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A Scientific Approach to Addressing Social Issues Using Administrative Data

Author

Listed:
  • Green, David A.

    (University of British Columbia, Vancouver)

  • Simard-Duplain, Gaëlle

    (Carleton University)

  • Sweetman, Arthur

    (McMaster University)

  • Warburton, William P.

    (Enterprise Economic Consulting)

Abstract

Linked administrative data on education, health, social services, and crime from British Columbia, Canada, are used to document the relationship between measures of secondary educational attainment and indicators of poor outcomes later in life. Poor outcomes are seen to manifest primarily among high school dropouts. Next, we document the ability of characteristics observed in administrative data in grade 4 to predict high school graduation using a very simple model. It is straightforward to identify more than one fifth of future dropouts reasonably accurately. Non-cognitive measures (esp. social and emotional characteristics) are better predictors of educational attainment than cognitive ones. We discuss the implications of these findings for a scientific approach for developing interventions to prevent poor outcomes later in life.

Suggested Citation

  • Green, David A. & Simard-Duplain, Gaëlle & Sweetman, Arthur & Warburton, William P., 2023. "A Scientific Approach to Addressing Social Issues Using Administrative Data," IZA Policy Papers 199, Institute of Labor Economics (IZA).
    • Handle: RePEc:iza:izapps:pp199
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    References listed on IDEAS

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    1. Estelle Dumas-Mallet & Andy Smith & Thomas Boraud & François Gonon, 2017. "Poor replication validity of biomedical association studies reported by newspapers," PLOS ONE, Public Library of Science, vol. 12(2), pages 1-15, February.
    2. Kelly Foley & Giovanni Gallipoli & David A. Green, 2014. "Ability, Parental Valuation of Education, and the High School Dropout Decision," Journal of Human Resources, University of Wisconsin Press, vol. 49(4), pages 906-944.
    3. Heckman, J.J. & Hotz, V.J., 1988. "Choosing Among Alternative Nonexperimental Methods For Estimating The Impact Of Social Programs: The Case Of Manpower Training," University of Chicago - Economics Research Center 88-12, Chicago - Economics Research Center.
    4. Heckman, James J. & Moon, Seong Hyeok & Pinto, Rodrigo & Savelyev, Peter A. & Yavitz, Adam, 2010. "The rate of return to the HighScope Perry Preschool Program," Journal of Public Economics, Elsevier, vol. 94(1-2), pages 114-128, February.
    5. Thomas Fraker & Rebecca Maynard, 1987. "The Adequacy of Comparison Group Designs for Evaluations of Employment-Related Programs," Journal of Human Resources, University of Wisconsin Press, vol. 22(2), pages 194-227.
    6. Ron Haskins, 2018. "Evidence-Based Policy: The Movement, the Goals, the Issues, the Promise," The ANNALS of the American Academy of Political and Social Science, , vol. 678(1), pages 8-37, July.
    7. Beckley, Amber L. & Caspi, Avshalom & Harrington, Honalee & Houts, Renate M. & Mcgee, Tara Renae & Morgan, Nick & Schroeder, Felix & Ramrakha, Sandhya & Poulton, Richie & Moffitt, Terrie E., 2016. "Adult-onset offenders: Is a tailored theory warranted?," Journal of Criminal Justice, Elsevier, vol. 46(C), pages 64-81.
    8. Jeffrey Smith & Arthur Sweetman, 2016. "Viewpoint: Estimating the causal effects of policies and programs," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 49(3), pages 871-905, August.
    9. Anthony Petrosino & Carolyn Turpin‐Petrosino & Meghan E. Hollis‐Peel & Julia G. Lavenberg, 2013. "Scared Straight and Other Juvenile Awareness Programs for Preventing Juvenile Delinquency: A Systematic Review," Campbell Systematic Reviews, John Wiley & Sons, vol. 9(1), pages 1-55.
    10. Joan McCord, 2003. "Cures That Harm: Unanticipated Outcomes of Crime Prevention Programs," The ANNALS of the American Academy of Political and Social Science, , vol. 587(1), pages 16-30, May.
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    More about this item

    Keywords

    poverty alleviation; high school graduation;

    JEL classification:

    • I24 - Health, Education, and Welfare - - Education - - - Education and Inequality
    • I24 - Health, Education, and Welfare - - Education - - - Education and Inequality
    • I38 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - Government Programs; Provision and Effects of Welfare Programs

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