DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013...
Transcript of DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013...
![Page 1: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/1.jpg)
DESIGNING LABOR POLICY:
A SIMULATION APPROACH
Labor Market Policy Core Course – May 15th 2013
1
PRESENTERS:
MICHAEL WEBER AND DAVID A. ROBALINO
![Page 2: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/2.jpg)
Outline
1 • Motivation – Why Simulation?
2 • Ex-Ante Evaluation of LM Policies
3 • simPLE – simulation for Policies in Labor Economics
4 • Example: Unemployment Benefits in Colombia
5 • Example: Unemployment Insurance for Malaysia
6 • Example: Wage Subsidies in Tunisia
7 • Conclusion
2
![Page 3: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/3.jpg)
Motivation
Evaluation of Labor Policies concerns all of us
These policies have important impacts on Labor Markets and
fiscal accounts
Ex-post evaluations are costly and difficult
Advances enable (Ex-Ante) Labor Policy Simulations
Evaluations through Simulations facilitate
Communication and Discussion of Policy Features, Expected Effects,
and Assumptions
Transparency and Comparison of Policies
Sharing and Learning from Best Policy Practices
Simulating is NOT forecasting
3
![Page 4: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/4.jpg)
Approaches for Designing Policies I
Ex-Post Evaluation (Experiments, Quasi-Experiments)
Advantages:
statistically valid and robust results of impact against a
counterfactual
Disadvantages:
costly and time-consuming to implement
high level of statistical complexity to account for selection
bias and the effects of unobservable characteristics (quasi-
experimental)
4
![Page 5: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/5.jpg)
Approaches for Designing Policies II
Ex-Ante Evaluation ((Micro-)simulation)
Advantages:
projects potential impacts prior to implementation
can determine the sensitivity of outcomes or the efficiency
and effectiveness of many alternative program designs
Disadvantages:
rely on structural models of economic behavior – (strong)
underlying assumptions that may be controversial
building upon existing data that can drive results
5
Given numerous labor policy design alternatives, ex-
ante approaches can support policy making
![Page 6: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/6.jpg)
Examples of Microsimulation Approaches
EU: EUROMOD
analysis of taxes and benefits on household incomes
and work incentives
Statistics Canada: Lifepaths (among others)
simulates impacts of government programs over time on
the individual/household level
and many others:
Sweden: SVERIGE3; Australia: APPSIM; Italy:
LABORsim; UK: PenSim2; …
6
![Page 7: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/7.jpg)
simPLE – simulations for Policies in Labor
Economics
Our Approach: simPLE
![Page 8: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/8.jpg)
Types of LM Policies for simPLE to address 8
Benefits
• Unemployment Benefits (traditional UI, individual accounts, solidarity funds, severance pay, etc.)
Costs (of Labor)
• Wage Subsidies
• Minimum Wage
• Firing Costs
• Severance Pay
Financing
• Social Security Contributions (Tax Wedge)
![Page 9: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/9.jpg)
simPLE – Simulation Tool to … 9
![Page 10: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/10.jpg)
How the model works 10
unemployment
formal wage employment
informal wage employment
self-employment
time
job interviews
![Page 11: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/11.jpg)
Structural Parameters for simPLE 11
Probability of getting job interviews (formal informal) that depend on the ratio of unemployed to vacancies
Relative productivity of labor in the formal and informal sector
Productivity of labor in self-employment
Bargaining power of workers relative to employers
Probability of loosing a job (formal wage, informal wage, self-employment)
Interest rates
Growth rates of vacancies
![Page 12: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/12.jpg)
LM indicators used to estimate
structural parameters 12
Unemployment rate
Share of self employment
Share of informal wage employment
Share of formal wage employment
Average wage self-employed
Average wage formal workers
Average wage informal workers
![Page 13: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/13.jpg)
Potential Sources of Data 13
Labor force surveys
• Employment and its components: (in-)formal wage and self-employment
• Unemployment
• Wages
• Distribution of relevant LM characteristics such as education level
Administrative data
• Number of recipients of benefits and subsidies
• Actual levels and durations of benefits and subsidies
• Actual contributions and taxes paid
Labor Code and Social Insurance Law
• Contribution rates to Labor Market and Social Insurance Programs
• Payroll and other income related taxes
• Minimum Wage regulations
• Wage Subsidies
• Severance Pay
• Unemployment Insurance and Unemployment Assistance
![Page 14: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/14.jpg)
14 simPLE structure
![Page 15: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/15.jpg)
How to reform the unemployment benefit (UB)
system?
Example: Colombia
![Page 16: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/16.jpg)
Colombia – UB Reform Proposal I 16
Model based on individual accounts (UISA)
• incentive-compatible: reduces moral hazard
• easier and less costly administration
• positive balance will be transferred to the pensions account upon retirement
Covering all formal sector employees
• later extendable to self-employed workers
Complemented by a solidarity fund
• to supplement the low savings of some workers
• additional obligations if accessing SF
![Page 17: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/17.jpg)
Colombia – UB Reform Proposal II 17
Individual Account
Solidarity Fund
Employer
State
Employee
After first month if eligible
Any Reason for Separation
UISA with SF
Eligibility Conditions
![Page 18: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/18.jpg)
UB Selected Inputs for Simulation 18
![Page 19: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/19.jpg)
Colombia – Outputs Summary
• Sustainable system (base scenario without major shocks)
• Driven by administrative costs Fiscal impact
• Still low in relation to total unemployment spells (including informal)
• However increased support for the (formal) unemployed over their unemployment spell
Coverage
• Consumption smoothing effect confirmed Consumption
19
![Page 20: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/20.jpg)
Colombia Output – UB Payouts 20
0
50000
100000
150000
200000
250000
300000
350000
400000
450000
500000
1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41 43 45 47 49 51 53 55 57 59
Benefi
ts/E
xpenditure
Time (months)
UI/SF Payments UISA Payments TOTAL
![Page 21: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/21.jpg)
Colombia Output – Revenues Solidarity
Fund (SF) 21
-100000
0
100000
200000
300000
400000
500000
1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41 43 45 47 49 51 53 55 57 59
Balance on UI/SF Fund (positive integers indicate a surplus)
Expenditures/Benefits TOTAL
Balance on UI/SF Fund (positive integers indicate a surplus) $6,521,419
Balance on Individual Savings Accounts $28,889,416
![Page 22: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/22.jpg)
Colombia Output – Coverage I 22
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
1 2 3 4 5 6Months
Duration of Unemployment with UB coverage (censored tabulation)
![Page 23: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/23.jpg)
Colombia Output – Coverage II 23
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
Total of all Unemployment Spells
Unemployment Spellswithout Coverage
Unemployment Spells withUISA coverage only
Unemployment Spells withUISA+SF coverage
![Page 24: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/24.jpg)
Shall the country adopt unemployment insurance?
Example: Malaysia
![Page 25: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/25.jpg)
The situation in Malaysia I 25
![Page 26: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/26.jpg)
26
The situation in Malaysia I
![Page 27: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/27.jpg)
27
The situation in Malaysia II
![Page 28: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/28.jpg)
28
The situation in Malaysia II
![Page 29: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/29.jpg)
Employment effects depend on policy
choices 29
![Page 30: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/30.jpg)
Employment effects depend on policy
choices 30
![Page 31: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/31.jpg)
How to use wage policies to employ youth?
Example: Tunisia
![Page 32: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/32.jpg)
Human resources are underutilized
Distribution of
the Working
Age Population
32
![Page 33: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/33.jpg)
The unemployed are concentrated in certain
groups 33
![Page 34: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/34.jpg)
Long term unemployment is pervasive 34
![Page 35: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/35.jpg)
Inefficient Labor Market Transitions
6 YEARS
Age
School to work transitions are difficult
35
![Page 36: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/36.jpg)
SHORTAGE SURPLUS
There seems to be a surplus of professionals...
... and a deficit of semi-skilled workers 36
![Page 37: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/37.jpg)
The minimum wage today seems moderate relative
to other countries... 37
![Page 38: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/38.jpg)
... but it could be binding in the private sector 38
![Page 39: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/39.jpg)
Model suggests the MG is reducing employment for
youth 39
![Page 40: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/40.jpg)
At the aggregate level the impact of wage
subsidies has been modest... 40
![Page 41: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/41.jpg)
Targeting wage subsidies -- 50% -- to low skilled
workers can have a more sizable effect ... 41
![Page 42: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/42.jpg)
Conclusion 42
• Policymakers need information on LM and fiscal impacts of alternative regulations and income protection programs
Why?
• can be successful but poorly designed policies can create incentive, efficiency, and equity problems
Labor Market Interventions
• ex-post evaluations are costly and difficult
• ex-ante evaluations help gauge various alternative policy designs
Policy Evaluation
• simulations can support policy makers to quickly and efficiently implement ex-ante evaluations simPLE
• simulating is not forecasting; ex-ante simulations can complement ex-post evaluations Mind:
![Page 43: DESIGNING LABOR POLICY: A SIMULATION APPROACH · Labor Market Policy Core Course – May 15th 2013 1 PRESENTERS: MICHAEL WEBER AND DAVID A. ROBALINO . ... Labor) •Wage Subsidies](https://reader034.fdocuments.net/reader034/viewer/2022042812/5facd2006dd14160625ba11c/html5/thumbnails/43.jpg)
THANK YOU
FOR YOUR ATTENTION!
Labor Market Policy Core Course – May 15th, 2013
43