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Game Theory: Review

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Game Theory: Review Problem: Strategic behavior What I should do depends on what you do And vice versa Abstract representations of games Decision tree for sequential ... – PowerPoint PPT presentation

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Title: Game Theory: Review


1
Game Theory Review
  • Problem Strategic behavior
  • What I should do depends on what you do
  • And vice versa
  • Abstract representations of games
  • Decision tree for sequential games
  • Strategy matrix for all games (2D for 2 player)
  • Solution concepts
  • Subgame perfect equilibrium
  • Dominance
  • Von Neumann solution to 2 player game
  • Nash equilibrium
  • Von Neumann solution to many player game

2
Subgame perfect equilibrium
  • Treat the final choice (subgame) as a decision
    theory problem
  • The solution to which is obvious
  • So plug it in
  • Continue right to left on the decision tree
  • Assumes no way of committing and
  • No coalition formation
  • In the real world, A might pay B not to take what
    would otherwise be his ideal choice--
  • because that will change what C does in a way
    that benefits A.
  • One criminal bribing another to keep his mouth
    shut, for instance
  • But it does provide a simple way of extending the
    decision theory approach
  • To give an unambiguous answer
  • In at least some situations
  • Consider our basketball player problem

3
Dominant Strategy
  • Each player has a best choice, whatever the other
    does
  • Might not exist in two senses
  • If I know you are doing X, I do Yand if you know
    I am doing Y, you do X. Nash equilibrium. Driving
    on the right. The outcome may not be unique, but
    it is stable.
  • If I know you are doing X, I do Yand if you know
    I am doing Y, you don't do X. Unstable.
    Scissors/paper/stone.

4
Nash Equilibrium
  • By freezing all the other players while you
    decide, we reduce it to decision theory for each
    player--given what the rest are doing
  • We then look for a collection of choices that are
    consistent with each other
  • Meaning that each person is doing the best he can
    for himself
  • Given what everyone else is doing
  • This assumes away all coalitions
  • it doesn't allow for two ore more people
    simultaneously shifting their strategy in a way
    that benefits both
  • Like my two escaping prisoners
  • It ignores the problem of defining freezing
    other players
  • Their alternatives partly depend on what you are
    doing
  • So freezing really means adjusting in a
    particular way
  • For instance, freezing prize, varying quantity,
    or vice versa
  • It also ignores the problem of how to get to that
    solution
  • One could imagine a real world situation where
  • A adjusts to B and C
  • Which changes B's best strategy, so he adjusts
  • Which changes C and A's best strategies
  • Forever
  • A lot of economics is like this--find the
    equilibrium, ignore the dynamics that get you
    there

5
Von Neumann Solution
  • aka minimax aka saddlepoint aka .?
  • It tells each player how to figure out what to do
  • A value V
  • A strategy for one player that guarantees winning
    at least V
  • And for the other that guarantees losing at most
    V
  • Describes the outcome if each follows those
    instructions
  • But it applies only to two person fixed sum games.

6
VN Solution to Many Player Game
  • Outcome--how much each player ends up with
  • Dominance Outcome A dominates B if there is some
    group of players, all of whom do better under A
    (end up with more) and who, by working together,
    can get A for themselves
  • A solution is a set of outcomes none of which
    dominates another, such that every outcome not in
    the solution is dominated by one in the solution
  • Consider, to get some flavor of this, three
    player majority vote
  • A dollar is to be divided among Ann, Bill and
    Charles by majority vote.
  • Ann and Bill propose (.5,.5,0)--they split the
    dollar, leaving Charles with nothing
  • Charles proposes (.6,0,.4). Ann and Charles both
    prefer it, to it beats the first proposal, but
  • Bill proposes (0, .5, .5), which beats that
  • And so around we go.
  • One solution is the set (.5,.5,0), (0, .5, .5),
    (.5,0,.5)

7
Schelling aka Focal Point
  • Two people have to coordinate without
    communicating
  • Either cant communicate (students to meet)
  • Or cant believe what each says (bargaining)
  • They look for a unique outcome
  • Because the alternative is choosing among many
    outcomes
  • Which is worse than that
  • While the bank robbers are haggling the cops may
    show up
  • But unique outcome is a fact
  • Not about nature but
  • About how people think
  • Which implies that
  • You might improve the outcome by how you frame
    the decision
  • Coordination may break down on cultural
    boundaries
  • Because people frame decisions differently
  • Hence each thinks the other is unreasonably
    refusing the obvious compromise.

8
Conclusion
  • Game theory is helpful as a way of thinking
  • Since I know his final choice will be, I should
  • Commitment strategies
  • Prisoners dilemmas and how to avoid them
  • Mixed strategies where you dont want the
    opponent to know what you will do
  • Nash equilibrium
  • Schelling points
  • But it doesnt provide a rigorous answer
  • To either the general question of what you should
    do
  • In the context of strategic behavior
  • Or of what people will do

9
Insurance
  • Risk Aversion
  • I prefer a certainty of paying 1000 to a .001
    chance of 1,000,000
  • Why?
  • Moral Hazard
  • Since my factory has fire insurance for 100
  • Why should I waste money on a sprinkler system?
  • Adverse selection
  • Someone comes running into your office
  • I want a million dollars in life insurance,
    right now
  • Do you sell it to him?
  • Doesnt the same problem exist for everyone who
    wants to buy?
  • Buying signals that you think you are likely to
    collect
  • I.e. a bad risk
  • So price insurance assuming you are selling to
    bad risks
  • Which means its a lousy deal for good risks
  • So good risks dont get insured
  • even if they would be willing to pay a price
  • At which it is worth insuring them

10
Risk Aversion
  • The standard explanation for insurance
  • By pooling risks, we reduce risk
  • I have a .001 chance of my 1,000,000 house
    burning down
  • A million of us will have just about 1000 houses
    burn down each year
  • For an average cost of 1000/person/year
  • Why do I prefer to reduce the risk?
  • The more money I have, the less each additional
    dollar is worth to me
  • With 20,000/year, I buy very important things
  • With 200,000/year, the last dollar goes for
    something much less important
  • So I want to transfer money
  • To futures where I have little, because my house
    burned down
  • From futures where I have lots--house didnt burn

11
Risk Aversion a Misleading Term
  • Additional dollars are probably worth less to me
    the more I have
  • It doesnt follow that (say) additional years of
    life are
  • Without the risky operation I live fifteen years
  • If it succeeds I live thirty, but
  • Half the time the operation kills the patient
  • And I always wanted to have children
  • So really risk aversion in money
  • Aka declining marginal utility of income.

12
Moral hazard
  • I have a ten million dollar factory and am
    worried about fire
  • If I can take ten thousand dollar precaution that
    reduces the risk by 1 this year, I
    will(.01x10,000,000100,000gt10,000)
  • But if the precaution costs a million, I won't.
  • insure my factory for 9,000,000
  • It is still worth taking a precaution that
    reduces the chance of fire by 1
  • But only if it costs less than ?
  • Of course, the price of the insurance will take
    account of the fact that I can be expected to
    take fewer precautions
  • Before I was insured, the chance of the factory
    burning down was 5
  • So insurance should have cost me about
    450,000/year, but
  • Insurance company knows that if insured I will be
    less careful
  • Raising the probability to (say) 10, and the
    price to 900,000
  • There is a net loss hereprecautions worth taking
    that are not getting taken, because I pay for
    them but the gain goes mostly to the insurance
    company.

13
Solutions?
  • Require precautions (signs in car repair shopsno
    customers allowed in, mandated sprinkler systems)
  • The insurance company gives you a lower rate if
    you take the precautions
  • Only works for observable precautions
  • Make insurance only cover fires not due to your
    failure to take precautions (again, if
    observable)
  • Only insure for (say) 50 of value
  • There are still precautions you should take and
    dont
  • But you take the ones that matter most
  • I.e. the ones where benefit is at least twice
    cost
  • So moral hazard remains, but is cost is reduced
  • Of course, you also now have more risk to bear

14
A Puzzle
  • The value of a dollar changes a lot between
    20,000/year and 200,000/year
  • But very little between 200,000 and 200,100
  • So why do people insure against small losses?
  • Service contract on a washing machine
  • Even a toaster!
  • Medical insurance that covers routine checkups
  • Filling cavities, and the like

15
Is Moral Hazard a Bug or a Feature?
  • Big company, many factories, they insure
  • Why? They shouldn't be risk averse
  • Since they can spread the loss across their
    factories.
  • Consider the employee running one factory without
    insurance
  • He can spend nothing, have 3 chance of a fire
  • Or spend 100,000, have 1--and make 100,000
    less/year for the company
  • Which is it in his interest to do?
  • Insure the factory to transfer cost to insurance
    company
  • Which then insists on a sprinkler system
  • Makes other rules
  • Is more competent than the company to prevent the
    fire!

16
Put Incentive Where It Does the Most Good
  • Insurance transfers loss from owner to the
    insurance company
  • Sometimes the owner is the one best able to
    prevent the loss
  • In which case moral hazard is a cost of insurance
  • To be weighed against risk spreading gain
  • Sometimes the insurance company is best able
  • In which case moral hazard is the objective
  • Sears knows more about getting their washing
    machines fixed than I do
  • So I buy a service contract to transfer the
    decision to them
  • Sometimes each party has precutions it is best at
  • So coinsurance--say 50--gives each an incentive
    to take
  • Those precautions that have a high payoff

17
Health Insurance
  • If intended as risk spreading
  • Should be a large deductible
  • So I pay for all minor things
  • Giving me an incentive to keep costs down
  • Since I am paying them
  • But cover virtually 100 of rare high ticket
    items
  • If my life is at stake, I want it
  • But I dont want to risk paying even 10 of a
    million dollar procedure
  • But maybe its intended
  • To transfer to the insurance company
  • The incentive to find me a good doctor
  • Negotiate a good price
  • Robin Hansons version
  • I decide how much my life is worth
  • I buy that much life insurance, from a company
    that also
  • Makes and pays for my medical decisions
  • And now has the right incentive to keep me alive

18
Adverse Selection
  • The problem The market for lemons
  • Assumptions
  • Used car in good condition worth 10,000 to
    buyer, 8000 to seller
  • Lemon worth 5,000, 4,000
  • Half the cars are creampuffs, half lemons
  • First try
  • Buyers figure average used car is worth 7,500 to
    them, 6,000 to seller, so offer something in
    between
  • What happens?
  • What is the final result?
  • How might you avoid this problemdue to
    asymmetric information
  • Make the information symmetricinspect the car.
    Or
  • Transfer the risk to the party with the
    informationseller insures the car
  • What problems does the latter solution raise?

19
Plea Bargaining
  • A student raised the following question
  • Suppose we include adverse selection in our
    analysis of plea bargaining
  • What does the D.A. signal by offering a deal?
  • What does the defendant signal by accepting?
  • Which subset of defendants end up going to trial?

20
Why insurance matters?
  • Most of you wont be working for insurance
    companies
  • Or even negotiating contracts with them
  • But the analysis of insurance will be important
  • Almost any contract is in part insurance
  • Do you pay salesmen by the month or by the sale?
  • Is your house built for a fixed price, or cost?
  • Do you take the case for a fixed price,
    contingency fee, or hourly charge?
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