Economic of Information
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11
THE ECONOMICS OF INFORMATION
Copyright 2005 by South-Western, a division of Thomson Learning. All rights reserved.
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22
Properties of Information
Information is not easy to define it is difficult to measure the quantity of
information obtainable from differentactions
there are too many forms of usefulinformation to permit the standard price-
quantity characterization used in supplyand demand analysis
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33
Properties of Information
Studying information also becomesdifficult due to some technical properties
of information it is durable and retains value after its use it can be nonrival and nonexclusive
in this manner it can be considered a public
good
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44
The Value of Information
In many respects, lack of informationdoes represent a problem involving
uncertainty for a decision maker the individual may not know exactly what theconsequences of a particular action will be
Better information can reduce uncertainty
and lead to better decisions and higherutility
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66
The Value of Information
Assume that information can bemeasured by the number of messages
(m) purchased gandb will be functions ofm
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77
The Value of Information
The individuals goal will be to maximize
E(U) =gU(Wg) +bU(Wb)
subject toI=pgWg+pbWb +pmm
We need to set up the Lagrangian
L =gU(Wg) +bU(Wb) + (I-pgWg-pbWb-
pmm)
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88
The Value of Information
First-order conditions for a constrainedmaximum are:
0)(' ==
ggg
g
pWUWL
0)(' ==
bbbb
pWUW
L
0==
mpWpWp mbbggI
L
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99
The Value of Information First-order conditions for a constrained
maximum are:
0
)()(
)(')('
=
+
+
+=
mb
b
g
gb
b
g
g
bbb
g
gg
pdm
dWp
dm
dWp
dm
dWU
dm
dWU
dm
dWWU
dm
dWWU
m
L
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1010
The Value of Information
The first two equations show that theindividual will maximize utility at a point
where the subjective ratio of expectedmarginal utilities is equal to the priceratio (pg/pb)
The last equation shows the utility-maximizing level of information to buy
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1111
Asymmetry of Information
The level of information that a person buyswill depend on the price per unit
Information costs may differ significantlyacross individuals
some may possess specific skills for acquiringinformation
some may have experience that is relevant some may have made different former
investments in information services
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1212
Information and Insurance
There are a number of informationasymmetries in the market for insurance
Buyers are often in a better position toknow the likelihood of uncertain events
may also be able to take actions thatimpact these probabilities
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1313
Moral Hazard
Moral hazard is the effect of insurancecoverage on individuals decisions to
take activities that may change thelikelihood or size of losses
parking an insured car in an unsafe area choosing not to install a sprinkler system in
an insured home
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1414
Moral Hazard
Suppose a risk-averse individual facesthe risk of a loss (l) that will lower
wealth the probability of a loss is this probability can be lowered by the
amount the person spends on preventive
measures (a)
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Moral Hazard
Wealth in the two states is given byW1 = W0 - a
W2 = W0 - a - l
The individual chooses a to maximize
E(U) = E= (1- ) U(W1) +U(W2)
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1616
Moral Hazard The first-order condition for a maximum is
0)(')()(')1()( 2211 =
+
=
WU
a
WUWU
a
WU
a
E
aWUWUWUWU
=+ )]()([)(')1()(' 1212
the optimal point is where the expected
marginal utility cost from spending oneadditional dollar on prevention is equal to thereduction in the expected value of the utility lossthat may be encountered in bad times
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1717
Behavior with Insurance
and Perfect Monitoring Suppose that the individual may purchase
insurance (premium =p) that paysxif a
loss occurs Wealth in each state becomes
W1 = W0 - a -p
W2 = W0 - a -p - l+x
A fair premium would be equal to
p = x
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1818
Behavior with Insurance
and Perfect Monitoring The person can maximize expected utility
by choosingxsuch that W1 = W2
The first-order condition is
0)(1)('
)(1)(')1(
22
11
=
+
+
+=
aWU
aWU
aWU
aWU
a
E
l
l
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Behavior with Insurance
and Perfect Monitoring Since W1 = W2, this condition becomes
a
= l1
at the utility maximizing choice, the marginalcost of an extra unit of prevention should equalthe marginal reduction in the expected lossprovided by the extra spending
with full insurance and actuarially fairpremiums, precautionary purchases still occurat the optimal level
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2020
Moral Hazard
So far, we have assumed that insuranceproviders know the probability of a lossand can charge the actuarially fairpremium
this is doubtful when individuals can undertakeprecautionary activities
the insurance provider would have toconstantly monitor each persons activities todetermine the correct probability of loss
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2121
Moral Hazard
In the simplest case, the insurer might seta premium based on the averageprobability of loss experienced by somegroup of people
no variation in premiums allowed for specificprecautionary activities
each individual would have an incentive to reducehis level of precautionary activities
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2222
Adverse Selection
Individuals may have different probabilitiesof experiencing a loss
If individuals know the probabilities moreaccurately than insurers, insurancemarkets may not function properly
it will be difficult for insurers to set premiumsbased on accurate measures of expected loss
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2323
Adverse Selection
certainty line
W1
W2
W
*
W*-
l
Assume that two individualshave the same initial wealth(W*) and each face a
potential loss ofl
E
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Adverse Selection
certainty line
W1
W2
W
*
W* -
l
Suppose that one person has a probability of loss equal to H, whilethe other has a probability of loss equal to l
E
F
G
Both individuals wouldprefer to move to thecertainty line if premiumsare actuarially fair
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2525
Adverse Selection
certainty line
W1
W2
W
*
W* -
l
The lines show the market opportunities for each person to trade W1forW2 by buying fair insurance
E
F
Gl
l
=
)1(slope
H
Hslope
=
)(1
The low-risk person willmaximize utility at point
F, while the high-riskperson will choose G
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Adverse Selection If insurers have imperfect information
about which individuals fall into low- andhigh-risk categories, this solution isunstable
point Fprovides more wealth in both states high-risk individuals will want to buy
insurance that is intended for low-riskindividuals insurers will lose money on each policy sold
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2727
Adverse Selection
certainty line
W1
W2
W
*
W* -
l
E
F
G
One possible solution would be for the insurer to offerpremiums based on the average probability of loss
H
Since EHdoes notaccurately reflect the true
probabilities of each buyer,they may not fully insure
and may choose a pointsuch as M
M
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Point M is not an equilibrium because further tradingopportunities exist for low-risk individuals
UH
U
L
Adverse Selection
certainty line
W1
W2
W
*
W* -
l
E
F
G
H
M
An insurance policysuch as Nwould beunattractive to high-risk individuals, butattractive to low-risk
individuals andprofitable for insurers
N
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2929
Adverse Selection
If a market has asymmetric information,the equilibria must be separated in
some way high-risk individuals must have an incentive
to purchase one type of insurance, whilelow-risk purchase another
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3030
Adverse Selection
certainty line
W1
W2
W
*
W* -
l
E
F
G
Suppose that insurers offer policy G. High-risk individualswill opt for full insurance.
UH
Insurers cannot offer any
policy that lies above UHbecausethey cannot prevent high-riskindividuals from takingadvantage of it
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3131
Adverse Selection
certainty line
W1
W2
W
*
W* -
l
E
F
GUH
The policies G and Jrepresent a separatingequilibrium
The best policy that low-risk individuals can obtain is onesuch as J
J
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3232
Adverse Selection
Low-risk individuals could try to signalinsurers their true probabilities of loss
insurers must be able to determine if the
signals are believable insurers may be able to infer accurate
probabilities by observing their clientsmarket behavior
the separating equilibrium identifies anindividuals risk category
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3333
Adverse Selection
Market signals can be drawn from anumber of sources
the economic behavior must accuratelyreflect risk categories
the costs to individuals of taking thesignaling action must be related to the
probability of loss
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The Principal-Agent
Relationship One important way in which asymmetric
information may affect the allocation of
resources is when one person hiresanother person to make decisions
patients hiring physicians
investors hiring financial advisors car owners hiring mechanics stockholders hiring managers
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The Principal-Agent
Relationship In each of these cases, a person with
less information (the principal) is hiring a
more informed person (the agent) tomake decisions that will directly affect theprincipals own well-being
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The Principal-Agent
Relationship Assume that we can show a graph of the
owners (or managers) preferences in
terms of profits and various benefits (suchas fancy offices or use of the corporate
jet)
The owners budget constraint will have aslope of -1 each $1 of benefits reduces profit by $1
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The Principal-Agent
Relationship
Benefits
Profits
Owners constraint
U1
b*
*
If the manager is also theowner of the firm, he willmaximize his utility at profits
of * and benefits ofb*
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3838
The Principal-Agent
Relationship
Benefits
Profits
Owners constraint
U1
b*
*
The owner-manager maximizesprofit because any other owner-manager will also want b* inbenefits
b* represents a truecost of doing business
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3939
The Principal-Agent
Relationship Suppose that the manager is not the
sole owner of the firm suppose there are two other owners who
play no role in operating the firm $1 in benefits only costs the manager
$0.33 in profits the other $0.67 is effectively paid by the
other owners in terms of reduced profits
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The Principal-Agent
Relationship The new budget constraint continues to
include the point b*, * the manager could still make the same
decision that a sole owner could) For benefits greater than b*, the slope
of the budget constraint is only -1/3
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The Principal-Agent
Relationship
Benefits
Profits
Owners constraint
U1
b*
*
U2
Given the managers budgetconstraint, he will maximizeutility at benefits ofb**
**
b*
*
Agents constraint
**
*
Profits for thefirm will be
***
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The Principal-Agent
Relationship The firms owners are harmed by having
to rely on an agency relationship with
the firms manager The smaller the fraction of the firm that
is owned by the manager, the greater
the distortions that will be induced bythis relationship
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4343
Using the Corporate Jet
A firm owns a fleet of corporate jetsused mainly for business purposes
the firm has just fired a CEO for misusingthe corporate fleet The firm wants to structure a
management contract that provides
better incentives for cost control
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Using the Corporate Jet
Suppose that all would-be applicantshave the same utility function
U(s,j) = 0.1s0.5 +j
where s is salary andjis jet use (0 or 1)
All applicants have job offers from other
firms promising them a utility level of at
most 2.0
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Using the Corporate Jet
Because jet use is expensive, = 800(thousand) ifj=0 and = 162 if j=1
the directors will be willing to pay the newCEO up to 638 providing that they canguarantee that he will not use the corporatejet for personal use
a salary of more than 400 will just besufficient to get a potential candidate toaccept the job without jet usage
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4646
Using the Corporate Jet
If the directors find it difficult to monitorthe CEOs jet usage, this could mean
that the firm ends up with < 0 The owners may therefore want to
create a contract where thecompensation of the new CEO is tied toprofit
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4747
The Owner-Manager
Relationship Suppose that the gross profits of the firm
depend on some specific action that a
hired manager might take (a)net profits = = (a) s[ ( a)]
Both gross and net profits are maximizedwhen / a = 0
the owners problem is to design a salarystructure that provides an incentive for themanager to choose a that maximizes
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The Owner-Manager
Relationship The owners face two issues
they must know the agents utility function
which depends on net income (IM)IM= s[ (a)] = c(a) = c0
where c(a) represents the cost to the manager ofundertaking a
they must design the compensation systemso that the agent is willing to take the job
this requires that IM 0
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The Owner-Manager
Relationship One option would be to pay no
compensation unless the manager
chooses a* and to pay an amount equal toc(a*) + c0 ifa* is chosen Another possible scheme is s(a) = (a) f,
where f= ( a) c(a*) c0 with this compensation package, the
managers income is maximized by settings(a)/a = /a = 0
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The Owner-Manager
Relationship The manager will choose a* and receive
an income that just covers costs
IM= s(a*) c(a*) c0 = (a*) f c(a*) c0 = 0
This compensation plan makes the agent
the residual claimant to the firms profits
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5151
Asymmetric Information Models of the principal-agent relationship
have introduced asymmetric informationinto this problem in two ways
it is assumed that a managers action is notdirectly observed and cannot be perfectlyinferred from the firms profits
referred to as hidden action
the agent-managers objective function is notdirectly observed
referred to as hidden information
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Hidden Action The primary reason that the managers
action may be hidden is that profitsdepend on random factors that cannot be
observed by the firms owner Suppose that profits depend on both the
managers action and on a random
variable (u)(a) = ( a) + u
where represents expected profits
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5353
Hidden Action Because owners observe only and not
, they can only use actual profits intheir compensation function
a risk averse manager will be concerned thatactual profits will turn out badly and maydecline the job
The owner might need to design acompensation scheme that allows forprofit-sharing
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Hidden Information When the principal does not know the
incentive structure of the agent, theincentive scheme must be designed
using some initial assumptions about theagents motivation
will be adapted as new information becomes
available
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5555
Important Points to Note:
Information is valuable because itpermits individuals to increase theexpected utility of their decisions
individuals might be willing to paysomething to acquire additionalinformation
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5656
Important Points to Note:
Information has a number of specialproperties that suggest thatinefficiencies associated withimperfect and asymmetric informationmay be quite prevalent
differing costs of acquisition
some aspects of a public good
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5757
Important Points to Note:
The presence of asymmetricinformation may affect a variety ofmarket outcomes, many of which areillustrated in the context of insurancetheory
insurers may have less information
about potential risks than do insurancepurchasers
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5858
Important Points to Note:
If insurers are unable to monitor thebehavior of insured individualsaccurately, moral hazard may arise
being insured will affect the willingness tomake precautionary expenditures
such behavioral effects can arise in any
contractual situation in which monitoringcosts are high
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5959
Important Points to Note:
Informational asymmetries can alsolead to adverse selection in insurancemarkets
the resulting equilibria may often beinefficient because low-risk individuals willbe worse off than in the full informationcase
market signaling may be able to reducethese inefficiencies
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Important Points to Note:
Asymmetric information may alsocause some (principal) economicactors to hire others (agents) to makedecisions for them
providing the correct incentives to theagent is a difficult problem