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Human Capital Theory Daron Acemoglu MIT Bilkent, July 2013. Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 1 / 126

Human Capital Theory - Economics – Bilkent Universityecon.bilkent.edu.tr/wp-content/uploads/2013/08/Lecture...Introduction Introduction Introduction Key idea in labor economics:

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Human Capital Theory

Daron Acemoglu

MIT

Bilkent, July 2013.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 1 / 126

Introduction Introduction

Introduction

Key idea in labor economics: the set of marketable skills of workers ≈form of capital

Human capital theory: workers make a variety of investments intheir human capital (set of marketable skills). This perspective isimportant in understanding both investment incentives, and thestructure of wages and earnings.

How do we measure human capital?

Two approaches:1 Objective measures... often imperfect2 Earnings potential... approximated by actual earnings.

Both approaches popular in practice.

Both have the same problem: unobserved heterogeneity.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 2 / 126

Introduction Introduction

Introduction (continued)

Unobserved heterogeneity will make “objective measures” imperfect.

But it will also mean that there are non-human capital related sourcesof earnings differentials.

For example

1 Compensating differentials2 Labor market imperfections3 Taste-based discrimination

What can we do?

Use both approaches, with caution.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 3 / 126

Introduction Uses of Human Capital

Uses of Human Capital

Simplest (standard view): human capital increases a worker’s earnings.

But how?

1 The Becker view: human capital directly useful in the productionprocess and increases productivity in a broad range of tasks.

2 The Gardener view: multi-dimensional skills; ranking impossible.3 The Schultz/Nelson-Phelps view: human capital as capacity to adapt.4 The Bowles-Gintis view: “human capital” as the capacity to work inorganizations and obey orders.

5 The Spence view: observable measures of human capital are more asignal of ability than characteristics independently useful in theproduction process.

Despite their differences, the first three views quite similar.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 4 / 126

Introduction Uses of Human Capital

Sources of Human Capital Differences

Why will human capital the for across workers?

1 Innate ability2 Schooling3 School quality and non-schooling investments4 Training5 Pre-labor market influences

First part of these lectures about theories and empirical implicationsof these different channels.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 5 / 126

The Separation Theorem Human Capital and Separation

The Separation Theorem

Consider an individual with an instantaneous utility function u (c)with planning horizon of T (here T = ∞ is allowed).

Continuous time for simplicity.

Discount rate ρ > 0 and constant flow rate of death equal to ν ≥ 0.Perfect capital markets.

Objective of the individual:

max∫ T

0exp (− (ρ+ ν) t) u (c (t)) dt. (1)

Suppose that this individual is born with some human capitalh (0) ≥ 0.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 6 / 126

The Separation Theorem Human Capital and Separation

The Separation Theorem (continued)

Evolution of human capital:

h (t) = G (t, h (t) , s (t)) , (2)

s (t) ∈ [0, 1] fraction of time that the individual spends forinvestments in schoolingSuppose also that

s (t) ∈ S (t) ⊂ [0, 1] , (3)

(for example, to allow for s (t) ∈ {0, 1} so that only full-timeschooling would be possible).Exogenous sequence of wage per unit of human capital given by[w (t)]Tt=0, so that his labor earnings at time t are

W (t) = w (t) [1− s (t)] [h (t) +ω (t)] ,

Here 1− s (t) is the fraction of work time and ω (t) is non-humancapital labor, with [ω (t)]Tt=0 exogenous.Note: this formulation assumes no leisure.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 7 / 126

The Separation Theorem Human Capital and Separation

The Separation Theorem (continued)

Perfect capital markets: borrowing and lending at constant interestrate equal to r .

Therefore, suffi cient to express the lifetime budget constraint∫ T

0exp (−rt) c (t) dt ≤ (4)∫ T

0exp (−rt)w (t) [1− s (t)] [h (t) +ω (t)] dt.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 8 / 126

The Separation Theorem Human Capital and Separation

The Separation Theorem (continued)

Theorem

Suppose u (·) is strictly increasing. Then the sequence[c (t) , s (t) , h (t)

]Tt=0 is a solution to the maximization of (1) subject to

(2), (3) and (4) if and only if[s (t) , h (t)

]Tt=0 maximizes∫ T

0exp (−rt)w (t) [1− s (t)] [h (t) +ω (t)] dt (5)

subject to (2) and (3), and [c (t)]Tt=0 maximizes (1) subject to (4) given[s (t) , h (t)

]Tt=0. That is, human capital accumulation and supply

decisions can be separated from consumption decisions.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 9 / 126

The Separation Theorem Human Capital and Separation

The Separation Theorem (continued)

Intuition: in the presence of perfect capital markets, the best humancapital accumulation decisions are those that maximize the lifetimebudget set of the individual.

What are the limitations of this result?

Is it useful for empirical applications?

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 10 / 126

Returns to Education Schooling Investments and Returns to Education

Returns to Education

Mincer’s (1974) model.

Assume that T = ∞.Suppose that s (t) ∈ {0, 1} and that schooling until time S .At the end of the schooling interval, the individual will have aschooling level of

h (S) = η (S) ,

where η (·) increasing, continuously differentiable and concave.For t ∈ [S ,∞), human capital accumulates over time (as theindividual works) according to the differential equation

h (t) = ghh (t) , (6)

for some gh ≥ 0.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 11 / 126

Returns to Education Schooling Investments and Returns to Education

Returns to Education (continued)

Suppose also that the wage rate wage per unit of human capitalgrows exponentially,

w (t) = gww (t) , (7)

with boundary condition w (0) > 0.

Let us also assume that

gw + gh < r + ν,

so that the net present discounted value of the individual is finite(why is this necessary?).

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 12 / 126

Returns to Education Schooling Investments and Returns to Education

Returns to Education (continued)

Now using Theorem 1, the optimal schooling decision must be asolution to the following maximization problem

maxS

∫ ∞

Sexp (− (r + ν) t)w (t) h (t) dt. (8)

Now using (6) and (7), this is equivalent to:

maxS

η (S)w (0) exp (− (r + ν− gw ) S)r + ν− gh − gw

. (9)

Unique solution (why?) This:

η′ (S∗)η (S∗)

= r + ν− gw . (10)

Higher interest rates and higher values of ν reduce human capitalinvestments; higher values of gw increase the value of human capitaland thus encourage further investments.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 13 / 126

Returns to Education Schooling Investments and Returns to Education

Returns to Education (continued)

Integrating both sides of the above equation with respect to S :

ln η (S∗) = constant+ (r + ν− gw ) S∗. (11)

Therefore, wage earnings at age τ ≥ S∗ and at time t:W (S , t) = exp (gw t) exp (gh (t − S)) η (S) .

Taking logs and using equation (11):

lnW (S∗, t) = constant+ (r + ν− gw ) S∗ + gw t + gh (t − S∗) .Here t − S∗ is “experience” (time after schooling).In cross-sectional comparisons, time trend gw t will also go into theconstant, so that we obtain the canonical Mincer equation:

lnWj = constant+ γsSj + γeexperience, (12)

with γs at the margin equal to r + ν− gw .But: this is an approximation. Why? Is it important?

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 14 / 126

Returns to Education Schooling Investments and Returns to Education

Returns to Education (continued)

Economic insight: the functional form of the Mincerian wage equationis not just a mere coincidence

the opportunity cost of one more year of schooling is foregone earnings.hence benefits to schooling must be commensurate with these foregoneearningsthus at the margin, one year of schoolingus should lead to aproportional increase of approximately (r + ν− gw ) in future earnings.but, this result does not imply that wage-schooling relationship shouldbe log linear everywhere. Why not?

Empirical work using equations of the form (12) leads to estimates forγ in the range of 0.06 to 0.10.

Reasonable estimates; r approximately 0.10, ν approximately 0.02(expected life of 50 years), and gw– rate of wage growth holding thehuman capital level of the individual constant– between 0.01 and0.02.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 15 / 126

The Ben-Porath Model The Ben-Porath Model

Returns to Experience

Workers with greater labor market experience are paid more.

Why is this?

Learning by “aging”?Upward sloping incentive contracts?Better matches?Continued investments?

The baseline Ben-Porath:

continued investments.human capital investments and non-trivial labor supply decisionsthroughout the lifetime of the individual.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 16 / 126

The Ben-Porath Model The Ben-Porath Model

The Ben-Porath Model

Starting point for models of investment in skills on the job.

Let s (t) ∈ [0, 1] for all t ≥ 0.Suppose

h (t) = φ (s (t) h (t))− δhh (t) , (13)

Here δh > 0 captures “depreciation of human capital”. Why?

The individual starts with an initial value of human capital h (0) > 0.

The function φ : R+ → R+ is strictly increasing, continuouslydifferentiable and strictly concave.

Let us also impose the the following Inada-type conditions (why?)

limx→0

φ′ (x) = ∞ and limx→h(0)

φ′ (x) = 0.

Finally, suppose that ω (t) = 0 for all t, that T = ∞, that there is aflow rate of death ν > 0, and that w (t) = 1 for all t.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 17 / 126

The Ben-Porath Model The Ben-Porath Model

The Ben-Porath Model (continued)

Again using Theorem 1, maximization problem:

max∫ ∞

0exp (− (r + ν)) (1− s (t)) h (t) dt

subject to (13).This problem can be solved by setting up the current-valueHamiltonian, which in this case takes the form

H (h, s, µ) = (1− s (t)) h (t) + µ (t) (φ (s (t) h (t))− δhh (t)) .

Necessary conditions:

Hs = −h (t) + µ (t) h (t) φ′ (s (t) h (t)) = 0

Hh = (1− s (t)) + µ (t)(s (t) φ′ (s (t) h (t))− δh

)= (r + ν) µ (t)− µ (t)

limt→∞

exp (− (r + ν) t) µ (t) h (t) = 0.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 18 / 126

The Ben-Porath Model The Ben-Porath Model

The Ben-Porath Model (continued)

To solve for the optimal path of human capital investments, let usadopt the following transformation of variables:

x (t) ≡ s (t) h (t) .

Instead of s (t) (or µ (t)) and h (t), we will study the dynamics of theoptimal path in x (t) and h (t).Therefore:

1 = µ (t) φ′ (x (t)) , (14)

andµ (t)µ (t)

= r + ν+ δh − s (t) φ′ (x (t))− 1− s (t)µ (t)

.

Substituting for µ (t) from (14):

µ (t)µ (t)

= r + ν+ δh − φ′ (x (t)) . (15)

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 19 / 126

The Ben-Porath Model The Ben-Porath Model

The Ben-Porath Model (continued)

The steady-state (stationary) solution: µ (t) = 0 and h (t) = 0 =⇒x∗ = φ′−1 (r + ν+ δh) , (16)

Therefore x∗ ≡ s∗h∗ will be higher when the interest rate is low,when the life expectancy of the individual is high, and when the rateof depreciation of human capital is low.To determine s∗ and h∗ separately, we set h (t) = 0 in the humancapital accumulation equation (13):

h∗ =φ (x∗)

δh

=φ(φ′−1 (r + ν+ δh)

)δh

. (17)

Since φ′−1 (·) is strictly decreasing and φ (·) is strictly increasing, thisequation implies that the steady-state solution for the human capitalstock is uniquely determined and is decreasing in r , ν and δh.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 20 / 126

The Ben-Porath Model The Ben-Porath Model

The Ben-Porath Model: Dynamics

More interesting than the stationary (steady-state) solution are thedynamics.Differentiate (14) with respect to time to obtain

µ (t)µ (t)

= εφ′ (x)x (t)x (t)

,

where

εφ′ (x) = −xφ′′ (x)φ′ (x)

> 0

Combining this equation with (15), we obtain

x (t)x (t)

=1

εφ′ (x (t))

(r + ν+ δh − φ′ (x (t))

). (18)

Together with the h equation, two differential equations in twovariables, x and h.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 21 / 126

The Ben-Porath Model The Ben-Porath Model

The Ben-Porath Model: Dynamics

Solution:

h(t)0

h(t)=0

h*

x*

x(t)

x(t)=0

h(0)

x’’(0)

x’(0)

Figure:Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 22 / 126

The Ben-Porath Model The Ben-Porath Model

The Ben-Porath Model: Dynamics (continued)

Time path of human capital:

h(t)

t0

h*

h(0)

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 23 / 126

The Ben-Porath Model The Ben-Porath Model

The Ben-Porath Model: Dynamics (continued)

Smooth and monotonic.

In the original Ben-Porath model, which involves the use of otherinputs in the production of human capital and finite horizons, theconstraint for s (t) ≤ 1 typically binds early on in the life of theindividual, and the interval during which s (t) = 1 can be interpretedas full-time schooling.

After full-time schooling, the individual starts working (i.e., s (t) < 1).

But even on-the-job, the individual continues to accumulate humancapital (i.e., s (t) > 0), which can be interpreted as spending time intraining programs or allocating some of his time on the job tolearning rather than production.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 24 / 126

The Ben-Porath Model Returns to Experience

The Ben-Porath Model: Empirical Implications

This model also provides us with a useful way of thinking of thelifecycle of the individual, which starts with higher investments inschooling.Then there is a period of “full-time”work (where s (t) is high ), butthis is still accompanied by investment in human capital and thusincreasing earnings.The increase in earnings takes place at a slower rate as the individualages.Earnings may also start falling at the very end of workers’careers,though this does not happen in the version presented here (how wouldyou modify it to make sure that earnings may fall in equilibrium?).The available evidence is consistent with the broad patterns suggestedby the model.But, this evidence comes from cross-sectional age-experience profiles,so caution (why?).

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 25 / 126

The Ben-Porath Model Returns to Experience

The Ben-Porath Model: Empirical Implications (continued)

Perhaps more worrisome for interpretation: the increase in earningsmay reflect not the accumulation of human capital due to investment,but either:

1 simple age effects; individuals become more productive as they getolder. Or

2 simple experience effects: individuals become more productive as theyget more experienced– this is independent of whether they choose toinvest or not.

Diffi cult to distinguish between the Ben-Porath model and the secondexplanation. But there is some evidence that could be useful todistinguish between age effects vs. experience effects (automatic ordue to investment).

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 26 / 126

The Ben-Porath Model Returns to Experience

The Ben-Porath Model: Empirical Implications (continued)

Josh Angrist’s paper on Vietnam veterans: workers who served in theVietnam War lost the experience premium associated with the yearsthey served in the war.

Presuming that serving in the war has no productivity effects, thisevidence suggests that much of the age-earnings profiles are due toexperience not simply due to age.

But still consistent both with direct experience effects on workerproductivity, and also a Ben Porath type explanation where workersare purposefully investing in their human capital while working, andexperience is proxying for these investments.

Potential area for future work...

How would one distinguish between different approaches?

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 27 / 126

The Ben-Porath Model Conclusions

The Ben-Porath Model: Conclusions

Why is the Ben-Porath model useful?

Useful framework for thinking about age-earnings profiles.New questions on the table related to the effect of age, experience andlearning on wages.Emphasis on the fact that schooling is not the only way in whichindividuals can invest in human capital and there is a continuitybetween schooling investments and other investments in human capital.Implication: in societies where schooling investments are high we mayalso expect higher levels of on-the-job investments in human capital→possibility of systematic mismeasurement of the amount or the qualityhuman capital across societies.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 28 / 126

The Ben-Porath Model Introduction

Introduction

A large fraction of earnings growth in the US economy is due togrowth of wages of workers along their careers.

Ben-Porath: this is due to continued investment.

What type of investment during the worker’s career? Training.

But training investments are somewhat different from those modeledby Ben-Porath, because both the decision to undertake theinvestments and the cost of investments are potentially shared by theworker and his current employer.

First: incomplete contracts.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 29 / 126

Incomplete Contracts Incomplete Contracts

Introduction

Important missing element so far: incomplete contractsFor a variety of reasons, not all aspects of employment relations areregulated by contracts.Why are contracts incomplete?Two possibilities:

1 Certain events are not (easily) observable by outside parties, inparticular by courts. Therefore, writing contracts that are contingenton these nonverifiable events might be impossible or too costly.

Critique: implementation schemes can be used for creatingcontingencies on nonverifiable events.

2 There is in multitude of future contingencies, and often even describingthem is diffi cult.

Critiques: implementation schemes can overcome even these diffi culties.

Despite these critiques, most contracts in practice seem to beincomplete.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 30 / 126

Incomplete Contracts Incomplete Contracts

Incomplete Contracts in Labor

For our purposes, it is important to investigate the implications ofincomplete contracts for investments by workers and firms

even if the microfoundations are not always clear.

This lecture:

potential underinvestment by firmsimpact of organizational forms

Later: implications for general and firm-specific training.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 31 / 126

Investments without Binding Contracts Investments without Binding Contracts

Investments without Binding Contracts

A firm and a worker are matched together, and because of labormarket frictions, they cannot switch partners, so wages aredetermined by bargaining.

As long as it employs the worker, the total output of the firm is

f (k)

where k is the amount of physical capital of the firm.

Standard assumptions on f : increasing, continuous and strictlyconcave.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 32 / 126

Investments without Binding Contracts Investments without Binding Contracts

Investments without Binding Contracts: Timing of Events

The timing of events:

The firm decides how much to invest, at the cost rk .The worker and the firm bargain over the wage, w . We assume thatbargaining can be represented by the Nash solution with asymmetricbargaining powers. In this bargaining problem, if there is disagreement,the worker receives an outside wage, w , and the firm produces nothing,so its payoff is −rk .

Equilibrium concept: Subgame Perfect Nash Equilibrium→backwardinduction.

Start with the asymmetric Nash solution to bargaining with thebargaining power of the work or equal to β.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 33 / 126

Investments without Binding Contracts Investments without Binding Contracts

Digression: Nash Bargaining

The (asymmetric) Nash solution to bargaining between two players, 1and 2, is given by maximizing

(payoff1 − outside option1)β (payoff2 − outside option2)1−β . (19)

Why?

Nash’s bargaining theorem considers the bargaining problem ofchoosing a point x from a set X ⊂ RN for some N ≥ 1 by two partieswith utility functions u1 (x) and u2 (x), such that if they cannotagree, they will obtain respective disagreement payoffs d1 and d2.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 34 / 126

Investments without Binding Contracts Investments without Binding Contracts

Digression: Nash Bargaining (continued)

Nash Bargaining theorem

Suppose we impose the following four axioms on the problem andsolution:(1) u1 (x) and u2 (x) are Von Neumann-Morgenstern utility functions,in particular, unique up to positive linear transformations;(2) Pareto optimality, the agreement point will be along the frontier;(3) Independence of the Relevant Alternatives; suppose X ′ ⊂ X andthe choice when bargaining over the set X is x ′ ∈ X ′, then x ′ is alsothe solution when bargaining over X ′;(4) Symmetry; identities of the players do not matter, only theirutility functions.Then, there exists a unique bargaining solution that satisfies thesefour axioms. This unique solution is given by

xNS = argmaxx∈X

(u1 (x)− d1) (u2 (x)− d2) .

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 35 / 126

Investments without Binding Contracts Investments without Binding Contracts

Digression: Nash Bargaining (continued)

If we relax the symmetry axiom, so that the identities of the playerscan matter (e.g., worker versus firm have different “bargainingpowers"), then we obtain:

xNS = argmaxx∈X

(u1 (x)− d1)β (u2 (x)− d2)1−β (20)

where β ∈ [0, 1] is the bargaining power of player 1.Next note that if both utilities are linear and defined over their shareof some pie, and the set X ⊂ R2 is given by x1 + x2 ≤ 1, then thesolution to (20) is given by

(1− β) (x1 − d1) = β (x2 − d2) ,with x1 = 1− x2, which implies the linear sharing rule:

x2 = (1− β) (1− d1 − d2) + d2.Intuitively, player 2 receives a fraction 1− β of the net surplus1− d1 − d2 plus his outside option, d2.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 36 / 126

Investments without Binding Contracts Investments without Binding Contracts

Wage Determination without Binding Contracts

In the context of the model here, the Nash bargaining solutionamounts to choosing the wage, w , so as to maximize:

(f (k)− w)1−β (w − w)β .

The cost of investment, rk, does not feature in this expression, sincethese investment costs are sunk.

In other words, the profits of the firm are f (k)− w − rk , while itsoutside option is −rk .So the difference between payoff and outside option for the firm issimply f (k)− w .

Therefore, the wage resulting from the Nash solution will be

w (k) = βf (k) + (1− β) w .

This expression emphasizes the dependence of the equilibrium wageon the capital stock of the firm.

Contrast this with the equilibrium in a competitive labor market; withthe ways depend on the capital stock?

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 37 / 126

Investments without Binding Contracts Investments without Binding Contracts

Investments without Binding Contracts: Equilibrium

Therefore, firm profits are:

π (k) = f (k)− w (k)− rk= (1− β) (f (k)− w)− rk

Profit maximization:(1− β) f ′ (ke ) = r

In comparison, the effi cient level of investment that would haveemerged in a competitive labor market, is given by

f ′ (k∗) = r

The concavity of f immediately implies that ke < k∗, thus there willbe underinvestment.

Why?

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 38 / 126

Investments without Binding Contracts Investments without Binding Contracts

Investments without Binding Contracts: Underinvestment

Because of bargaining, the firm is not the full residual claimant of theadditional returns it generates by its investment.

Holdup problem; once the firm invests a larger amount in physicalcapital, it is potentially “held up”by the worker.

A fraction β all the returns are received by the worker, since the wagethat the firm has to pay is increasing in its capital stock.

What would happen if there were binding contracts?

Sign a contract of the form w (k) before investment.

This wage schedule would satisfy w ′ (k∗) = 0 and encourage theeffi cient level of investment.

This wage schedule would avoid the holdup problem.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 39 / 126

Investments without Binding Contracts Investments without Binding Contracts

Investments without Binding Contracts: Recap

Is the assumption of “incomplete contracts” reasonable?

There are two reasonsfor why binding contracts are generally notpossible and instead contracts have to be “incomplete”:

1 Such contracts require the level investment, k , to be easily observableby outside parties, so that the terms of a contract that makespayments conditional on k are easily enforceable (notice theimportant emphasis here; there is no asymmetric information betweenthe parties, but outside courts cannot observe what the firm and theworker observe; can there be no contracts that transmits thisinformation to outside parties in order to make contracts conditionalon this information?).

2 We need to rule out renegotiation.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 40 / 126

General versus Specific Training General versus Specific Training

General Versus Specific Training

Important distinction between two types of human capital in thecontext of training:

1 Firm-specific training: this provides a worker with firm-specific skills,that is, skills that will increase his or her productivity only with thecurrent employer.

2 General training: this type of training will contribute to the worker’sgeneral human capital, increasing his productivity with a range ofemployers.

Naturally, in practice actual training programs could (and often do)provide a combination of firm-specific and general skills.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 41 / 126

Training in Competitive Markets Training in Competitive Markets

Training in Competitive Markets

Let us start with competitive labor markets.

Then we will consider training investments in labor markets withfrictions.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 42 / 126

Training in Competitive Markets Training in Competitive Markets

Model

Consider the following stylized model (without discounting):

At time t = 0, there is an initial production of y0, and also the firmdecides the level of training τ, incurring the cost c (τ). Assume thatc (0) = 0, c ′ (0) = 0, c ′ (·) ≥ 0 and c ′′ (·) > 0.At time t = 1/2, the firm makes a wage offer w to the worker, andother firms also compete for the worker’s labor. The worker decideswhether to quit and work for another firm (competitive labor markets:suppose that there are many identical firms who can use the generalskills of the worker, and the worker does not incur any cost in theprocess of changing jobs).At time t = 1, there is the second and final period of production,where output is equal to y1 + α (τ), with α (0) = 0, α′ (·) > 0 andα′′ (·) < 0.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 43 / 126

Training in Competitive Markets Training in Competitive Markets

First Best Training

A social planner wishing to maximize net output would choose apositive level of training investment, τ∗ > 0, given by

c ′ (τ∗) = α′ (τ∗) .

The fact that τ∗ is strictly positive immediately follows from the factthat c ′ (0) = 0 and α′ (0) > 0.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 44 / 126

Training in Competitive Markets Training in Competitive Markets

Pre-Becker Thinking

There will be underinvestment in general training (e.g., Pigou).

Because firms unwilling to invest in general skills.The reasoning went along the following lines.

Suppose the firm invests some amount τ > 0. For this to beprofitable for the firm, at time t = 1, it needs to pay the worker atmost a wage of

w1 < y1 + α (τ)− c (τ)to recoup its costs.

But suppose that the firm was offering such a wage.

Could this be an equilibrium?

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 45 / 126

Training in Competitive Markets Training in Competitive Markets

Pre-Becker Thinking (continued)

No, because there are other firms who have access to exactly thesame technology, they would be willing to bid a wage of w1 + ε forthis worker’s labor services.Since there are no costs of changing employer, for ε small enoughsuch that

w1 + ε < y1 + α (τ) ,

a firm offering w1 + ε would both attract the worker by offering thishigher wage and also make positive profits.This reasoning implies that in any competitive labor market:

w1 = y1 + α (τ) .

But then, the firm cannot recoup any of its costs and would like tochoose τ = 0.Despite the fact that a social planner would choose a positive level oftraining investment, τ∗ > 0, the pre-Becker view was that thiseconomy would fail to invest in training.

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Training in Competitive Markets Training in Competitive Markets

Pre-Becker Thinking: Is There a Mistake?

The mistake in this reasoning was that it did not take into accountthe worker’s incentives to invest in his own training.

The worker is the full residual claimant of the increase in his ownproductivity, and in the competitive equilibrium of this economywithout any credit market or contractual frictions, he would have theright incentives to invest in his training.

Therefore, we have to look at worker investments in general training.

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Training in Competitive Markets Training in Competitive Markets

The Becker Model

Let us now analyze the equilibrium when the worker can invest.

First note that at t = 1, the worker will be paid w1 = y1 + α (τ).

Next recall that τ∗ is the effi cient level of training given byc ′ (τ∗) = α′ (τ∗).

In the unique subgame perfect equilibrium, in the first period the firmwill offer the following package: training of τ∗ and a wage of

w0 = y0 − c (τ∗) .

Then, in the second period the worker will receive the wage of

w1 = y1 + α (τ∗)

either from the current firm or from another firm.

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Training in Competitive Markets Training in Competitive Markets

The Becker Model (continued)

To see why no other allocation could be an equilibrium, suppose thatthe firm offered (τ,w0), such that τ 6= τ∗.

For the firm to break even we need that w0 ≤ y0 − c (τ), but by thedefinition of τ∗, we have

y0 − c (τ∗) + y1 + α (τ∗) > y0 − c (τ) + y1 + α (τ) ≥ w0 + y1 + α (τ)

So the deviation of offering (τ∗, y0 − c (τ∗)− ε) for ε suffi cientlysmall would attract the worker and make positive profits.

Thus, the unique equilibrium is the one in which the firm offerstraining τ∗.

Therefore, in this economy the effi cient level of training will beachieved with firms bearing none of the cost of training, and workersfinancing training by taking a wage cut in the first period ofemployment (i.e, a wage w0 < y0).

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Training in Competitive Markets Training in Competitive Markets

The Becker Model: Applications

There are a range of examples for which this model appears toprovide a good description.

These include

some of the historical apprenticeship programs where young individualsworked for very low wages and then “graduated” to become mastercraftsmen;pilots who work for the Navy or the Air Force for low wages, and thenobtain much higher wages working for private sector airlines;securities brokers, often highly qualified individuals with MBA degrees,working at a pay level close to the minimum wage until they receivetheir professional certification;or even academics taking an assistant professor job at Harvard despitethe higher salaries in other departments.

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Training in Competitive Markets Training with Contractual Problems

The Becker Model: Theoretical Challenges

Are the contracts necessary for the Becker solution to workreasonable?

In particular, can the firm make a credible commitment to providingtraining in the amount of τ∗?

Such commitments are in general diffi cult, since outsiders cannotobserve the exact nature of the “training activities” taking placeinside the firm.

For example, the firm could hire workers at a low wage pretending tooffer them training, and then employ them as cheap labor.

This implies that contracts between firms and workers concerningtraining investments are naturally incomplete.

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Training in Competitive Markets Training with Contractual Problems

Training with Incomplete Contracts

To capture these issues let us make the timing of events regarding theprovision of training somewhat more explicit.

At time t = −1/2, the firm makes a training-wage contract offer(τ′,w0). Workers accept offers from firms.At time t = 0, there is an initial production of y0, the firm pays w0,and also unilaterally decides the level of training τ, which could bedifferent from the promised level of training τ′.At time t = 1/2, wage offers are made, and the worker decideswhether to quit and work for another firm.At time t = 1, there is the second and final period of production,where output is equal to y1 + α (τ).

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Training in Competitive Markets Training with Contractual Problems

Training with Incomplete Contracts (continued)

Now the subgame perfect equilibrium can be characterized as follows.

At time t = 1, a worker of training τ will receive w1 = y1 + α (τ).

Realizing this, at time t = 0, the firm would offer training τ = 0,irrespective of its contract promise.

Anticipating this wage offer, the worker will only accept a contractoffer of the form (τ′,w0), such that w0 ≥ y0, and τ does not matter,since the worker knows that the firm is not committed to this promise.

As a result, we are back to the outcome conjectured by Pigou, withno training investment by the firm.

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Training in Competitive Markets Training with Contractual Problems

Training with Credit Market Constraints

A similar conclusion would also be reached if the firm could write abinding contract about training, but the worker were subject to creditconstraints and

c (τ∗) > y0,

This implies that the worker cannot take enough of a wage cut tofinance his training.

In the extreme case where y0 = 0, we are again back to the Pigououtcome, where there is no training investment, despite the fact thatit is socially optimal to invest in skills

which one of these problems, contractual incompleteness or creditmarket constraints, appears more important in the context of training?.

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Training in Imperfect Labor Markets Training in Imperfect Labor Markets

Training in Imperfect Labor Markets

The general conclusion of both the Becker model with perfect (creditand labor) markets and the model with incomplete contracts (orsevere credit constraints) is that there will be no firm-sponsoredinvestment in general training.

This conclusion follows from the common assumption of these twomodels, that the labor market is competitive, so the firm will never beable to recoup its training expenditures in general skills later duringthe employment relationship.

Is this a reasonable prediction?

The answer appears to be no.

There are many instances in which firms bear a significant fraction(sometimes all) of the costs of general training investments.

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Training in Imperfect Labor Markets Training in Imperfect Labor Markets

Do Firms Pay for General Training

Very common in the German apprenticeship system.

Estimates of the net cost of apprenticeship programs to employers inGermany in the 1990s are quite large.

Another interesting example comes from the recent growth sector ofthe US, the temporary help industry.

The temporary help firms provide workers to various employers onshort-term contracts, and receive a fraction of the workers’wages ascommission.Most large temporary help firms offer (and pay for) such training to allwilling individuals

Management consulting firms hire highly paid MBAs and providelargely general training in the first year.

Other evidence using regression also consistent, but not as clear-cut(because of unobservant originate the problems).

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 56 / 126

Training in Imperfect Labor Markets A Basic Framework

Basic Framework

Consider the following two-period model.

In period 1, the worker and/or the employer choose how much toinvest in the worker’s general human capital, τ.

There is no production in the first period. In period 2, the workereither stays with the firm and produces output y = f (τ), wheref (τ) is a strictly increasing and concave function.

The worker is also paid a wage rate, w(τ) as a function of his skilllevel (training) τ, or he quits and obtains an outside wage.

The cost of acquiring τ units of skill is again c(τ), which is againassumed to be continuous, differentiable, strictly increasing andconvex, and to satisfy c ′(0) = 0.

There is no discounting, and all agents are risk-neutral.

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Training in Imperfect Labor Markets A Basic Framework

Basic Framework (continued)

Assume that all training is technologically general in the sense thatf (τ) is the same in all firms.

If a worker leaves his original firm, then he will earn v(τ) in theoutside labor market.

Supposev(τ) < f (τ).

That is, despite that fact that τ is general human capital, when theworker separates from the firm, he will get a lower wage than hismarginal product in the current firm.

The fact that v(τ) < f (τ) implies that there is a surplus that thefirm and the worker can share when they are together. Also note thatv(τ) < f (τ) is only possible in labor markets withfrictions– otherwise, the worker would be paid his full marginalproduct, and v(τ) = f (τ).

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Training in Imperfect Labor Markets A Basic Framework

Wage Determination

Let us suppose that this surplus will be divided by asymmetric Nashbargaining with worker bargaining power given by β ∈ (0, 1).

w(τ) = v(τ) + β [f (τ)− v(τ)] . (21)

As usual, equilibrium wage rate w(τ) is independent of c(τ):

the level of training is chosen first, and then the worker and the firmbargain over the wage rate;at this point the training costs are already sunk, so they do not featurein the bargaining calculations (bygones are bygones).

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Training in Imperfect Labor Markets A Basic Framework

Training Investments

Assume that τ is determined by the investments of the firm and theworker, who independently choose their contributions, cw and cf , andτ is given by

c(τ) = cw + cf .

Assume that $1 investment by the worker costs $p where p ≥ 1.When p = 1, the worker has access to perfect credit markets andwhen p → ∞, the worker is severely constrained and cannot invest atall.

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Training in Imperfect Labor Markets A Basic Framework

Timing of Events

The worker and the firm simultaneously decide their contributions totraining expenses, cw and cf .The worker receives an amount of training τ such thatc(τ) = cw + cf .

The firm and the worker bargain over the wage for the second period,w (τ), where the threat point of the worker is the outside wage,v (τ), and the threat point of the firm is not to produce.

Production takes place.

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Training in Imperfect Labor Markets A Basic Framework

Equilibrium

Given this setup, the contributions to training expenses cw and cf willbe determined noncooperatively.

More specifically, the firm chooses cf to maximize profits:

π(τ) = f (τ)− w(τ)− cf = (1− β) [f (τ)− v(τ)]− cf .

subject to c(τ) = cw + cf .

The worker chooses cw to maximize utility:

u(τ) = w(τ)− pcw = βf (τ) + (1− β)v(τ)− pcfsubject to the same constraint.

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Training in Imperfect Labor Markets A Basic Framework

Equilibrium (continued)

The first-order conditions are:

(1− β)[f ′(τ)− v ′(τ)

]− c ′(τ) = 0 if cf > 0 (22)

v ′(τ) + β[f ′(τ)− v ′(τ)

]− pc ′(τ) = 0 if cw > 0 (23)

Inspection of these equations implies that generically, one of them willhold as a strict inequality, therefore, one of the parties will bear thefull cost of training.

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Training in Imperfect Labor Markets A Basic Framework

Will Firms Invest in General Training?

The result of no firm-sponsored investment in general training by thefirm obtains when

f (τ) = v(τ),

which is the case of perfectly competitive labor markets. (22) thenimplies that cf = 0, so when workers receive their full marginalproduct in the outside labor market, the firm will never pay fortraining.

Moreover, as p → ∞, so that the worker is severely creditconstrained, there will be no investment in training.

In all cases, the firm is not constrained, so one dollar of spending ontraining costs one dollar for the firm.

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Training in Imperfect Labor Markets A Basic Framework

Will Firms Invest in General Training? (continued)

In contrast, suppose there are labor market imperfections, so that theoutside wage is less than the productivity of the worker, that is

v (τ) < f (τ).

Is this gap between marginal product and market wage enough toensure firm-sponsored investments in training?

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Training in Imperfect Labor Markets A Basic Framework

Will Firms Invest in General Training? (continued)

The answer is no.

Consider the case with no wage compression, that is the case in whicha marginal increase in skills is valued appropriately in the outsidemarket.

Mathematically this corresponds to

v ′ (τ) = f ′(τ) for all τ.

Substituting for this in the first-order condition of the firm, (22), weimmediately find that if cf > 0, then c ′(τ) = 0.

So in other words, there will be no firm contribution to trainingexpenditures.

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Training in Imperfect Labor Markets A Basic Framework

Wage Compression and Training

Next consider the case in which there is wage compression, i.e.,

v ′ (τ) < f ′(τ).

Now it is clear that the firm may be willing to invest in the generaltraining of the worker.

The simplest way to see this is again to consider the case of severecredit constraints on the worker, that is, p → ∞, so that the workercannot invest in training.

Then, v ′(0) < f ′(0) is suffi cient to induce the firm to invest intraining.

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Training in Imperfect Labor Markets A Basic Framework

Wage Compression and Training (continued)

Why does wage compression matter for firm-sponsored training?

Wage compression in the outside market translates into wagecompression inside the firm, i.e., it implies

w ′ (τ) < f ′(τ).

As a result, the firm makes greater profits from a more skilled(trained) worker, and has an incentive to increase the skills of theworker.

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Training in Imperfect Labor Markets A Basic Framework

Wage Compression and Training (continued)

f(τ)

w(τ) = f(τ) − ∆

w(τ) = f(τ) − ∆(τ)

τ

f(τ)

No firm­sponsoredtraining

Firm­sponsoredtraining

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Training in Imperfect Labor Markets A Basic Framework

Who Will Invest in General Training?

Suppose thatv(τ) = af (τ)− b.

A decrease in a is equivalent to a decrease in the price of skill in theoutside market, and would also tilt the wage function inside the firm,w(τ), decreasing the relative wages of more skilled workers becauseof bargaining between the firm and in the worker, with the outsidewage v (τ) as the threat point of the worker.

Starting from a = 1 and p < ∞, a point at which the worker makesall investments, a decrease in a leads to less investment in trainingfrom (23).

This is simply an application of the Becker reasoning; without anywage compression, the worker is the one receiving all the benefits andbearing all the costs, and a decline in the returns to training willreduce his investments.

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Training in Imperfect Labor Markets A Basic Framework

Who Will Invest in General Training?

However, as a declines further, we will eventually reach the pointwhere τw = τf .

Now the firm starts paying for training, and a further decrease in aincreases investment in general training (from (22)).

Therefore, there is a U-shaped relation between the skill premium andtraining– starting from a compressed wage structure, a furtherdecrease in the skill premium may increase training.

Holding f (τ) constant a tilting up of the wage schedule, w(τ),reduces the profits from more skilled workers, and the firm has lessinterest in investing in skills.

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General Equilibrium with Imperfect Labor Markets General Equilibrium

General Equilibrium

Above analysis: partial equilibrium, since the outside wage structure,v (τ), is taken as given.

General equilibrium: endogenize v (τ)

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General Equilibrium with Imperfect Labor Markets Adverse Selection and Training

Basic Model of Adverse Selection and Training

Simplified version of the model in Acemoglu and Pischke (1998).

Suppose that fraction p of workers are high ability, and haveproductivity α (τ) in the second period if they receive training τ inthe first period.

The remaining 1− p are low ability and produce nothing (in terms ofthe above model, we are setting y = 0).

No one knows the worker’s ability in the first period, but in thesecond period, the current employer learns this ability.

Firms never observe the ability of the workers they have not employed,so outsiders will have to form beliefs about the worker’s ability.

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General Equilibrium with Imperfect Labor Markets Adverse Selection and Training

Timing of Events

Firms make wage offers to workers. At this point, worker ability isunknown.

Firms make training decisions, τ.

Worker ability is revealed to the current employer and to the worker.

Employers make second period wage offers to workers.

Workers decide whether to quit.

Outside firms compete for workers in the “secondhand” labor market.At this point, these firms observe neither worker ability nor whetherthe worker has quit or was laid off.

Production takes place.

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General Equilibrium with Imperfect Labor Markets Adverse Selection and Training

Equilibrium

Since outside firms do not know worker ability when they make theirbids, this is a (dynamic) game of incomplete information.→Perfect Bayesian EquilibriumFirst, note that all workers will leave their current employer if outsidewages are higher.

In addition, a fraction λ of workers, irrespective of ability, realize thatthey form a bad match with the current employer, and leave whateverthe wage is.

The important assumption here is that firms in the outside marketobserve neither worker ability nor whether a worker has quit or hasbeen laid off.

However, worker training is publicly observed.

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General Equilibrium with Imperfect Labor Markets Adverse Selection and Training

Equilibrium (continued)

These assumptions ensure that in the second period each workerobtains his expected productivity conditional on his training.

That is, his wage will be independent of his own productivity, but willdepend on the average productivity of the workers who are in thesecondhand labor market.

By Bayes’s rule, the expected productivity of a worker of training τ, is

v (τ) =λpα (τ)

λp + (1− p) (24)

Intuition?

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General Equilibrium with Imperfect Labor Markets Adverse Selection and Training

Equilibrium (continued)

Anticipating this outside wage, the initial employer has to pay eachhigh ability worker v (τ) to keep him.

This observation, combined with (24), immediately implies that thereis wage compression in this world, in the sense that

v ′ (τ) =λpα′ (τ)

λp + (1− p) < α′ (τ) ,

so the adverse selection problem introduces wage compression, andvia this channel, will lead to firm-sponsored training.

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General Equilibrium with Imperfect Labor Markets Adverse Selection and Training

Equilibrium (continued)

Now consider the previous stage of the game.

Firm profits as a function of the training choice can be written as

π (τ) = (1− λ) p [α (τ)− v (τ)]− c (τ) .

The first-order condition for the firm is

π′ (τ) = (1− λ) p[α′ (τ)− v ′ (τ)

]− c ′ (τ) = 0 (25)

=(1− λ) p (1− p) α′ (τ)

λp + (1− p) − c ′ (τ) = 0

Main results follow from these conditions.

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General Equilibrium with Imperfect Labor Markets Adverse Selection and Training

Equilibrium (continued)

First, c ′ (0) = 0 is suffi cient to ensure that there is firm-sponsoredtraining (that is, the solution to (25) is interior).

There is underinvestment in training relative to the first-best whichwould have involved pα′ (τ) = c ′ (τ) (notice that the first-bestalready takes into account that only a fraction p of the workers willbenefit from training). This is because of two reasons:

1 a fraction λ of the high ability workers quit, and the firm does not getany profits from them;

2 even for the workers who stay, the firm is forced to pay them a higherwage, because they have an outside option that improves with theirtraining, i.e., v ′ (τ) > 0. This reduces profits from training, since thefirm has to pay higher wages to keep the trained workers.

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General Equilibrium with Imperfect Labor Markets Adverse Selection and Training

Equilibrium (continued)

The firm has monopsony power over the workers, enabling it torecover the costs of training. In particular, high ability workers whoproduce α (τ) are paid v (τ) < α (τ).

Monopsony power is not enough by itself. Wage compression is alsoessential for this result. To see this, suppose that we impose there isno wage compression, i.e., v ′ (τ) = α′ (τ), then inspection of the firstline of (25) immediately implies that there will be zero training,τ = 0.

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General Equilibrium with Imperfect Labor Markets Adverse Selection and Training

Is Wage Compression Automatic?

Let us modify the model so that high ability workers produce

η + α (τ)

in the second period, while low ability workers produce α (τ).Training and ability are no longer complements.Both types of workers get exactly the same marginal increase inproductivity (this contrasts with the previous specification where onlyhigh ability workers benefited from training, hence training and abilitywere highly complementary). Then

v (τ) =λpη

λp + (1− p) + α (τ) ,

and hencev ′ (τ) = α′ (τ) .

Thus no wage compression, and firm-sponsored training.Why?

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General Equilibrium with Imperfect Labor Markets Adverse Selection and Training

Entry Wages in Training Firms

What happens if equilibrium profits positive, i.e.,

π (τ) = (1− λ) p [α (τ)− v (τ)]− c (τ) > 0

If there is free entry at time t = 0, firms must make zero profits.

Therefore, competition for workers implies that first-period wages

W = π (τ) > 0.

This is because once a worker accepts a job with a firm, the firmacquires monopsony power over this worker’s labor services at timet = 1 to make positive profits.

Competition then implies that these profits have to be transferred tothe worker at time t = 0.

The interesting result is that not only do firms pay for training, butthey may also pay workers extra in order to attract them.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 82 / 126

General Equilibrium with Imperfect Labor Markets Evidence

Evidence

How can this model be tested?One way is to look for evidence of this type of adverse selectionamong highly trained workers.The fact that employers know more about their current employeesmay be a particularly good assumption for young workers, so a goodarea of application would be for apprentices in Germany.According to the model, workers who quit or are laid off should getlower wages than those who stay in their jobs, which is a predictionthat follows simply from adverse selection.The more interesting implication here is that if the worker is separatedfrom his firm for an exogenous reason that is clearly observable to themarket, he should not be punished by the secondhand labor market.In fact, he’s “freed” from the monopsony power of the firm, and hemay get even higher wages than stayers (who are on average of higherability, though subject to the monopsony power of their employer).

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General Equilibrium with Imperfect Labor Markets Evidence

Evidence (continued)

To see this, note that a worker who is exogenously separated from hisfirm will get to wage of

pα (τ) ,

whereas stayers, who are still subject of the monopsony power of theiremployer, obtain the wage of

v (τ)

as given by (24), which could be less than pα (τ).

In the German context, workers who leave their apprenticeship firm toserve in the military provide a potential group of such exogenousseparators.

Interestingly, the evidence suggests that although these militaryquitters are on average lower ability than those who stay in theapprenticeship firm, the military quitters receive higher wages.

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General Equilibrium with Imperfect Labor Markets Mobility

Mobility, Training and Wages

The interaction between training and adverse selection also provides adifferent perspective in thinking about mobility patterns.Suppose now λ = 0, but workers now quit if

w (τ)− v (τ) < θ

where θ is a worker-specific draw from a uniform distribution over[0, 1].The variable θ can be interpreted as the disutility of work in thecurrent job. This is the worker’s private information.Therefore, the fraction of high ability workers who quit their initialemployer will be

1− w (τ) + v (τ) .The outside wage is now

v (τ) =p [1− w (τ) + v (τ)] α (τ)

p [1− w (τ) + v (τ)] + (1− p) (26)

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General Equilibrium with Imperfect Labor Markets Mobility

Mobility, Training and Wages (continued)

Note that if v (τ) is high, many workers leave their employer becauseoutside wages in the secondhand market are high.

But also the right hand side of (26) is increasing in the fraction ofquitters,

[1− w (τ) + v (τ)] ,so v (τ) will increase further.

This reflects the fact that with a higher quit rate, the secondhandmarket is not as adversely selected (it has a better composition).

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General Equilibrium with Imperfect Labor Markets Mobility

Mobility, Training and Wages (continued)

Another implication: multiple equilibria in this economy.

One equilibrium with a high quit rate, high wages for workers changingjobs, i.e. high v (τ), but low training.Another equilibrium with low mobility, low wages for job changers, andhigh training.

Multiple equilibria as a stylistic description of the differences betweenthe U.S. and German labor markets.

In Germany, the turnover rate is much lower than in the U.S., and alsothere is much more training.Also, in Germany workers who change jobs are much more severelypenalized (on average, in Germany such workers experience asubstantial wage loss, while they experience a wage gain in the U.S.).

Which equilibrium is better?

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General Equilibrium with Imperfect Labor Markets Labor Market Institutions and Training

Minimum Wages and Training

The effect of minimum wages on training (∆ constant mobility cost):

Figure 2

f(τ)

v(τ) = f(τ) − ∆

τ

f(τ)

Minimum wage

τ∗Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 88 / 126

General Equilibrium with Imperfect Labor Markets Labor Market Institutions and Training

Minimum Wages and Training (continued)

Comparative static result: higher minimum wages can increasetraining (as long as ∆ > 0 and suffi ciently large).In the standard Becker model with competitive labor markets,minimum wages always reduce training (why?).

Empirical evidence: mixed, but more of a positive effect.

Daron Acemoglu (MIT) Human Capital Theory Bilkent, July 2013. 89 / 126

Investment in Specific Training

Introduction

General skills rewarded by the market, even if not fully in imperfectlabor markets.

What about specific skills?

By definition, only one employer values the skills.

How will the worker be rewarded for possessing and investing in theskills?→bargainingSince bargaining will be ex post, holdup problems.

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Investment in Specific Training Evidence

Interpretation

The empirical investigation of the importance of firm-specific skillsand rents is a diffi cult and challenging area.

There are two important conceptual issues:

1 We can imagine a world in which firm-specific skills are important,but there may be no relationship between tenure and wages. This isbecause productivity increases due to firm-specific skills do notnecessarily translate into wage increases.

2 An empirical relationship between tenure and wages does notestablish that there are imported from-specific effects. This mightresult because of backloaded compensation or because of selection.

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Investment in Specific Training Evidence

Wage-Tenure Relationship

The first type of evidence is from regression analyses of therelationship between wages and tenure exploiting within job wagegrowth.

Here the idea is that by looking at how wages grow within a job (aslong as the worker does not change jobs), and comparing this to theexperience premium, we will get an estimate of the tenure premium.

Imagine the following empirical model

lnwit = β1Xit + β2Tit + εit (27)

where Xit this total labor market experience of individual i , and Tit ishis tenure in the current job.

Alternatively, wage growth within the job is

∆ lnwit = β1 + β2 + ∆εit .

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Investment in Specific Training Evidence

If we knew the experience premium, β1, we could then immediatelycompute the tenure premium β2.

The problem is that we do not know the experience premium.

Topel suggests that we can get an upper bound for the experiencepremium by looking at the relationship between entry-level wages andlabor market experience (that is, wages in jobs with tenure= 0).

This is an upper bound to the extent that workers do not randomlychange jobs.

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Investment in Specific Training Evidence

Wage-Tenure Relationship (continued)

Therefore, whenever Tit = 0, the disturbance term εit in (27) is likelyto be positively selected.

According to this reasoning, we can obtain a lower bound estimate ofβ2, β2, using a two-step procedure– first estimate the rate ofwithin-job wage growth, β1, and then subtract from this the estimateof the experience premium obtained from entry-level jobs

can you see reasons why this will lead to an upwardly biased estimateof the importance of tenure rather than a lower bound on tenureaffects as Topel claims?.

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Investment in Specific Training Evidence

Wage-Tenure Relationship (continued)

Using this procedure Topel estimates relatively high rates of return totenure.

For example, his main estimates imply that ten years of tenureincrease wages by about 25 percent, over and above the experiencepremium.

It is possible, however, that this procedure might generate tenurepremium estimates that are upward biased.

For example, this would be the case if the return to tenure orexperience is higher among high-ability workers, and those areunderrepresented among the job-changers.Alternatively, returns to experience may be non-constant, and they maybe higher in jobs to which workers are a better match.

If this is the case, returns experience for new jobs will understate theaverage returns to experience for jobs in which workers choose to stay.

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Investment in Specific Training Evidence

Wage Consequences of Separation

The second type of evidence comes from the wage changes of workersresulting from job displacement.

A number of papers, most notably Jacobson, LaLonde and Sullivan,find that displaced workers experience substantial drop in earnings.

They typically fine big drops in wages when workers separate fromtheir firms.

The question is how to interpret this

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Investment in Specific Training Evidence

Wage Consequences of Separation: Evidence

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Investment in Specific Training Evidence

Wage Consequences of Separation: Evidence

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Investment in Specific Training Evidence

Wage Consequences of Separation: Interpretation

Part of this is due to non-employment following displacement, buteven after three years a typical displaced worker is earning about$1500 less (1987 dollars).

Econometrically, this evidence is simpler to interpret than thetenure-premium estimates. Economically, the interpretation issomewhat more diffi cult than the tenure estimates, since it maysimply reflect the loss of high-rent (e.g. union) jobs.

Overall, these two pieces of evidence together are consistent with theview that there are important firm-specific skills/expertises that areaccumulated on the job.

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Investment in Specific Training What Are Firm-Specific Skills?

What Are Firm-Specific Skills?

1 Firm-specific skills can be thought to result mostly from firm-specifictraining investments made by workers and firms. Here it is importantto distinguish between firms’and workers’investments, since they willhave different incentives.

2 Firm-specific skills simply reflect what the worker learns on-the-jobwithout making any investments. In other words, they are simplyunintentional byproducts of working on the job.

3 Firm-specific skills may reflect “matching”.4 There may be no technologically firm-specific skills. Instead, all skillsare technologically general but some are transformed into de factofirm-specific skills because of market imperfections (why is thisdifferent from 1?).

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Investment in Firm-Specific Skills Investment in Firm-Specific Skills

Investment in Firm-Specific Skills

Problem with general training investments was that part of the costshad to be borne by the firm,

But then the worker is fully or partly the residual claimant.

With firm-specific skills, the problem is reversed.

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Investment in Firm-Specific Skills Investment in Firm-Specific Skills

Model

At time t = 0, the worker decides how much to invest in firm-specificskills, denoted by s, at the cost γ (s). γ (s) is strictly increasing andconvex, with γ′ (0) = 0.

At time t = 1, the firm makes a wage offer to the worker.

The worker decides whether to accept this wage offer and work forthis firm, or take another job.

Production takes place and wages are paid.

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Investment in Firm-Specific Skills Investment in Firm-Specific Skills

Model (continued)

Let the productivity of the worker be

y1 + f (s) ,

where y1 is also what he would produce with another firm.

Since s is specific skills, it does not affect the worker’s productivity inother firms.

First best:γ′ (s∗) = f ′ (s∗)

with s∗ > 0.

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Investment in Firm-Specific Skills Investment in Firm-Specific Skills

Equilibrium

By backward induction again, starting in the last period.

The worker will accept any wage offer w1 ≥ y1, since this is what hecan get in an outside firm.

Knowing this, the firm simply offers w1 = y1.

In the previous period, realizing that his wage is independent of hisspecific skills, the worker makes no investment in specific skills.

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Investment in Firm-Specific Skills Investment in Firm-Specific Skills

Market Failure?

By investing in his firm-specific skills, the worker is increasing thefirm’s profits.

Therefore, the firm would like to encourage the worker to invest.

However, given the timing of the game, wages are determined by atake-it-leave-it offer by the firm after the investment.

Therefore, holdup problem.

Since firm-specific skills diffi cult to verify, contractual solutions areimperfect.

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Investment in Firm-Specific Skills Worker Power and Investment

Worker Power and Investment

How can we improve the worker’s investment incentives?

General solution: make worker’s earnings conditional on specific skills.

One imperfect but realistic solution: increase the bargaining power ofthe worker.

For example, the firm may purposefully give access to some importantassets to the workerThe firm may change its organizational form in order to make acredible commitment not to hold up the worker.

Alternative: the firm may develop a reputation for not holding upworkers who have invested in firm-specific human capital.

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Investment in Firm-Specific Skills Worker Power and Investment

Worker Power and Investment (continued)

Suppose that the worker wage as a function of firm-specific skills is

w1 (s) = y1 + βf (s)

Now at time t = 0, the worker maximizes

y1 + βf (s)− γ (s) ,

Solution:βf ′ (s) = γ′ (s) (28)

Here s is strictly positive, so giving the worker bargaining power hasimproved investment incentives.

However, s is also strictly less than the first-best investment level s∗.

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Investment in Firm-Specific Skills Worker Power and Investment

Worker Power and Investment (continued)

What about firm profits?

πβ = (1− β) f (s) .

If the firm could choose (or manipulate) β without constraints, then itwould set β such that

∂πβ

∂β= 0 = −f

(s(

β))+(1− β

)f ′(s(

β)) ds (β)

where s (β) and ds/dβ are given by the first-order condition of theworker, (28).

The firm would certainly choose β < 1, since with β = 1, we couldnever have ∂πβ/∂β = 0.

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Investment in Firm-Specific Skills Worker Power and Investment

Worker Power and Investment (continued)

But β = 1 would maximize firm-specific skills.

The reason why the firm would not choose the structure oforganization that achieves the best investment outcomes is that itcares about its own profits, not total income or surplus.

Also, firms “selling the firm” to worker unlikely in practice.

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Investment in Firm-Specific Skills Promotions

Promotions

An alternative arrangement to encourage workers to invest infirm-specific skills is to design a promotion scheme.

Consider the following setup.

Suppose that there are two investment levels, s = 0, and s = 1 whichcosts c .

Suppose also that at time t = 1, there are two tasks in the firm,diffi cult and easy, D and E.

Assume outputs in these two tasks as a function of the skill level are

yD (0) < yE (0) < yE (1) < yD (1)

Therefore, skills are more useful in the diffi cult task, and without skillsthe diffi cult task is not very productive.

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Investment in Firm-Specific Skills Promotions

Promotions (continued)

Moreover, suppose that

yD (1)− yE (1) > c

Therefore, the productivity gain of assigning a skilled worker to thediffi cult task is greater than the cost of the worker obtaining skills.

In this situation, the firm can induce firm-specific investments in skillsif it can commit to a wage structure attached to promotions.

In particular, suppose that the firm commits to a wage of wD for thediffi cult task and wE for the easy task.

Notice that the wages do not depend on whether the worker hasundertaken the investment, so we are assuming some degree ofcommitment on the side of the firm, but not modifying the crucialincompleteness of contracts assumption.

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Investment in Firm-Specific Skills Promotions

Promotions (continued)

Now imagine the firm chooses the wage structures such that

yD (1)− yE (1) > wD − wE > c, (29)

and then ex post decides whether the worker will be promoted.

Again by backward induction, we have to look at the decisions in thefinal period of the game.

When it comes to the promotion decision, and the worker is unskilled,the firm will naturally choose to allocate him to the easy task (hisproductivity is higher in the easy task and his wage is lower).

If the worker is skilled, and the firm allocates him to the easy task, hisprofits are yE (1)− wE .If it allocates him to the diffi cult task, his profits are yD (1)− wD .

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Investment in Firm-Specific Skills Promotions

Promotions (continued)

The wage structure in (29) ensures that profits from allocating him tothe diffi cult task are higher.

Therefore, with this wage structure the firm has made a crediblecommitment to pay the worker a higher wage if he becomes skilled,because it will find it profitable to promote the worker.

Next, going to the investment stage, the worker realizes that when hedoes not invest he will receive wE , and when he invests, he will getthe higher wage wD .

Since, again by (29), wD − wE > c , the worker will find it profitableto undertake the investment.

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Learning and Mobility Labor Market Learning and Mobility

Labor Market Learning and Mobility

Important idea: firm-specific skills are (at least in part) amanifestation of the quality of the match between a worker and hisjob.

Moreover, jobs are “experience goods,”meaning that workers canonly find out whether they are a good match to a job (and to a firm)by working in that firm and job.

Therefore, this type of learning does not take place immediately.

These ideas captured by learning and matching models→ a range ofinteresting predictions about labor market mobility and wage patterns.

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Learning and Mobility Labor Market Learning and Mobility

A Simple Model of Market Learning and Mobility

Each worker is infinitely lived in discrete time and maximizes theexpected discounted value of income, with a discount factor β < 1.

There is no ex ante heterogeneity among the workers.

But worker-job matches are random.

The worker may be a good match for a job (or a firm) or a bad match.

Original model by Jovanovic, with normal distributions.

Here a simplified version.

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Learning and Mobility Labor Market Learning and Mobility

A Simple Model of Market Learning and Mobility(continued)

Let the (population) probability that the worker is a good match beµ0 ∈ (0, 1).A worker in any given job can generate one of two levels of output,high, yh, and low yl < yh:

good match→ yh with probability pyl with probability 1− p

and

bad match→ yh with probability qyl with probability 1− q

withp > q.

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Learning and Mobility Labor Market Learning and Mobility

A Simple Model of Market Learning and Mobility(continued)

Let us assume that all learning is symmetric (as in the career concernsmodel).

Therefore, the firm and the worker will share the same posteriorprobability that the worker is a good match to the job.

Denoted is posterior by µ.

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Learning and Mobility Labor Market Learning and Mobility

A Simple Model of Market Learning and Mobility(continued)

Jovanovic assumes that workers always receive their full marginalproduct in each job.This is a problematic assumption, since match-specific quality is alsofirm specific, thus there is no reason for the worker to receive thisentire firm-specific surplus.As in the models with firm-specific investments, the more naturalassumption would be to have some type of wage bargaining.Let us assume the simplest bargaining structure in which a firm willpay the worker a fraction φ ∈ (0, 1] of his expected productivity atthat point.In particular, the wage of a worker whose posterior of a good match isµ will be

w (µ) = φ [µ (pyh + (1− p) yl ) + (1− µ) (qyh + (1− q) yl )] .Different from the Nash bargaining solution.

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Learning and Mobility Labor Market Learning and Mobility

Equilibrium

Consider a worker with belief µ.

If this worker produces output yh, then Bayes’s rule implies that hisposterior (belief) next period should be

µ′h (µ) ≡µp

µp + (1− µ) q> µ,

Similarly, following an output realization of yl , the belief of the workerwill be

µ′l (µ) ≡µ (1− p)

µ (1− p) + (1− µ) (1− q) < µ.

Finally, let us also assume that every time a worker changes jobs, hehas to incur a training or mobility cost equal to γ ≥ 0.

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Learning and Mobility Labor Market Learning and Mobility

Equilibrium (continued)

Under these assumptions, we can write the net present discountedvalue of a worker with belief µ recursively using simple dynamicprogramming arguments.

In particular, this is

V (µ) = w (µ) + β[(µp + (1− µ) q)V(µ′h (µ)

)+ (µ (1− p) + (1− µ) (1− q))×

max{V(µ′l (µ)

);V (µ0)− γ

}.

Intuition?

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Learning and Mobility Labor Market Learning and Mobility

Equilibrium (continued)

An immediate result from dynamic programming is that if theinstantaneous reward function, here w (µ), is strictly increasing in thestate variable, which here is the belief µ.

Therefore, the value function V (µ) is strictly increasing.

This implies that there will exist some cutoff level of belief µ∗ suchthat workers will stay in their job as long as

µ ≥ µ∗,

and they will quit if µ < µ∗.

Let µ = inf {µ:µ′l (µ) > µ∗}. Then a worker with beliefs µ > µ willnot quit irrespective of the realization of output.

Workers with beliefs µ ∈ [µ∗, µ] will quit the job if he generates lowoutput.

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Learning and Mobility Labor Market Learning and Mobility

Results

Provided that µ0 ∈ (0, 1), µ will never converge to 0 or 1 in finitetime. Therefore, a worker who generates high output will have higherwages in the following period, and a worker who generates low outputwill have lower wages in the following period. Thus, in this modelworker wages will move with past performance.

It can be easily proved that if γ = 0, then µ∗ = µ0. This implies thatwhen γ is equal to 0 or is very small, a worker who starts a job andgenerates low output will quit immediately. Therefore, as long as γ isnot very high, there will be a high likelihood of separation in new jobs.

Next consider a worker who has been in a job for a long time. Suchworkers will on average have high values of µ, since they have neverexperienced (on this job) a belief less than µ∗. This implies that theaverage value of their beliefs must be high. Therefore, workers withlong tenure are unlikely to quit or separate from their job.

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Learning and Mobility Labor Market Learning and Mobility

Results (continued)

With the same argument,workers who have been in a job for a longtime will have high average µ and thus high wages. This implies thatin equilibrium there will be a tenure premium.

Moreover, because Bayesian updating immediately implies that thegaps between µ′h (µ) and µ and between µ′l (µ) and µ are lowest whenµ is close to 1 (and symmetrically when it is close to 0, but workersare never in jobs where their beliefs are close to 0), workers with longtenure will not experience large wage changes. In contrast, workers atthe beginning of their tenure will have higher wage variability.

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Learning and Mobility Labor Market Learning and Mobility

Results (continued)

What will happen to wages when workers quit?

If γ = 0, wages will necessarily fall when workers quit (since beforethey quit µ > µ0, whereas in the new job µ = µ0).If, on the other hand, γ is non-infinitesimal, workers will experience awage gain when they change jobs, since in this case µ∗ < µ0 becausethey are staying in their current job until this job is suffi ciently unlikelyto be a good match.This last prediction is also consistent with the data, where on averageworkers who change jobs experience in increase in wages.But is it driven by a reasonable mechanism?

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Learning and Mobility Labor Market Learning and Mobility

Further Thoughts

Missing ingredients: differential learning opportunities in differentjobs.

Learning about general skills.

With these features, some jobs may play the role of “stepping stones”because they reveal information about the skills and productivity ofthe worker in a range on other jobs.

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Learning and Mobility Labor Market Learning and Mobility

Other Problems

Reduced-form wage equation problematic.Alternative: Bertrand competition among firms.Clearly the worker will start working for the firm where the prior of agood match is greatest.Bertrand competition implies that this firm will pay the worker hisvalue at the next best job.Once the worker receives bad news and decides to quit, then he willswitch to the job that was previously his next best option.But this implies that his wage, which will now be determined by thethird best option (which may in fact be his initial employer) isnecessarily smaller, thus job changes will always be associated withwage declines.Again: learning about general skills and job heterogeneity

so that workers quit not only because they have received bad news intheir current job but also because they have learned about their abilityand can therefore go and work for “higher-quality” jobs.

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