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Game Theory “A little knowledge is a dangerous thing. So is a lot.” - Albert Einstein Topic 7 Information

Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

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Page 1: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

Game Theory

“A little knowledge is a dangerous thing.

So is a lot.”- Albert Einstein

Topic 7Information

Page 2: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

Strategic Use of Information

Incentive SchemesCreating situations in which observable

outcomes reveal the unobservable actions of the opponents.

ScreeningCreating situations in which the better-informed

opponents’ observable actions reveal their unobservable traits.

Mike Shor2

Page 3: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

Signaling

Definition 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 Shor3

Page 4: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

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 Shor4

Page 5: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

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 Shor5

Page 6: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

Cost of No Deductible

If the cost of avoiding a deductible is Less than $200

Both types buyPooling Equilibrium

Greater than $500Neither type buysPooling equilibrium

Between $200 and $500Only high risk drivers buySeparating equilibrium

Mike Shor6

Page 7: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

Pooling

Insurance company charges $200 Both types buy Expected profit for insurance company:

High risk drivers:

$200 - (30%) $1,000 = $200 - $300 = -$100Low risk drivers:

$200 - (10%) $1,000 = $200 - $100 = $100

Profitable only if there are more low-risk drivers than high-risk drivers

Mike Shor7

Page 8: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

Separating

Insurance company charges $500 Only high-risk drivers buy Expected profit for insurance company:

High risk drivers:

$500 - (30%) $1,000 = $500 - $300 = $200Low risk drivers: $0

Always profitable

Mike Shor8

Page 9: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

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 Shor9

Page 10: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

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 Shor10

Page 11: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

Adverse Selection

Imagine ½ of the population are high-risk drivers

Insurance company calculates expected cost of not having a deductible:

(1/2) (10%) $1000 + (1/2) (30%) $1000

= $200 Add a 10% profit, charge $220 Only high risk drivers sign up!

Mike Shor11

Page 12: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

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 Shor12

Page 13: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

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 Shor13

Page 14: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

Example: Econ majors

How hard should an econ major be? Two types of workers:

High and low quality NPV of salary

high quality worker: $900,000low quality worker: $700,000

Disutility per econ credithigh quality worker: $4,000low quality worker: $6,000

Mike Shor14

Page 15: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

“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

200,000 > 4,000 N

50 credits > N

Mike Shor15

Page 16: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

“Low” Quality Workers

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

200,000 < 6,000 N

33 credits < N

Mike Shor16

Page 17: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

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 Shor17

Page 18: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

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 Shor18

Page 19: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

Screening Solves Market Imperfections

Market for lemons (used cars)Worth between $1000 and $3000 to buyersWorth $200 less to sellersOnly seller knows true value

Buyer offers $2,000 Adverse selectionOnly cars between $1,000 and $2,200 sold

Buyer offers $1,600 Adverse selectionOnly cars between $1,000 and $1,800 sold

Market equilibrium price: $1,200Only worst 20% of cars are ever sold

Mike Shor19

Page 20: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

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 Shor20

Page 21: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

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 Shor21

Page 22: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

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 Shor22

Page 23: Game Theory A little knowledge is a dangerous thing. So is a lot. - Albert Einstein Topic 7 Information

Summary

Enticing high effort is hard work Leakages Global vs. individual incentives Rewarding the right people

Screening Identify unobservable cost differences Exploit them (carefully)

Mike Shor23