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Higher Education Expansion and Crime: New Evidence from China

Author

Listed:
  • Liu, Xingfei

    (University of Alberta, Department of Economics)

  • Wang, Chuhong

    (Yango University)

  • Yan, Zizhong

    (Jinan University)

  • Zhao, Yi

    (Tsinghua University)

Abstract

In this paper we present causal evidence on the impact of higher education expansion on crime by exploiting a massive expansion of college enrollment in China since 1999, using data from multiple sources. Our identification strategy exploits regional variation in the intensity of the higher education expansion with partially identified difference-in-differences models. We explore various assumptions to account for the potential unparallel trends over years and find that college expansion causally reduces crime rates and the effect changes over time. Moreover, the crime reducing effect extends beyond the post-secondary educational level and into the senior high schools. Our findings document an important yet overlooked positive externality associated with higher education expansion.

Suggested Citation

  • Liu, Xingfei & Wang, Chuhong & Yan, Zizhong & Zhao, Yi, 2022. "Higher Education Expansion and Crime: New Evidence from China," Working Papers 2022-2, University of Alberta, Department of Economics.
    • Handle: RePEc:ris:albaec:2022_002
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    File URL: https://sites.ualberta.ca/~econwps/2022/wp2022-02.pdf
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    References listed on IDEAS

    as
    1. Manski, Charles F. & Molinari, Francesca, 2021. "Estimating the COVID-19 infection rate: Anatomy of an inference problem," Journal of Econometrics, Elsevier, vol. 220(1), pages 181-192.
    2. Yang, Guangliang, 2014. "Are all admission sub-tests created equal? — Evidence from a National Key University in China," China Economic Review, Elsevier, vol. 30(C), pages 600-617.
    3. Gary S. Becker, 1974. "Crime and Punishment: An Economic Approach," NBER Chapters, in: Essays in the Economics of Crime and Punishment, pages 1-54, National Bureau of Economic Research, Inc.
    4. Stephen Machin & Olivier Marie & Sunčica Vujić, 2012. "Youth Crime and Education Expansion," German Economic Review, Verein für Socialpolitik, vol. 13(4), pages 366-384, November.
    5. Stephen Machin & Olivier Marie & Sunčica Vujić, 2011. "The Crime Reducing Effect of Education," Economic Journal, Royal Economic Society, vol. 121(552), pages 463-484, May.
    6. Li, Hongbin & Ma, Yueyuan & Meng, Lingsheng & Qiao, Xue & Shi, Xinzheng, 2017. "Skill complementarities and returns to higher education: Evidence from college enrollment expansion in China," China Economic Review, Elsevier, vol. 46(C), pages 10-26.
    7. Yao Amber Li & John Whalley & Shunming Zhang & Xiliang Zhao, 2012. "The Higher Educational Transformation of China and Its Global Implications," Palgrave Macmillan Books, in: Christine T. Ennew & David Greenaway (ed.), The Globalization of Higher Education, chapter 10, pages 135-162, Palgrave Macmillan.
    8. Gary S. Becker & Casey B. Mulligan, 1997. "The Endogenous Determination of Time Preference," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(3), pages 729-758.
    9. Guido W. Imbens & Charles F. Manski, 2004. "Confidence Intervals for Partially Identified Parameters," Econometrica, Econometric Society, vol. 72(6), pages 1845-1857, November.
    10. Lance Lochner & Enrico Moretti, 2004. "The Effect of Education on Crime: Evidence from Prison Inmates, Arrests, and Self-Reports," American Economic Review, American Economic Association, vol. 94(1), pages 155-189, March.
    11. Lance Lochner, 2004. "Education, Work, And Crime: A Human Capital Approach," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 45(3), pages 811-843, August.
    12. Charles F. Manski & John V. Pepper, 2018. "How Do Right-to-Carry Laws Affect Crime Rates? Coping with Ambiguity Using Bounded-Variation Assumptions," The Review of Economics and Statistics, MIT Press, vol. 100(2), pages 232-244, May.
    13. Victor Chernozhukov & Han Hong & Elie Tamer, 2007. "Estimation and Confidence Regions for Parameter Sets in Econometric Models," Econometrica, Econometric Society, vol. 75(5), pages 1243-1284, September.
    14. Yi Che & Lei Zhang, 2018. "Human Capital, Technology Adoption and Firm Performance: Impacts of China's Higher Education Expansion in the Late 1990s," Economic Journal, Royal Economic Society, vol. 128(614), pages 2282-2320, September.
    15. Eric D. Gould & Bruce A. Weinberg & David B. Mustard, 2002. "Crime Rates And Local Labor Market Opportunities In The United States: 1979-1997," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 45-61, February.
    16. Li, Shi & Whalley, John & Xing, Chunbing, 2014. "China's higher education expansion and unemployment of college graduates," China Economic Review, Elsevier, vol. 30(C), pages 567-582.
    17. Brian A. Jacob & Lars Lefgren, 2003. "Are Idle Hands the Devil's Workshop? Incapacitation, Concentration, and Juvenile Crime," American Economic Review, American Economic Association, vol. 93(5), pages 1560-1577, December.
    18. David S. Lee & Justin McCrary, 2005. "Crime, Punishment, and Myopia," NBER Working Papers 11491, National Bureau of Economic Research, Inc.
    19. D. Mark Anderson, 2014. "In School and Out of Trouble? The Minimum Dropout Age and Juvenile Crime," The Review of Economics and Statistics, MIT Press, vol. 96(2), pages 318-331, May.
    20. Alberto Abadie & Susan Athey & Guido W. Imbens & Jeffrey M. Wooldridge, 2014. "Finite Population Causal Standard Errors," NBER Working Papers 20325, National Bureau of Economic Research, Inc.
    21. Yao, Yao, 2019. "Does higher education expansion enhance productivity?," Journal of Macroeconomics, Elsevier, vol. 59(C), pages 169-194.
    22. Rong, Zhao & Wu, Binzhen, 2020. "Scientific personnel reallocation and firm innovation: Evidence from China’s college expansion," Journal of Comparative Economics, Elsevier, vol. 48(3), pages 709-728.
    23. Mirko Draca & Stephen Machin, 2015. "Crime and Economic Incentives," Annual Review of Economics, Annual Reviews, vol. 7(1), pages 389-408, August.
    24. Oreopoulos, Philip, 2007. "Do dropouts drop out too soon? Wealth, health and happiness from compulsory schooling," Journal of Public Economics, Elsevier, vol. 91(11-12), pages 2213-2229, December.
    25. Grogger, Jeff, 1998. "Market Wages and Youth Crime," Journal of Labor Economics, University of Chicago Press, vol. 16(4), pages 756-791, October.
    26. Chen, Shiyi & Song, Hong & Wu, Chenyu, 2021. "Human capital investment and firms’ industrial emissions: Evidence and mechanism," Journal of Economic Behavior & Organization, Elsevier, vol. 182(C), pages 162-184.
    27. Xing, Chunbing & Yang, Peng & Li, Zhilong, 2018. "The medium-run effect of China's higher education expansion on the unemployment of college graduates," China Economic Review, Elsevier, vol. 51(C), pages 181-193.
    28. Lena Edlund & Hongbin Li & Junjian Yi & Junsen Zhang, 2013. "Sex Ratios and Crime: Evidence from China," The Review of Economics and Statistics, MIT Press, vol. 95(5), pages 1520-1534, December.
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    Cited by:

    1. Sun, Yue & Zhao, Liqiu & Zhao, Zhong, 2024. "Hukou status and children's education in China," GLO Discussion Paper Series 1386, Global Labor Organization (GLO).
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    3. Yue Sun & Liqiu Zhao & Zhong Zhao, 2024. "Hukou Status and Children’s Education in China," Working Papers 2024-004, Human Capital and Economic Opportunity Working Group.
    4. Wuxue Cheng & Yajun Rao & Yixin Tang & Jiajia Yang & Yuxin Chen & Li Peng & Jiangcheng Hao, 2022. "Identifying the Spatio-Temporal Characteristics of Crime in Liangshan Prefecture, China," IJERPH, MDPI, vol. 19(17), pages 1-14, August.

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    More about this item

    Keywords

    Higher education expansion; Crime; China; Partial identification;
    All these keywords.

    JEL classification:

    • I20 - Health, Education, and Welfare - - Education - - - General
    • K42 - Law and Economics - - Legal Procedure, the Legal System, and Illegal Behavior - - - Illegal Behavior and the Enforcement of Law

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