is misidentified. Or a reference can be right while the sentence describing it is wrong.

References: fully checked. All 124 unique references have been verified against Crossref. Every DOI resolves and points at the work it claims to. Five errors were found and fixed in that pass, three of them DOIs wrong by a single digit that resolved to different articles in the same journal while the printed citation looked correct. Five further divergences are deliberate and recorded. Twenty-two references are books or pre-DOI articles that cannot be machine-checked, and they are listed by name rather than counted.

Claims: partly checked. Nine of the twenty papers have had their prose checked against the sources it describes. Eight of those nine required a correction. Errors included a species count inflated from three to thirteen, a phase description stated backwards, a finding about mimicry precision reported in the opposite direction to the published result, an experimental design attributed to a paper that does not contain it, and a live scientific debate presented as settled.

The remaining eleven papers carry a note saying so. That note is not a formality: given the rate above, specifics on those pages should be treated as unconfirmed until checked. The models and figures are a separate matter and are tested directly against the theory they implement.

Audited: papers 01, 02, 03, 04, 06, 12, 14, 15 and 19. Not yet audited: 05, 07, 08, 09, 10, 11, 13, 16, 17, 18 and 20.