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The Impact of the Minimum Wage on DI Participation Gary V. Engelhardt Syracuse University 21 st Annual SSA Research Consortium Meeting August 1, 2019 National Press Club Washington, D.C. 1 Introduction This project provides an empirical


  1. The Impact of the Minimum Wage on DI Participation Gary V. Engelhardt Syracuse University 21 st Annual SSA Research Consortium Meeting August 1, 2019 National Press Club Washington, D.C. 1

  2. Introduction This project provides an empirical analysis of the impact of the minimum • wage on DI claims The minimum wage affects the value of labor-market work relative to DI • Raises the opportunity cost of being on DI for those not truly disabled • However, increases in the minimum wage cut both way • Raise hourly wages • May decrease employment and hours for low-skilled workers • Overall impact on DI participation is theoretically ambiguous • 2

  3. Introduction This project answers the following question: • “Do changes in the minimum wage find their way in the short run into changes in DI claims and awards?” 3

  4. Introduction And the answer is no • 4

  5. Summary of Data and Methods Draw on data from the SSA’s State Agencies Monthly Workload Data • State-by-year panel of DI claims and allowances for 2002-2017 • Matched to state-by-time variation in the real effective minimum wage • 5

  6. Summary of Data and Methods Two reduced-form estimation methodologies are employed • The first follows studies in the hourly wage-inequality literature • models DI claims as a function of the bindingness of the log minimum • wage in the state hourly wage distribution The second follows studies in the disemployment literature • models DI claims as a function of a distributed lag of the minimum wage • 6

  7. Summary of Findings Across a wide variety of specifications, the minimum wage has had no net • effect in the short run on DI claims and awards over the last two decades Estimated elasticities of DI claims and awards to the minimum wage are • Economically small • Not statistically different from zero • Policy proposals to increase the minimum wage would be predicted to have • no discernable impact on DI claims and awards 7

  8. Background MW can affect DI participation in the short run in a number of dimensions  Increase the likelihood of attaining a quarter of coverage and over time – Increase the likelihood an individual will be insured for DI benefits  Conditional on being insured, increase the likelihood earnings exceed SGA – Reduce the likelihood an insured individual is eligible for DI benefits  Conditional on being eligible, increase earnings – Decrease the replacement rate from DI  Increase the opportunity cost of DI participation  8

  9. Background Employment/hours adjustments complicate the potential impact on DI  If minimum wage reduces employment for the low-skilled, DI becomes  more attractive relative to labor force participation Overall, the impact of a change in the hourly wage, such as that induced by  a change in the minimum wage, is theoretically ambiguous Empirically, claims are strongly counter-cyclical  9

  10. Claims are Strongly Counter-Cyclical Figure 1. Aggregate Annual DI Beneficiaries and Real Benefits Paid for 2001-2017 9 130 Number of Beneficiaries (in millions) 120 Benefits Paid (in billions) 8 110 7 100 90 6 80 5 70 2001 2004 2007 2010 2013 2016 Year Beneficiaries Benefits Paid 10

  11. Claims are Strongly Counter-Cyclical Figure 2. Aggregate Annual Disability Insurance Claims, Concurrent Claims, and Allowances for 2001-2017 2000 1750 Number (in 1000s) 1500 1250 1000 750 500 2001 2004 2007 2010 2013 2016 Year All Claims Concurrent Allowances 11

  12. Claims are Strongly Counter-Cyclical Figure 3. Aggregate Annual Disability Claims and the Unemployment Rate for 2001-2017 9 1.5 8 Index of Claims (2001 = 1) Unemployment in Percent 1.4 7 1.3 6 1.2 5 1.1 1 4 2001 2004 2007 2010 2013 2016 Year Claims Unemployment Rate 12

  13. Evidence from Natural Resource Booms and Busts Black et al. – Coal boom in Appalachia • Vachon – Fracking boom in Bakken Basin • Charles et al. – Fracking boom nationally • Elasticity of DI payments with respect to earnings of -0.3 to -0.7 • Elasticity of DI participation with respect to earnings of -1 • 13

  14. Time-Series Relationship Unfortunately, the results of these studies are not directly applicable to the • impact of the minimum wage Resource booms (busts) represent shifts in labor demand • MW changes represent movements along labor demand curve • Previous studies have focused on DI payments, not claims • 14

  15. Time-Series Relationship Figure 4. Aggregate Annual Disability Claims and the Real Minimum Wage for 2001-2017 9 1.5 8.75 Index of Claims (2001 = 1) 8.5 1.4 Dollars per Hour 8.25 1.3 8 7.75 1.2 7.5 1.1 7.25 1 7 2001 2004 2007 2010 2013 2016 Year Claims Minimum Wage 15

  16. Time-Series Relationship Variation in real minimum wage from • Federal changes in 2007 ($5.85), 2008 ($6.55), and 2009 ($7.25) • State changes • 16

  17. Time-Series Relationship Figure 5. Annual Number of Minimum-Wage Changes at the State Level and the Real Minimum Wage for 2001-2017 25 9 8.75 20 Number of Wage Changes 8.5 Dollars per Hour 8.25 15 8 10 7.75 7.5 5 7.25 0 7 2001 2004 2007 2010 2013 2016 Year State Minimum-Wage Changes Minimum Wage 17

  18. Time-Series Relationship Figure 6. Aggregate Annual Disability Allowances and the Real Minimum Wage for 2001-2017 1.4 9 8.75 Index of Allowances (2001=1) 1.3 8.5 Dollars per Hour 8.25 1.2 8 7.75 1.1 7.5 7.25 1 7 2001 2004 2007 2010 2013 2016 Year Allowances Minimum Wage 18

  19. Time-Series Relationship Figure 7. Aggregate Annual Concurrent Claims and the Real Minimum Wage for 2001-2017 9 1.7 8.75 1.6 Index of Claims (2001=1) 8.5 1.5 Dollars per Hour 8.25 1.4 8 1.3 7.75 1.2 7.5 1.1 7.25 1 7 2001 2004 2007 2010 2013 2016 Year Concurrent Claims Minimum Wage 19

  20. Time-Series Relationship No clear time-series evidence • But there have been many secular changes to labor demand and supply • Continued de-unionization • Increased automation • Skill-biased technical change • International competition • Outsourcing • Move to a regression-based framework • Use a state-year panel and two estimation methodologies • 20

  21. First Econometric Method Measured in logs • State ( s ) and year ( t ) • Impact on DI is a function of bindingness of MW • Modeled as a quadratic • Relative to median wage in the state (in each year) • 21

  22. Second Econometric Method Employment and DI claims may take some time to adjust • Distributed lag approach • 3 lags and 1 lead of the MW • 22

  23. Take-Aways Across a wide variety of specifications, the minimum wage has had no net • effect in the short run on DI claims and awards over the last two decades Even for concurrent claims (and SSI-only claims) • Estimated elasticities of DI claims and awards to the minimum wage are • both economically small and not statistically different from zero. Policy proposals to increase the minimum wage would be predicted to have • no discernable impact on DI claims and awards 23

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