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“A little knowledge is a dangerous thing. So is a lot.”
Game Theory Topic 7 Information “A little knowledge is a dangerous thing So is a lot.” - Albert Einstein
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Strategic Use of Information
Incentive Schemes Creating situations in which observable outcomes reveal the unobservable actions of the opponents. Screening Creating situations in which the better-informed opponents’ observable actions reveal their unobservable traits. Mike Shor
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Signaling Definition Requires
Using actions that other players would interpret in a way that would favor you in the game play Requires It is not in the best interest for people to signal falsely Implies signaling must be costly! Mike Shor
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Auto Insurance A $1,000 deductible? High risk drivers:
30% chance of claim Risk aversion: willing to pay $500 Low risk drivers: 10% chance of claim Risk aversion: willing to pay $200 Mike Shor
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Pooling vs. Separating A pooling equilibrium has all types taking the same action Therefore, cannot distinguish types by the actions they take A separating equilibrium has different types taking different actions Therefore, can distinguish types by the actions they take Mike Shor
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Cost of No Deductible If the cost of avoiding a deductible is
Less than $200 Both types buy Pooling Equilibrium Greater than $500 Neither type buys Pooling equilibrium Between $200 and $500 Only high risk drivers buy Separating equilibrium Mike Shor
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Pooling Insurance company charges $200
Both types buy Expected profit for insurance company: High risk drivers: $200 - (30%) $1,000 = $200 - $300 = -$100 Low risk drivers: $200 - (10%) $1,000 = $200 - $100 = $100 Profitable only if there are more low-risk drivers than high-risk drivers Mike Shor
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Separating Insurance company charges $500 Always profitable
Only high-risk drivers buy Expected profit for insurance company: High risk drivers: $500 - (30%) $1,000 = $500 - $300 = $200 Low risk drivers: $0 Always profitable Mike Shor
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Comparing Equilibria Imagine that p proportion are high-risk
Insurance company charges $200 Profit: $100 (1-p) - $100 p = $100-$200p Insurance company charges $500 Profit: $200p Compare: $200p > $100-$200p p > ¼ better to separate than pool Mike Shor
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Self-Selection Only high risk drivers “self-select” into the contract to buy insurance Screening sets up the proper incentives for individuals to self-select Pooling has the danger of adverse selection Mike Shor
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Adverse Selection Imagine ½ of the population are high-risk drivers
Insurance company calculates expected cost of not having a deductible: (1/2) (10%) $ (1/2) (30%) $1000 = $200 Add a 10% profit, charge $220 Only high risk drivers sign up! Mike Shor
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How to Screen Want to know an unobservable trait
Identify an action that is more costly for “bad” types than “good” types Ask the person (are you “good”?) But… attach a cost to the answer Cost high enough so “bad” types don’t lie Low enough so “good” types don’t lie Mike Shor
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Screening Education as a signaling and screening device
Is there value to an economics degree? Imagine not: no effect on productivity, but is observed by employers “Cost” of economics major varies Mike Shor
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Example: Econ majors How hard should an econ major be?
Two types of workers: High and low quality NPV of salary high quality worker: $900,000 low quality worker: $700,000 Disutility per econ credit high quality worker: $4,000 low quality worker: $6,000 Mike Shor
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“High” Quality Workers
If I get an econ major: Signal I am a high quality worker Receive $900,000 - $4,000 N If I don’t get an econ major Signal I am a low quality worker Receive $700,000 900,000 – 4,000 N > 700,000 200, > 4,000 N 50 credits > N Mike Shor
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“Low” Quality Workers 900,000 – 6,000 N < 700,000
If I get an econ major: Signal I am a high quality worker Receive $900,000 - $6,000 N If I don’t get an econ major Signal I am a low quality worker Receive $700,000 900,000 – 6,000 N < 700,000 200, < 6,000 N 33 credits < N Mike Shor
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Screening To achieve a separating equilibrium:
Costly enough to deter low types Not so costly as to deter high types High reward High reward – high-type cost – low-type cost > Low reward < Low reward Mike Shor
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Screening To achieve a separating equilibrium:
High types work for high reward Low types accept low reward High reward High reward – Low reward – Low reward > high-type cost < low-type cost Mike Shor
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Screening Solves Market Imperfections
Market for lemons (used cars) Worth between $1000 and $3000 to buyers Worth $200 less to sellers Only seller knows true value Buyer offers $2,000 Adverse selection Only cars between $1,000 and $2,200 sold Buyer offers $1,600 Adverse selection Only cars between $1,000 and $1,800 sold Market equilibrium price: $1,200 Only worst 20% of cars are ever sold Mike Shor
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Screening Solves Market Imperfections
Market for lemons What about introducing a screen? Extended warranty Cheaper to provide for good cars than bad cars Other examples Coupons Banks made of granite Mike Shor
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Hiding from Signals The opportunity to signal may prevent some types from hiding their characteristics Examples: Financial disclosures GPA on résumé Taking classes pass / fail Mike Shor
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Hiding from Signals Suppose students can take a course pass/fail or for a letter grade. An A student should signal her abilities by taking the course for a letter grade – separating herself from the population of B’s and C’s. This leaves B’s and C’s taking the course pass/fail. Now, B students have incentive to take the course for a letter grade to separate from C’s. Ultimately, only C students take the course pass/fail. If employers are rational – will know how to read pass/fail grades. C students cannot hide! Mike Shor
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Summary Enticing high effort is hard work Screening Leakages
Global vs. individual incentives Rewarding the right people Screening Identify unobservable cost differences Exploit them (carefully) Mike Shor
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