Measured Games
Eight models of strategic behaviour, each stated formally, implemented as a working figure, and set against the empirical work that tested it.
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.
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.
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 gameAfter 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 scroungerAfter 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 dilemmaAfter 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 poolAfter 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 ratioAfter 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 distributionAfter 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 virulenceAfter 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 entryAfter 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 mimicryAfter 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 seekingAfter 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.
After B. Sinervo and C. M. Lively (1996) and B. Kerr and colleagues (2002); mobility threshold from T. Reichenbach, M. Mobilia and E. Frey (2007)
Intransitive dominance leaves no best response, and whether all three types survive is decided by dispersal distance rather than by the payoffs.
Evolutionary biology
Paper 05 The war of attritionAfter J. Maynard Smith (1974); asymmetric extension by P. Hammerstein and G. A. Parker (1982)
Both parties pay for the full contest and only the more persistent wins. No fixed commitment is stable, and the equilibrium dissipates the whole prize.
Behavioural ecology · claims not yet audited
Paper 06 Colonel BlottoAfter É. Borel (1921); solved in general by B. Roberson (2006)
Fixed budgets are split across fronts taken by the higher bid. No pure strategy survives, and asymmetry pushes the weaker player to abandon fronts rather than spread thin.
Operations research
Paper 08 Professionals play minimaxAfter J. von Neumann (1928); tested on natural data by I. Palacios-Huerta (2003) and P.-A. Chiappori, S. D. Levitt and T. Groseclose (2002)
Pure conflict with no stable choice, where the theory prescribes an exact mixture. The rare case where professionals were measured doing it, including the randomisation itself.
Sports economics · claims not yet audited
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.
After D. W. Diamond and P. H. Dybvig (1983); uniqueness by H. Carlsson and E. van Damme (1993) and S. Morris and H. S. Shin (1998)
Under common knowledge both a run and no run are equilibria. Give each depositor a noisy private signal and the outcome is pinned to a threshold in fundamentals.
Macro-finance · claims not yet audited
Paper 13 The winner's curseAfter E. C. Capen, R. V. Clapp and W. M. Campbell (1971); laboratory account by J. H. Kagel and D. Levin (1986)
The auction selects the highest estimate, so winning is evidence of having overestimated, and the correction required grows with the number of rivals.
Auction theory · claims not yet audited
Paper 17 Focal pointsAfter T. C. Schelling (1960); measured by J. Mehta, C. Starmer and R. Sugden (1994)
When the payoffs cannot distinguish the options, people choose what stands out rather than what they prefer, and coordinate far above both chance and their own tastes.
Experimental economics · claims not yet audited
Paper 18 Brood parasitismAfter R. Dawkins and J. R. Krebs (1979); acceptance thresholds from N. B. Davies, M. de L. Brooke and A. Kacelnik (1996)
Better mimicry favours choosier hosts and choosier hosts favour better mimicry, but since any rejection rule also throws out some of the host's own eggs, accepting a good forgery can be correct.
Coevolutionary biology · claims not yet audited
| Model | First stated | Year | Field | Mechanism | Empirical anchor |
|---|---|---|---|---|---|
| The vaccination game | Bauch & Earn | 2004 | Epidemiology | Payoff endogenous to a transmission model | Smallpox and influenza vaccination policy |
| Cyclic dominance | Sinervo & Lively | 1996 | Evolutionary biology | Intransitive dominance; dispersal-dependent coexistence | Side-blotched lizards; colicin-producing E. coli |
| Braess's paradox | Braess | 1968 | Transportation science | Congestion externality under Wardrop equilibrium | Boston, London and New York road networks |
| The minority game | Arthur | 1994 | Econophysics | Self-defeating expectations; volatility phase transition | Volatility clustering and fat-tailed returns |
| The war of attrition | Maynard Smith | 1974 | Behavioural ecology | All-pay contest with continuous strategy space | Yellow dung fly and damselfly contests |
| Colonel Blotto | Borel | 1921 | Operations research | High-dimensional allocation with no pure equilibrium | Campaign targeting; laboratory experiments |
| Producer and scrounger | Barnard & Sibly | 1981 | Behavioural ecology | Negative frequency dependence; stable interior mix | House sparrow and nutmeg mannikin flocks |
| Professionals play minimax | von Neumann | 1928 | Sports economics | Strict conflict; unique mixed equilibrium, tested on people | 1,417 professional penalty kicks, 1995 to 2000 |
| The volunteer's dilemma | Diekmann | 1985 | Social psychology | N-person mixed equilibrium; failure rises with group size | Bystander experiments; meta-analysis of 100+ studies |
| The common pool | Gordon; Schaefer | 1954 | Resource economics | Rent dissipation under open access; humped yield curve | Global fisheries; Northern cod; Ostrom's field cases |
| Bank runs | Diamond & Dybvig | 1983 | Macro-finance | Private signals select a unique threshold equilibrium | Depositor-level run data; laboratory global games |
| The sex ratio | Fisher; Hamilton | 1930 | Evolutionary biology | Frequency dependence on an allocation; local mate competition | Fig wasps across thirteen species; Nasonia |
| The winner's curse | Capen, Clapp & Campbell | 1971 | Auction theory | Adverse selection conditional on winning | Offshore oil leases; laboratory and contractor experiments |
| The ideal free distribution | Fretwell & Lucas | 1970 | Behavioural ecology | Equal returns across patches; input matching | Mallards on a pond; sticklebacks in a tank |
| The evolution of virulence | Anderson & May | 1982 | Evolutionary epidemiology | Transmission traded against host survival | Myxomatosis in Australia; monarch butterfly parasites |
| Market entry | Sundali, Rapoport & Seale | 1995 | Experimental economics | Many equilibria, none selected; aggregate still tracks capacity | Laboratory entry games; excess entry under skill |
| Focal points | Schelling | 1960 | Experimental economics | Salience selects among payoff-identical equilibria | Picking against coordinating treatments |
| Brood parasitism | Dawkins & Krebs | 1979 | Coevolutionary biology | Reciprocal selection; acceptance as signal detection | Cuckoo and reed warbler field experiments |
| Batesian mimicry | Bates | 1862 | Evolutionary ecology | Frequency dependence through a predator's learning | Clay replica snakes inside and outside the model's range |
| Rent seeking | Tullock | 1980 | Experimental economics | Effort buys odds; dissipation approaches the prize | Contest experiments; robust over-expenditure |
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.
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.