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The Effects of Recreational Cannabis Access on the Labor Market: Evidence from Colorado

Author

Listed:
  • Avinandan Chakraborty

    (Department of Economics, University of New Mexico)

  • Jacqueline Doremus

    (Department of Economics, California Polytechnic State University)

  • Sarah Stith

    (Department of Economics, University of New Mexico)

Abstract

Recreational access to cannabis may have a positive effect on labor demand due to investments in growing, processing and retail cannabis facilities, and spillovers to interconnected industries such as manufacturing, and leisure and hospitality. Using county-level Colorado data from 2011-2018 and exploiting the variation in the timing of commencement of sale of dispensaries, we test for changes in the unemployment rate, employment and wages, overall as well as in manufacturing, construction, and services. Consistent with an increase in labor demand, we estimate that the sale of recreational cannabis through dispensaries is associated with a 0.7 percentage point decrease in the unemployment rate with no effect on total labor force participation. We also find a 4.5 percent increase in the overall number of employees, with effects concentrated in manufacturing and services. We do not find an effect on average weekly wages overall or by sector. Given the lack of a reduction in labor force participation or wages, negative effects on labor supply are likely limited, in line with the existing literature. The decrease in the unemployment rate, coupled with an increase in the number of employees, indicates that labor demand effects are likely to dominate. Our results suggest that policymakers considering recreational access to cannabis should account for increased employment as a possible outcome.

Suggested Citation

  • Avinandan Chakraborty & Jacqueline Doremus & Sarah Stith, 2020. "The Effects of Recreational Cannabis Access on the Labor Market: Evidence from Colorado," Working Papers 2001, California Polytechnic State University, Department of Economics.
  • Handle: RePEc:cpl:wpaper:2001
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    as
    1. Yoav Benjamini & Abba M. Krieger & Daniel Yekutieli, 2006. "Adaptive linear step-up procedures that control the false discovery rate," Biometrika, Biometrika Trust, vol. 93(3), pages 491-507, September.
    2. Anderson, Michael L, 2008. "Multiple Inference and Gender Differences in the Effects of Early Intervention: A Reevaluation of the Abecedarian, Perry Preschool, and Early Training Projects," Department of Agricultural & Resource Economics, UC Berkeley, Working Paper Series qt15n8j26f, Department of Agricultural & Resource Economics, UC Berkeley.
    3. Laurent Gobillon & Thierry Magnac, 2016. "Regional Policy Evaluation: Interactive Fixed Effects and Synthetic Controls," The Review of Economics and Statistics, MIT Press, vol. 98(3), pages 535-551, July.
    4. Dan Black & Terra McKinnish & Seth Sanders, 2005. "The Economic Impact Of The Coal Boom And Bust," Economic Journal, Royal Economic Society, vol. 115(503), pages 449-476, April.
    5. van Ours, Jan C. & Williams, Jenny & Fergusson, David & Horwood, L. John, 2013. "Cannabis use and suicidal ideation," Journal of Health Economics, Elsevier, vol. 32(3), pages 524-537.
    6. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    7. Hefei Wen & Jason Hockenberry & Janet R. Cummings, 2014. "The Effect of Medical Marijuana Laws on Marijuana, Alcohol, and Hard Drug Use," NBER Working Papers 20085, National Bureau of Economic Research, Inc.
    8. D. Mark Anderson & Daniel I. Rees, 2014. "The Role of Dispensaries: The Devil is in the Details," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 33(1), pages 235-240, January.
    9. Pinka Chatterji, 2006. "Illicit drug use and educational attainment," Health Economics, John Wiley & Sons, Ltd., vol. 15(5), pages 489-511, May.
    10. Chu, Yu-Wei Luke, 2014. "The effects of medical marijuana laws on illegal marijuana use," Journal of Health Economics, Elsevier, vol. 38(C), pages 43-61.
    11. van Ours, Jan C. & Williams, Jenny, 2012. "The effects of cannabis use on physical and mental health," Journal of Health Economics, Elsevier, vol. 31(4), pages 564-577.
    12. Joseph J. Sabia & Thanh Tam Nguyen, 2018. "The Effect of Medical Marijuana Laws on Labor Market Outcomes," Journal of Law and Economics, University of Chicago Press, vol. 61(3), pages 361-396.
    13. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    14. Jenny Williams & Jan C. van Ours, 2020. "Hazardous or not? Cannabis use and early labor market experiences of young men," Health Economics, John Wiley & Sons, Ltd., vol. 29(10), pages 1148-1160, October.
    15. Xu, Yiqing, 2017. "Generalized Synthetic Control Method: Causal Inference with Interactive Fixed Effects Models," Political Analysis, Cambridge University Press, vol. 25(1), pages 57-76, January.
    16. Charles A. Register & Donald R. Williams, 1992. "Labor Market Effects of Marijuana and Cocaine Use among Young Men," ILR Review, Cornell University, ILR School, vol. 45(3), pages 435-448, April.
    17. William S. Reece, 2010. "Casinos, Hotels, And Crime," Contemporary Economic Policy, Western Economic Association International, vol. 28(2), pages 145-161, April.
    18. D. Mark Anderson & Benjamin Hansen & Daniel I. Rees, 2013. "Medical Marijuana Laws, Traffic Fatalities, and Alcohol Consumption," Journal of Law and Economics, University of Chicago Press, vol. 56(2), pages 333-369.
    19. Anna Choi & Dhaval Dave & Joseph J. Sabia, 2019. "Smoke Gets in Your Eyes: Medical Marijuana Laws and Tobacco Cigarette Use," American Journal of Health Economics, MIT Press, vol. 5(3), pages 303-333, Summer.
    20. Johanna Catherine Maclean & Keshar M. Ghimire & Lauren Hersch Nicholas, 2021. "Marijuana legalization and disability claiming," Health Economics, John Wiley & Sons, Ltd., vol. 30(2), pages 453-469, February.
    21. Rosalie L. Pacula & David Powell & Paul Heaton & Eric L. Sevigny, 2015. "Assessing the Effects of Medical Marijuana Laws on Marijuana Use: The Devil is in the Details," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 34(1), pages 7-31, January.
    22. Jan C. van Ours & Jenny Williams, 2011. "Cannabis use and mental health problems," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(7), pages 1137-1156, November.
    23. Carrieri, Vincenzo & Madio, Leonardo & Principe, Francesco, 2020. "Do-It-Yourself medicine? The impact of light cannabis liberalization on prescription drugs," Journal of Health Economics, Elsevier, vol. 74(C).
    24. David H. Autor, 2003. "Outsourcing at Will: The Contribution of Unjust Dismissal Doctrine to the Growth of Employment Outsourcing," Journal of Labor Economics, University of Chicago Press, vol. 21(1), pages 1-42, January.
    25. Anderson, Michael L., 2008. "Multiple Inference and Gender Differences in the Effects of Early Intervention: A Reevaluation of the Abecedarian, Perry Preschool, and Early Training Projects," Journal of the American Statistical Association, American Statistical Association, vol. 103(484), pages 1481-1495.
    26. Robert Kaestner, 1994. "New Estimates of the Effect of Marijuana and Cocaine Use on Wages," ILR Review, Cornell University, ILR School, vol. 47(3), pages 454-470, April.
    27. Carrieri, Vincenzo & Madio, Leonardo & Principe, Francesco, 2019. "Light cannabis and organized crime: Evidence from (unintended) liberalization in Italy," European Economic Review, Elsevier, vol. 113(C), pages 63-76.
    28. Kyle Butts, 2021. "Difference-in-Differences Estimation with Spatial Spillovers," Papers 2105.03737, arXiv.org, revised Jun 2023.
    29. MacDonald, Ziggy & Pudney, Stephen, 2000. "Illicit drug use, unemployment, and occupational attainment," Journal of Health Economics, Elsevier, vol. 19(6), pages 1089-1115, November.
    30. David S. Lee & Alexandre Mas, 2012. "Long-Run Impacts of Unions on Firms: New Evidence from Financial Markets, 1961--1999," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(1), pages 333-378.
    31. Lauren Hersch Nicholas & Johanna Catherine Maclean, 2019. "The Effect of Medical Marijuana Laws on the Health and Labor Supply of Older Adults: Evidence from the Health and Retirement Study," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 38(2), pages 455-480, March.
    32. Anderson, D.M. & Rees, D.I. & Sabia, J.J., 2014. "Medical marijuana laws and suicides by gender and age," American Journal of Public Health, American Public Health Association, vol. 104(12), pages 2369-2376.
    33. Humphreys, Brad R. & Marchand, Joseph, 2013. "New casinos and local labor markets: Evidence from Canada," Labour Economics, Elsevier, vol. 24(C), pages 151-160.
    34. Jan C. Van Ours, 2007. "The Effects of Cannabis Use on Wages of Prime‐age Males," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(5), pages 619-634, October.
    35. Yu-Wei Luke Chu, 2015. "Do Medical Marijuana Laws Increase Hard-Drug Use?," Journal of Law and Economics, University of Chicago Press, vol. 58(2), pages 481-517.
    36. Powell, David & Pacula, Rosalie Liccardo & Jacobson, Mireille, 2018. "Do medical marijuana laws reduce addictions and deaths related to pain killers?," Journal of Health Economics, Elsevier, vol. 58(C), pages 29-42.
    37. Nguyen, Hieu, 2020. "Free college? Assessing enrollment responses to the Tennessee Promise program," Labour Economics, Elsevier, vol. 66(C).
    38. Alexander S. Skorobogatov, 2021. "The effect of alcohol sales restrictions on alcohol poisoning mortality: Evidence from Russia," Health Economics, John Wiley & Sons, Ltd., vol. 30(6), pages 1417-1442, June.
    39. Diego Zambiasi & Steven Stillman, 2020. "The Pot Rush: Is Legalized Marijuana A Positive Local Amenity?," Economic Inquiry, Western Economic Association International, vol. 58(2), pages 667-679, April.
    40. Chu, Yu-Wei Luke, 2014. "The effects of medical marijuana laws on illegal marijuana use," Journal of Health Economics, Elsevier, vol. 38(C), pages 43-61.
    41. Chad Cotti, 2008. "The Effect of Casinos on Local Labor Markets: A County Level Analysis," Journal of Gambling Business and Economics, University of Buckingham Press, vol. 2(2), pages 17-41, September.
    42. Jushan Bai, 2009. "Panel Data Models With Interactive Fixed Effects," Econometrica, Econometric Society, vol. 77(4), pages 1229-1279, July.
    43. Rahi Abouk & Keshar M. Ghimire & Johanna Catherine Maclean & David Powell, 2021. "Does Marijuana Legalization Affect Work Capacity? Evidence from Workers’ Compensation Benefits," NBER Working Papers 28471, National Bureau of Economic Research, Inc.
    44. Abadie, Alberto & Diamond, Alexis & Hainmueller, Jens, 2010. "Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program," Journal of the American Statistical Association, American Statistical Association, vol. 105(490), pages 493-505.
    45. Wen, Hefei & Hockenberry, Jason M. & Cummings, Janet R., 2015. "The effect of medical marijuana laws on adolescent and adult use of marijuana, alcohol, and other substances," Journal of Health Economics, Elsevier, vol. 42(C), pages 64-80.
    46. Sarah A. Low & Andrew M. Isserman, 2009. "Ethanol and the Local Economy," Economic Development Quarterly, , vol. 23(1), pages 71-88, February.
    47. Ashley C. Bradford & W. David Bradford, 2018. "The Impact of Medical Cannabis Legalization on Prescription Medication Use and Costs under Medicare Part D," Journal of Law and Economics, University of Chicago Press, vol. 61(3), pages 461-487.
    48. Michael F. Lovenheim, 2009. "The Effect of Teachers' Unions on Education Production: Evidence from Union Election Certifications in Three Midwestern States," Journal of Labor Economics, University of Chicago Press, vol. 27(4), pages 525-587, October.
    49. Darin F. Ullman, 2017. "The Effect of Medical Marijuana on Sickness Absence," Health Economics, John Wiley & Sons, Ltd., vol. 26(10), pages 1322-1327, October.
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    Cited by:

    1. Gunadi, Christian, 2021. "Does Expanding Access to Cannabis Affect Traffic Crashes? County-Level Evidence from Recreational Marijuana Dispensary Sales in Colorado," GLO Discussion Paper Series 964, Global Labor Organization (GLO).
    2. Rahi Abouk & Keshar M. Ghimire & Johanna Catherine Maclean & David Powell, 2023. "Pain Management and Work Capacity: Evidence From Workers’ Compensation and Marijuana Legalization," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 42(3), pages 737-770, June.
    3. Christian Gunadi, 2022. "Does expanding access to cannabis affect traffic crashes? County‐level evidence from recreational marijuana dispensary sales in Colorado," Health Economics, John Wiley & Sons, Ltd., vol. 31(10), pages 2244-2268, October.

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    More about this item

    Keywords

    cannabis; marijuana; labor demand; manufacturing;
    All these keywords.

    JEL classification:

    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes
    • J3 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs
    • K00 - Law and Economics - - General - - - General (including Data Sources and Description)

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