Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
The Employment and Output Effects ofShort-Time Work in Germany
Russell Cooper1 Moritz Meyer 2 Immo Schott 3
1Penn State 2The World Bank 3Universite de Montreal
Social Statistics and Population Dynamics SeminarMcGill
March 8th, 2017
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Motivation
In Germany the 2008 recession led to:
Large negative effect on GDP & total hours workedSmall effect on unemploymentStark contrast with other OECD economies‘German Labor Market Miracle’
Possible explanation: Short-Time Work (STW)
Our question:
Can STW save jobs?And if yes, at what cost?
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
GDP Growth (year-to-year)
−10
−5
05
GD
P g
row
th
1995q1 2000q1 2005q1 2010q1 2015q1Time
DEU USA
OECD AUT
ESP FRA
Micro Data Hours Change
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Unemployment Rate
50
100
150
200
250
2005q1 =
100
1995q1 2000q1 2005q1 2010q1 2015q1Time
DEU USA
OECD AUT
ESP FRA
Micro Data
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
What is Short-Time Work (STW)?
Labor market policy instrument
Goal: Mitigating cyclical shocksChange labor demand via intensive margin (hours vs. workers)UI compensates workers for lost income (60-67%)Absent STW, unilateral reductions in hours worked are illegalUse of STW is subject to strict set of legal requirements Details
The ‘STW policy’: 2009 - 2010
Gov’t dramatically reduced eligibility criteria & burden of proofMaximum duration increased from six to 18, and then 24monthsJune 2009: Around 60’000 establishments and 1’500’000workers Graph
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Summary of Results
Can STW save jobs?
Economic press, Government, Unions→ We find a positive effect on employment
What are the costs?
Reduced form vs. structural model‘Reallocation channel’→ STW prevents reallocation of labor→ negative effect on GDP
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Literature
Work Sharing: Burdett & Wright (1989), Hunt (1998,1999), Marimon & Zilibotti (2000), Kudoh & Sasaki (2011)
German Labor Market: Krause & Uhlig (2011), Burda &Hunt (2011), Cahuc & Carcillo (2011), Balleer et al. (2016)
Factor allocation: Hsieh & Klenow (2007), Bartelsman et. al(2013)
Multi-worker firms: Cooper, Haltiwanger, & Willis (2007),Elsby & Michaels (2013), Stole & Zwiebel (1996)
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Data
Afid-Panel Indusriebetriebe from German Statistical Office
Universe of manufacturing plants, annual panel 1995-2010
Up to 68’000 observations, of which we use ≈ 39’000
Variables: Revenue, Employment, Hours Worked, . . . Sumstats
Advantages
June 2009: 80.4% (41%) of workers (firms) using STW werelocated in manufacturingHeavy concentrating of employment in MittelstandNo sampling bias
Disadvantages
No direct information on STW
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Changes in Total Hours: Extensive and Intensive Margins
−.1
−.0
50
.05
19
96
19
97
19
98
19
99
20
00
20
01
20
02
20
03
20
04
20
05
20
06
20
07
20
08
20
09
20
10
Employment Hours per Employee
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Distribution of changes in annual hours per worker:1995-2008
05
10
15
Fre
quency
<−
.3
−.3
<x<
.2
−.2
<x<
−.1
%
−.1
<x<
−.0
5
−.0
5<
x<
−.0
25
−.0
25<
x<
−.0
1
inactiv
e
.01<
x<
.025
.025<
x<
.05
.05<
x<
.1
.1>
x>
.2
.2>
x>
.3
x>
.3
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Distribution of changes in annual hours per worker:1995-2009
05
10
15
20
Fre
quency
<−
.3
−.3
<x<
.2
−.2
<x<
−.1
%
−.1
<x<
−.0
5
−.0
5<
x<
−.0
25
−.0
25<
x<
−.0
1
inactiv
e
.01<
x<
.025
.025<
x<
.05
.05<
x<
.1
.1>
x>
.2
.2>
x>
.3
x>
.3
1995−2008 2009
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Distribution of changes in annual hours per worker:1995-2010
05
10
15
20
Fre
quency
<−
.3
−.3
<x<
.2
−.2
<x<
−.1
%
−.1
<x<
−.0
5
−.0
5<
x<
−.0
25
−.0
25<
x<
−.0
1
inactiv
e
.01<
x<
.025
.025<
x<
.05
.05<
x<
.1
.1>
x>
.2
.2>
x>
.3
x>
.3
1995−2008 2009
2010
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Model - Overview
Basic Model
Hours Contraints & STW
Aggregate Shocks
Quantitative Results: Counterfactuals
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Model - Ingredients
Workers and multi-worker Firms
Firms face idiosyncratic productivity shocks ε
Decreasing returns to scale in production
Total labor input L = h · nFrictional labor market produces rents
Nash-BargainingMatching Function M = m(U,V ),Labor Market Tightness θ = V
U
Vacancy-filling probability q = MV
Distribution of firms over (ε, n)
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Model - Timing
Firm enters period with n−1 workers and productivity ε
Choose n workers and average hours h
Negotiate wage with n workers
Produce output
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Model - Firm’s Problem
V (ε, n−1) = maxh,n
{εF (h · n)− ω(h, n, ε) · h · n −
cvq
(n − n−1)1+ + β
∫V (ε′, n)dG (ε′|ε)
},
ω(·) is a wage schedule
cv is a linear vacancy creation cost
1+ is an indicator for when a firm is hiring
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Model - Firm’s Problem
FOC Hours
εFL(h · n)− ω(h, n, ε) − ωh(h, n, ε) · h = 0
FOC Employment (if ∆n 6= 0)
εhFL(h·n)−ω(h, n, ε)·h−ωn(h, n, ε)·nh−cvq1
++βD(ε, n) = 0,
where D(ε, n) ≡∫Vn(ε′, n)dG (ε′|ε)
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Model - Firm’s Problem
FOC Hours
εFL(h · n)− ω(h, n, ε) − ωh(h, n, ε) · h = 0
FOC Employment (if ∆n 6= 0)
εhFL(h·n)−ω(h, n, ε)·h−ωn(h, n, ε)·nh−cvq1
++βD(ε, n) = 0,
where D(ε, n) ≡∫Vn(ε′, n)dG (ε′|ε)
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Model - Worker’s Problem
W e(ε, n) = ω(h, ε, n)·h−ξ(h)+βEε′|ε[sW ′u + (1− s)W e(ε′, n′)
].
W u = b + βE(ε′,n′)
[(1− φ)W ′u + φW e(ε′, n′)
].
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Model - Wages
Workers and Firm share surplus of match
Decreasing return to scale → surplus changes for each workerNash bargaining over marginal surplus (Stole & Zwiebel(1996))
Firm’s marginal surplus for matching with a worker:
S(ε, n) = εhFL(h · n)− ω(h, n, ε)h − ωn(h, n, ε)hn + βD(ε, n)
Surplus is shared according to
W e(ε, n)−W u =η
1− ηS(ε, n).
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Model - Wages
Wage solves differential equation
ω(h, ε, n) · h = (1− η) [b + ξ(h)] +
η
[εhFL(h · n) + φ
cvq− ωn(h, n, ε) · h · n
]Assume F (L) = Lα = nαhα
ω(h, ε, n) · h = (1− η) [b + ξ(h)] + η
[εαhαnα−1
1− η(1− α)+ φ
cvq
]Negotiated at t = 0
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Model - Optimal Labor Demand
Combine wage with FOCs to get H(ε, n) and N (ε, n−1).
The optimal hours choice:
H(ε, n) =
[εαnα−1
ξ′(h) (1− η(1− α))
] 11−α
The optimal employment choice:
N (ε, n−1) =
ψ−1v (ε) if ε > ψv (n−1),
n−1 if ε ∈ [ψ(n−1), ψv (n−1)] ,
ψ−1(ε) if ε < ψ(n−1),
Graph
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Hours Constraint and STW
Standard hours = h. Firm cannot set h < h
Policy parameter for STW: Ξ
Ξ ∈ [0, h]Constraint changes to h− Ξ
The optimal hours policy function becomes
H(ε, n) = max
{h− Ξ,
[εαnα−1
ξ′(h) (1− η(1− α))
] 11−α}.
STW use has to be approved by gov’t
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Model - Calibration (Ξ = 0)
Parameter Meaning Value Reason
Calibrated
β Discount factor .9967 Annual r = 4%γ Matching elasticity .6 Petrongolo & Pissarides (2001)µ Matching efficiency .1622 θ = 0.091α F (L) = Lα .65 Cooper et al. (2007)ε Mean of ε 1 Normalizationb Unemployment benefit .024 Average employment = 98.5ξ0 Disutility of work (scale) .124 Average hours = 1η Worker bargaining power .413 Labor share 0.76
Table: Model Parameters.
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Model - Estimation (Ξ = 0)
Moment Data ModelL−NL
= δφ+δ
.09 .09
∆h < |5%| (annual) .538 .542∆n < |5%| (annual) .476 .440
cv(n)/cv(h) 5.63 5.66
Distance L(Θ) - 0.001382
Table: Estimated Parameters
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Steady state results - no policy
Match inactivity regions of Hours and Employment changes
Match the relative variability of hours and employment
Value of leisure = 13.24% of average wages
Firms spend on average 1.07% of monthly wage bill onrecruiting costs
Labor costs of posting vacancies are 32.66% of the averagemonthly worker wage
Labor market tightness θ = VU = 0.091
Monthly job-finding rate of 6.22%
US ≈ 30% (Hall (2006))
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Steady state results - Hourly wage
11.1
1.21.3
1.41.5
80
100
120
0.145
0.15
0.155
0.16
0.165
0.17
HoursEmployment
Wa
ge
Wage is decreasing in n and h
Effect via marginal product of labor & disutility
More productive firms are large
Positive relationship between size and wages
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Steady state results - The Hours Constraint h = 1
0.7 0.8 0.9 1 1.1 1.2 1.3 1.4 1.5Average Hours
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
F(x
)
Empirical CDF of Hours
no STWSTW
Constraint can be binding in steady state
h prevents hours reductions, firms use extensive margin
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Aggregate Shocks
Π =
Ahigh Alow AΞ
Ahigh ρ 1− ρ 0Alow 1− ρ ρ 0AΞ 1− ρ ρ− π π
Average duration of STW is six months: π
Solve similarly to Krusell & Smith (1998)
Firms need to forecast q′ which depends on the cross-sectionaldistribution
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Effect of STW
Simulation of economy
Let STW policy become active in period t = 200
no negative productivity shocks
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
IRF - Effect of STW
50 100 150 200 250 300 350
0
0.5
1
1.5
2Aggregate Productivity
50 100 150 200 250 300 350
0.98
0.99
1
1.01Output
50 100 150 200 250 300 350
0.96
0.98
1
1.02
1.04
1.06
Employment
50 100 150 200 250 300 350
0.97
0.98
0.99
1
1.01Total Hours Worked
50 100 150 200 250 300 350
0.96
0.98
1
Average Hours
50 100 150 200 250 300 350
0.62
0.64
0.66
0.68
Vacancy-filling probability
50 100 150 200 250 300 350
0.99
0.995
1
1.005
1.01
1.015
Hourly Wages
50 100 150 200 250 300 350
0
0.1
0.2
0.3
0.4
0.5Fraction of Firms using STW
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Effect of STW
Simulation of economy
Let STW policy become active in period t = 200
no negative productivity shocks
Partial Equilibrium: Keep q fixed
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
IRF - Effect of STW - PE
50 100 150 200 250 300 3500
0.5
1
1.5
2Aggregate Productivity
GE
PE
50 100 150 200 250 300 350
0.98
0.985
0.99
0.995
1
1.005
1.01Output
50 100 150 200 250 300 3500.95
1
1.05
1.1
Employment
50 100 150 200 250 300 350
0.97
0.98
0.99
1
1.01Total Hours Worked
50 100 150 200 250 300 350
0.94
0.96
0.98
1
Average Hours
50 100 150 200 250 300 350
0.63
0.64
0.65
0.66
0.67
0.68
0.69Vacancy-filling probability
50 100 150 200 250 300 3500.99
0.995
1
1.005
1.01
Hourly Wages
50 100 150 200 250 300 3500
0.1
0.2
0.3
0.4
0.5
0.6Fraction of Firms using STW
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Effect of STW
STW increases employment but has a negative effect onoutput.
Key: endogeneity of q
Positive employment response more than twice as large in PE
Output falls by almost 1%
Heterogeneous effect on firms
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
IRF - Recession without STW
5 10 15 20 25
0.99
1
1.01Aggregate Productivity
5 10 15 20 250.97
0.98
0.99
1Output
5 10 15 20 251
1.05
1.1Unemployment Rate
5 10 15 20 250.98
0.99
1Total Labor Input L
5 10 15 20 250.985
0.99
0.995
1Average Hours
5 10 15 20 251
1.01
1.02
1.03q
5 10 15 20 250.997
0.998
0.999
1Hourly Wages
5 10 15 20 250
0.5
1Fraction of Firms using STW
no STW
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
IRF - Recession with STW
5 10 15 20 25
0.99
1
1.01Aggregate Productivity
5 10 15 20 250.96
0.98
1Output
5 10 15 20 251
1.05
1.1Unemployment Rate
5 10 15 20 250.94
0.96
0.98
1Total Labor Input L
5 10 15 20 250.94
0.96
0.98
1Average Hours
5 10 15 20 251
1.01
1.02
1.03q
5 10 15 20 250.995
1
1.005Hourly Wages
5 10 15 20 250
0.2
0.4
0.6Fraction of Firms using STW
no STW
STW
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Productivity Effects
5 10 15 20 25 300.996
0.998
1
1.002
1.004
1.006
1.008
1.01
1.012
1.014Correlation of Employment and Productivity
no STW
STW
Figure: Cross-sectional correlation between productivity and employment
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Employment Effects for firms with ∆ε < 0
5 10 15 20 25-9.4
-9.2
-9
-8.8
-8.6
-8.4
-8.2
-8
-7.8Average Employment Change
5 10 15 20 250.88
0.9
0.92
0.94
0.96
0.98
1
1.02Average Hours
no STW
STW
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Job Creation and Job Destruction
5 10 15 20 25-0.2
0
0.2
0.4
0.6
0.8Job Destruction
no STW
STW
5 10 15 20 25-0.02
-0.01
0
0.01
0.02
0.03
0.04
0.05
0.06Job Creation
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Robustness
Role of parameters (see paper)
Role of labor market institutions
Flexibility, h < 1
Alternative: Hiring Credits
cheaper, but less effectiveLarge initial effect on U via JD
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Model Predictions
Germany 2009:
labor productivity per worker -4.9%labor productivity per hour -2.2%Less job creation in sectors with more STW Graph
in line with model prediction
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Conclusion
Can STW save jobs?
Economic press, Government, Unions→ We find a positive effect on employment
What are the costs?
Reduced form vs. structural model‘Reallocation channel’→ STW prevents reallocation of labor→ negative effect on GDP of around 1%
Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Employment Policy
0 1 2 3 4 5 6 7 8
Log Employment Today
0
1
2
3
4
5
6
7
8
Log
Empl
oym
ent T
omor
row
Employment Policy Function for levels of productivity
Figure: Firm’s Employment Policy N (ε, n−1) as a function of productivity.
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Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Change in Total Hours Worked
−6
−4
−2
02
4T
ota
l H
ours
gro
wth
, %
1995 2000 2005 2010 2015Time
DEU USA
OECD AUT
ESP FRA
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Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Summary Statistics
Count Mean SD IQR p10 p50 p90
N 38,839 98.5 142.6 73.8 19.4 48.2 228.0H 33,617 156,300 20,576 11,694 3,578 8,366 35,107
H/N 34,303 135.8 35.7 31.6 104.5 134.0 167.9PY 39,180 1,531,785 3,106,538 1,116,285 101,242 474,343 3,766,944
Table: Summary Statistics
Note: Summary statistics for Employment N, Hours H, Hours per EmployeeH/N, and Revenues PY . The table shows average values over all years.Revenues are deflated to 2005 Euros.
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Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Rules for STW
1 Hours reduction must not be preventable (overtime, holidays)
2 The firm must be unable to compensate the work stoppagewith permissible variations in intra-firm working hours
3 At least a third of the firm’s workforce must suffer an earningsloss of at least 10%.
4 Reduction in working time must be temporary. The maximumduration of STW is six months. After this time full-timeemployment should be restored.
Hours worked will be paid as usual
Remanence costs for the firm
The gov’t will compensate workers for 60% (67%) of earningsloss
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Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
STW use by Workers and Firms
0500
1000
1500
Work
ers
020
40
60
Firm
s
2008m1 2010m1 2012m1 2014m1 2016m1
Time
Firms Workers
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Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Hours Change Distribution
<-.20 -.20--.10 -.10--.05 Inactive .05-.10 .10-.20 >.200
0.1
0.2
0.3
0.4
0.5
0.6
Data
Model
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Introduction The Model Steady State Aggregate Shocks Employment Conclusion Appendix
Employment Change Distribution
<-.20 -.20--.10 -.10--.05 Inactive .05-.10 .10-.20 >.200
0.05
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.45
0.5
Data
Model
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