SLIDE 1 Classical Labor Supply: Partial Insurance
ECON 34430: Topics in Labor Markets
- T. Lamadon (U of Chicago)
Winter 2016
SLIDE 2
Heathcote Storesletten and Violante (2013) Consumption and Labor Supply with Partial Insurance
SLIDE 3 Intro
HSV 2013
- The paper wants to answer 3 broad questions:
1 Fraction of individual shocks that transmits to consumption 2 Insurability nature of the recent increase in US inequality 3 Life-cylce shocks vs initial conditions in determining inequality
SLIDE 4 Intro
HSV 2013
- To do so they develop an island model
- two sources of permanent shocks: island level and individual
- allow for certain insurance claimed to be traded within and
between
- solve for the equilibrium, show that close form solution exist
- estimate on data
SLIDE 5 The Model: preferences
HSV 2013
- perpetual youth model, constant survival probability δ
- the economy is composed of an infinite number of individuals
in an infinite number of islands
- preferences over consumption and hours
Eb
∞
(βδ)t−bu(ct, ht; φ) u(ct, ht; φ) = c1−γ
t
− 1 1 − γ − exp(φ) h1+σ
t
1 + σ
- cohort born at time t draws φt ∼ Fφt
SLIDE 6 The Model: productivity
HSV 2013
- productivity is composed of an idiosyncratic and island specific
components: log wt = αt
+ ǫt
- ind.
- the island level follows a random walk
αt = αt−1 + ωt with ωt ∼ Fωt
- the individual component is formed by a random walk and an
iid transitory ǫt = κt + θt with θt ∼ Fθt κt = κt−1 + ηt with ηt ∼ Fηt
- agents entering at time t draw α0, κ0, φ from cohort specific
distributions
SLIDE 7 The Model: production and taxes
HSV 2013
- large number of individual and island means no aggregate
uncertainty
- production of the final good takes place through a constant
return to scale technology → individuals are paid their productivity
- given gross income yt = wtht net earnings are given by:
˜ yt = λ(yt)1−τ
- this achieves some redistribution and approximates the US tax
system
SLIDE 8 The Model: market structure
HSV 2013
- all assets are in 0 net supply
- at birth agents have 0 financial asset
- α0 and φ are drawn before trading starts
- agents are attached to an island with unknown ωt realized
sequence
- within island, agents can trade a complete set of insurance
contracts
- at t ≥ b they can trade st+1 = (ωt+1, ηt+1, θt+1)
- contracts pay δ−1 unit of consumption in state st+1
- between island, more limited
- at t ≥ b they can trade st+1 = (ηt+1, θt+1)
- can’t condition on ωt+1
- note that agents can trade a risk free bond by buying δ of
each (ηt+1, θt+1) contracts
SLIDE 9 The Model: agent’s problem
HSV 2013
- call st = sb, sb+1, ...st the individual history of shocks
sj = (b, φ, α0, κ0, θb) for j=b (ωj , ηj , θj ) for j > b
- Qt(S; st) is price of insurance bought at time t by agent with
st for event set S ⊆ S.
- Bt(st+1; st) is the quantity purchased
- Q∗
t (Z; st) and B∗ t (zt+1; st) are equivalent for price and
quantity for agents from other islands.
- Z and z do not include ω.
SLIDE 10 The Model: agent’s budget constraints
HSV 2013
λ
1−τ + dt(st) = ct(st) +
Qt(st+1; st)Bt(st+1; st)dst+1 +
Q∗
t (zt+1; st)B∗ t (st+1; st)dzt+1
where the realized wealth is given by dt(st) = δ−1 Bt−1(st; st−1) + B∗
t−1(zt; st−1)
SLIDE 11 The Model: equilibrium
HSV 2013
- Given sequences {Fφt, Fα0t, Fκ0t, Fωt, Fηt, Fθt} a competitive
equilibrium is a set of allocations {ct(st), ht(st), dt(st), Bt(·, st), B∗
t (·, st)} and prices
{Bt(·, st), B∗
t (·, st)} such that 1 allocation maximize expected utility 2 insurance markets clear 3 final good and labor market clear
1 no bond traded in equilibrium between islands 2 close form solution for hours and consumption 3 close form solution for insurance claims prices 4 sharp dichotomy between individual shocks and island shocks
SLIDE 12 Main result
HSV 2013
- No insurance trade between islands B∗
T(Z; st) = 0 for all Z
- Consumption and hours are given by:
log ct(st) = −(1 − τ)ˆ φ + (1 − τ)1 + ˆ σ ˆ σ + γ αt + Ca
t
log ht(st) = −ˆ φ + 1 − γ ˆ σ + γ αt + 1 ˆ σǫt + Ha
t
where Ca
t and Ha t are age-date specific constant, ˆ
σ ˆ φ are tax-modified constants.
where ∆Ca
t is independent of a and Fst integrates over
(ω, η, θ)
SLIDE 13 Intuition behind no trade
HSV 2013
- first, agents can trade a risk free bond across island if they
want to
- however they all value this bond in the same way, why?
- multiplicative and i.i.d. structure makes claim price history
independent
- the idiosyncratic part (ηt, θt) is perfectly insured within island,
- the common part ωt is shocking everyone within island
- the island shock ωt can’t be traded across Island
- the island level shocks are the same in all Islands
- nevertheless, we get an environment with labor supply,
insurable and no insurable shocks, and every thing in close form.
SLIDE 14 Intuition behind asset no entering the state space
HSV 2013
- within island, allocation can be derived using the planner
solution (no reference to individual asset position)
- yet asset holding is non-degenerate
- between island, we have the no-trade outcome
SLIDE 15 Consumption and Labor Supply Decisions
HSV 2013
log ct(st) = −(1 − τ)ˆ φ + (1 − τ)1 + ˆ σ ˆ σ + γ αt + Ca
t
log ht(st) = −ˆ φ + 1 − γ ˆ σ + γ αt + 1 ˆ σǫt + Ha
t
- hours and ǫt = κt + θt
- hours work is increasing in the insurable component ǫt
- the response is scaled by the Frisch elasticity
- insurability of ǫ rules out income effect
- hours and αt
- γ > 1 means income effect dominates substitution: hours ց
- consumption is independent of ǫt because it is fully insured
- consumption follows a random walk
- pass-through depends on σ, γ and tax-schedule
SLIDE 16 Data and estimation
HSV 2013
- Use a combination of CEX and PSID
- Use PSID with fine age groups for
- moments in level involving hours and wages
- same moments in difference
- same moments in second difference
- Use CEX with fine age groups for
- moments in level involving consumption
- estimate parameters using minimum distance (11, 532
moments and 164 parameters)
SLIDE 17
Some Moments
HSV 2013
SLIDE 18
More Moments
HSV 2013
SLIDE 19 Parameter estimates
HSV 2013
- δ = 0.996 and τ = 0.185 ( R2 = 0.92)
- 1/ˆ
σ = 0.35 broadly consistent with the litterature
- 45% of permanent innovation appears to be insurable
SLIDE 20 Passthrough coefficient
HSV 2013
- pass-through from permanent wage shocks to consumption
- progressive taxation 0.815
- labor supply 0.845
- private insurance 0.63
- overall φw,c
t
= 0.386
- the pass-through from pre-tax earnings is 0.272, very similar
to Blundell, Pistaferri and Preston which found 0.225
SLIDE 21 Wages and consumption growth variance
HSV 2013
- the ratio of consumption growth to wage growth:
- we see even more smoothing due to taxes and labor supply
here
- at baseline, increase in variance of consumption is 25% of
increase in log-wages even though 40% of wage shocks transmit to consumption.
SLIDE 22 Life cycle variance decomposition
HSV 2013
- initial heterogeneity accounts for 40% to 50% for all variables
- insurable versus uninsurable differ for different variables
- no simple answer, depends on var of interest
- when simulating life-time earnings, they find that initial
conditions account for 63% of the dispersion
SLIDE 23 Conclusion
HSV 2013
- developed a micro-founded very tractable model of partial
insurance
- includes labor-supply decision
- close form consumption and hours
- do we learn more than BPP?
- how realistic/useful is the market structure?
SLIDE 24
Arellano, Blundell, Bonhomme (WP) Earnings and Consumption Dynamics: A Nonlinear Panel Data Framework
SLIDE 25 Model for earnings
ABB WP
yit = ηit + ǫit ηit = Qt(ηi,t−1, uit)
- note that unit root is a particular case:
ηit = ηi,t−1 + F −1(uit)
- Estimation and identification:
- identification is akin Hidden Markov Chains
- estimation is akin the EM but
- latent variable is continuous and dim ≥ 1
- uses Gibbs sampling in the E-step
- uses quantile regression in the M-step (not strictly likelihood)
SLIDE 26 Non-linear dynamics
ABB WP
- the paper allows for the persistence of the sock to differ at
different quantiles ρt(ηi,t−1, τ) = ∂Qt(ηi,t−1, τ) ∂η
- the persistence of η can differ depending on the values of η
and the shock u.
- the model allows for conditional skewness and conditional
kurtosis.
- in the unit root model ρ = 1 everywhere.
SLIDE 27
Results - Earning process
ABB WP
SLIDE 28
Results - Error terms
ABB WP
SLIDE 29
Results - Earning process - conditional skewness
ABB WP
SLIDE 30
Results - Earning process - conditional skewness
mobility
SLIDE 31 Consumption rule
ABB WP
- estimating the consumption response:
cit = gt(ait, ηit, ǫit, νit)
- where ait are assets, νit is some unobserved shock (possibly
correlated).
SLIDE 32
Results - Consumption rule
ABB WP
SLIDE 33
Results - Consumption rule
ABB WP
SLIDE 34
Results - Consumption rule
ABB WP
SLIDE 35
References