Carolyn J. HeinrichLaFollette School of Public Affairs, University of Wisconsin
Peter R. MueserUniversity of Missouri, IMPAQ International, LLC, and IZA
Kenneth R. TroskeUniversity of Kentucky and IZA
Kyung-Seong JeonUniversity of Missouri
Daver C. KahveciogluIMPAQ International, LLC
November 2009
New Estimates of Public Employment and Training Program
Net Impacts: A Nonexperimental Evaluation of
the Workforce Investment Act Program
1998 Workforce Investment Act (WIA)
Largest job-training program in the U.S.
• Implemented in 2000 in most states—replaced Job Training Partnership Act (JTPA)
Current annual federal budget: $3 billion
• Significantly lower relative to past public expenditures
Program implementation differs by state and local area
• Work-first emphasis, service sequencing, referrals, access to training
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WIA Adult Programs
Two primary adult programs serving:• Disadvantaged workers, both
unemployed and those in low-paying and unstable jobs
• Dislocated workers who have lost jobs or are slated to be laid off
Voluntary: participants recruited by local agency staff or referred by training providers– may have specific number of slots to fill• Locally-determined eligibility standards
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WIA Service Sequencing
Core services - outreach, job search, placement aid, and labor market information
Intensive services - comprehensive assessments, individual employment plans, counseling and career planning
Training services – mostly occupational/vocational training, some on-the-job training
• Most training provided with voucher
Similar services available to anyone in Employment Service
offices (“Wagner-Peyser” services)
Training time varies from a few months
up to 2 years
Impact Analysis
Impact estimates for • Adult program• Dislocated Worker program• Incremental impact of Training services
vs. Intensive/Core services for these programs
Using state administrative data from 12 states: Connecticut, Indiana, Kentucky, Maryland, Mississippi, Missouri, Minnesota, Montana, New Mexico, Tennessee, Utah, Wisconsin
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Comparison Groups
Comparison groups: UI claimants (9 states), Wagner-Peyser (3 states)
•Programs have substantial overlap
•WIA recipients receive the most meaningful services
WIA
Wagner-Peyser Services
UI Claim
Both are plausible comparison groups because they contain individuals with employment problems & those seeking assistance
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Measures
Outcomes: Earnings & employment 16 qtrs
Control variables: Calendar quarter of program entry Demographics: gender (exact match),
age, education, race/ethnicity Disability, veteran Local labor market Employment and earnings over the two
years prior to program entry Industry of most recent job Prior program participation (WIA, UI, ES)
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Overview of Analysis
WIA Program Group Sample Group
Adult DW Treatment Comparison
(a) (b) (c) (d)
1. X X WIA UI Claim or Wagner-Peyser
2. X X WIA Receiving UI UI Recipients
3. X X WIA Training WIA Core/Intensive
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Estimates
Estimates for states are combined Weighted by number of WIA
participants•WIA participants entering in PY2003 and
PY2004
Estimate of average program impact across 12 states•Effect of the treatment (WIA) on the treated•Comparison group defined by program
contact in quarter of entry (UI claim or benefit, Wagner-Peyser service receipt, WIA participants who did not receive training services for training impact estimate)
Matching Procedures
Matching is within state, within gender, and (usually) within quarter of participation
Logit specification predicts propensity score• Details of variable coding differ by state;
approx. 100 individual characteristics, labor market experience and prior program participation, geographic area within state
Matching is many-to-one, using a caliper, with replacement (“radius matching”)
Standard errors use formula recommended by Imbens (2008) based on a conditional variance estimate
Basic Data: Demographics
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WIA Adult
WIA Dislocated Worker
Comparison Group
Sample sizeUnique individuals 95,580 63,515 2,929,496
Units available for matching 97,552 64,089 6,161,510
Demographic Mean Mean MeanMale 0.420 0.482 0.585
Black 0.445 0.330 0.171Hispanic 0.031 0.022 0.064
Age 32.70 40.24 39.59
Years of education 12.27 12.55 12.42
Summary Statistics for WIA Participants and Comparison Group: 12 States
Basic Data: Adult Program Earnings
Figure III.1: Quarterly Earnings For WIA Adult Program and Comparison Program Participants Prior to and Following Participation: 12 States
0
1000
2000
3000
4000
5000
6000
7000
-16
-14
-12
-10 -8 -6 -4 -2 0 2 4 6 8 10 12 14 16
Quarters
Overall No Training Training UI ClaimentsComparison13
Dip in earnings is small for Adult Program participants
Dip in earnings is large for comparison program participants
Impact Estimates: Adult ProgramAll Services, Females
Figure V.1 Program Treatment Effect on Quarterly Earnings, Adult WIA versus Comparison Group : Females
$0
$200
$400
$600
$800
$1,000
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
Quarter
Impact Impact ± 2SE
Earnings difference prior quarter 10 -48 (23)Earnings difference prior quarter 16 6 (39)
All Services Earnings
Females
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Quarterly earnings increase by $600 in 16 quarters after program entry
(Mean quarterly earnings are $2000-$4000)
Estimates in quarters 1-3 are probably upwardly biased
Other estimates are realistic
Impact Estimates: Adult ProgramAll Services, Males
Figure V.2 Program Treatment Effect on Quarterly Earnings, Adult WIA versus Comparison Group : Males
$0
$200
$400
$600
$800
$1,000
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
Quarter
Impact Impact ± 2SE
Earnings difference prior quarter 10 11 (31)Earnings difference prior quarter 16 -102 (58) All
Services Earnings
Males
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Again, quarter 1-3 estimates upwardly biased
Other estimates are realisticQuarterly earnings increase by
$400 for males
Impact Estimates: Adult Program Training, Females
Figure V.15 Program Treatment Effect on Quarterly Earnings, Adult WIA Training versus Comparison Group : Females
-$400
$0
$400
$800
$1,200
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
Quarter
Impact Impact ± 2SE
Earnings difference prior quarter 10 13 (51)Earnings difference prior quarter 16 104 (90) Training
Earnings
Females
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Comparison group is WIA participants who don’t enter training
Impact Estimates: Adult Program Training, Males
Figure V.16 Program Treatment Effect on Quarterly Earnings, Adult WIA Training versus Comparison Group : Males
-$400
$0
$400
$800
$1,200
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
Quarter
Impact Impact ± 2SEImpact ± 2SE
Earnings difference prior quarter 10 -38 (92)Earnings difference prior quarter 16 174 (187) Training
Earnings
Males
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Comparison group is WIA participants who don’t enter training
Impact Estimates: Adult Program All Services, High Training States
Figure V.5 Program Treatment Effect on Quarterly Earnings, Adult WIA versus Comparison Group : 7 High Training States, Females
-$400
-$200
$0
$200
$400
$600
$800
$1,000
$1,200
$1,400
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
Quarter
Ear
nin
gs
Impact Impact ± 2SE
Earnings difference prior quarter 10 -18 (34)Earnings difference prior quarter 16 24 (113)
All Services Earnings
Females
7 High-TrainingStates
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Initial increase greater
Impact Estimates: Adult Program All Services, High Training States
Figure V.6 Program Treatment Effect on Quarterly Earnings, Adult WIA versus Comparison Group : 7 High Training States, Males
-$400
-$200
$0
$200
$400
$600
$800
$1,000
$1,200
$1,400
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
Quarter
Ear
nin
gs
Impact Impact ± 2SE
Earnings difference prior quarter 10 39 (54)Earnings difference prior quarter 16 -230 (154)
All Services Earnings
Males
7 High-TrainingStates
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No initial decline
Summary of Impact Estimates: Adult Program
At face value, results imply strong immediate impact
• Aggressive initial counseling (plausible?)
• Selection into program may cause positive initial impact estimates• Self-selection, counselor selection of those with
good prospects Training appears to be of some value, but
there may be selection bias in results Results for states with greater investments
(“high training” states) differ• No initial decline, greater growth over time in
impacts
Figure III.2: Quarterly Earnings For WIA Displaced Workers and Comparison Program Participants Prior to and Following Participation: 12 States
0
1000
2000
3000
4000
5000
6000
7000
Quarters
Qu
arte
rly
Ear
nin
gs
Overall No Training Training UI Claiments
Basic Data: Displaced Worker Program Earnings
Comparison
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Dip in earnings is large for Dislocated Worker Program participants
Impact Estimates: Dislocated Worker Program
All Services, Females Figure VI.1 Program Treatment Effect on Quarterly Earnings, Dislocated Worker WIA versus Comparison Group : Females
-$600
-$400
-$200
$0
$200
$400
$600
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
Quarter
Ear
nin
gs
Impact Difference in Difference (Base Quarter - 16) Impact ± 2SE
Earnings difference prior quarter 10 76 (31)Earnings difference prior quarter 16 233 (69)
All Services Earnings
Females
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Difference-in-difference estimates is much lower
WIA entrants are advantaged relative to the comparison group: Causal impact is uncertain
Impact Estimates: Dislocated Worker Program
All Services, Males Figure VI.2 Program Treatment Effect on Quarterly Earnings, Dislocated Worker WIA versus Comparison Group : Males
-$600
-$400
-$200
$0
$200
$400
$600
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
Quarter
Ear
nin
gs
Impact Difference in Difference (Base Quarter - 16) Impact ± 2SE
Earnings difference prior quarter 10 67 (41)Earnings difference prior quarter 16 267 (106)
All Services Earnings
Males
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Difference-in-difference estimates is much lower for males, too
Impact Estimates: Dislocated Worker Program
Training, Females Figure VI.13 Program Treatment Effect on Quarterly Earnings, Dislocated Worker WIA Training versus Comparison Group : Females
-$1,400
-$1,000
-$600
-$200
$200
$600
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
Quarter
Ear
nin
gs
Impact Impact ± 2SE
Earnings difference prior quarter 10 0 (94)Earnings difference prior quarter 16 -212 (205)
Training Earnings
Females
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Impact Estimates: Dislocated Worker Program
Training, Males Figure VI.14 Program Treatment Effect on Quarterly Earnings, Dislocated Worker WIA Training versus Comparison Group : Males
-$1,400
-$1,000
-$600
-$200
$200
$600
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
Quarter
Ear
nin
gs
Impact Impact ± 2SE
Earnings difference prior quarter 10 43 (137)Earnings difference prior quarter 16 28 (305)
Training Earnings
Males
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Summary of Impact Estimates: Dislocated Worker Program
Pattern of results consistent with expectations that WIA services require time to produce impacts for workers facing serious difficulties in obtaining reemployment
• DW participant earnings do not reach earnings of comparable nonparticipants until more than two years after participation
Estimates also imply little incremental impact of training for DW participants
• Unlikely initial costs of training could be recouped Results for 7 High-Training states show less evidence
of bias (especially for women) but impacts on earnings even after training is complete appear minimal
• There does appear to be some impact on employment26
Conclusion
Adult Program
• We observe long-term positive impacts of the WIA program
• Training also appears to be valuable Dislocated Worker Program
• Selection on stable unobserved factors may induce positive bias in impact estimates
• Program long-run impacts difficult to gauge• Long-term impacts appear minimal• Training appears to have little long-run effect
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Conclusion (continued)
Analysis shows both the potential benefits and the limitations of nonexperimental estimates based on administrative data
• Selection clearly affects results
• Patterns of estimates provide an indication of where impacts may be greatest
• Specification tests are important
• Comparison across control types and programs is useful
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