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Institutional Effectiveness and Economic Development: A Machine Learning Approach With Empirical Modelling

Author

Listed:
  • Navneet Kumar Singh
  • Nikee Silayach
  • Rajeev Kumar Ray
  • Devi Prasad Dash

Abstract

Criminal behaviour and its societal impact remain critical challenges in developing economies, where successful rehabilitation directly influences community well‐being and social progress. India's distinct federal structure provides a compelling research setting, as states exercise considerable autonomy in rehabilitation programs while operating under a unified legal framework. Our methodology combines machine learning with dynamic panel estimation to analyse institutional effectiveness across 29 Indian states (2002–2021), examining 14 dimensions of institutional capacity. This comprehensive analysis explores how economic conditions, institutional mechanisms, and rehabilitation programs interact to determine reform success. The findings reveal that successful rehabilitation emerges not from isolated economic or institutional improvements but through their systematic integration. A pivotal policy shift in 2016 demonstrated how states that implemented comprehensive reforms, strengthening economic foundations and institutional mechanisms, achieved marked improvements in rehabilitation outcomes. This research deepens our understanding of how institutional capacity, resource allocation, and implementation strategies shape reform success in resource‐constrained environments. We identify key determinants of rehabilitation effectiveness by analysing variations across states operating under identical legal frameworks. These insights advance knowledge of how developing economies can design effective rehabilitation programs that harness economic growth and institutional development to enhance societal outcomes.

Suggested Citation

  • Navneet Kumar Singh & Nikee Silayach & Rajeev Kumar Ray & Devi Prasad Dash, 2025. "Institutional Effectiveness and Economic Development: A Machine Learning Approach With Empirical Modelling," American Journal of Economics and Sociology, Wiley Blackwell, vol. 84(5), pages 713-728, November.
    • Handle: RePEc:bla:ajecsc:v:84:y:2025:i:5:p:713-728
    DOI: 10.1111/ajes.12627
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    as
    1. Joseph J. Doyle Jr., 2007. "Child Protection and Child Outcomes: Measuring the Effects of Foster Care," American Economic Review, American Economic Association, vol. 97(5), pages 1583-1610, December.
    2. Kling, J.R., 1999. "The Effect of Prison Sentence Length on the Subsequent Employment and Earnings of Criminal Defendants," Papers 208, Princeton, Woodrow Wilson School - Public and International Affairs.
    3. Caroline Wang & Bin Han & Bhrij Patel & Cynthia Rudin, 2023. "In Pursuit of Interpretable, Fair and Accurate Machine Learning for Criminal Recidivism Prediction," Journal of Quantitative Criminology, Springer, vol. 39(2), pages 519-581, June.
    4. Bruce D. Meyer & Dan T. Rosenbaum, 2001. "Welfare, the Earned Income Tax Credit, and the Labor Supply of Single Mothers," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(3), pages 1063-1114.
    5. Jiaming Zeng & Berk Ustun & Cynthia Rudin, 2017. "Interpretable classification models for recidivism prediction," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 180(3), pages 689-722, June.
    6. Drawve, Grant & Wooditch, Alese, 2019. "A research note on the methodological and theoretical considerations for assessing crime forecasting accuracy with the predictive accuracy index," Journal of Criminal Justice, Elsevier, vol. 64(C), pages 1-1.
    7. Jonathan Torres‐Tellez & Alberto Montero Soler, 2023. "After the economic crisis of 2008: Economic conditions and crime in the last decade for the case of Spain," American Journal of Economics and Sociology, Wiley Blackwell, vol. 82(3), pages 223-239, May.
    8. Susan Athey & Guido W. Imbens, 2017. "The State of Applied Econometrics: Causality and Policy Evaluation," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 3-32, Spring.
    9. Evan K. Rose & Yotam Shem-Tov, 2021. "How Does Incarceration Affect Reoffending? Estimating the Dose-Response Function," Journal of Political Economy, University of Chicago Press, vol. 129(12), pages 3302-3356.
    10. Yang, Crystal S., 2017. "Local labor markets and criminal recidivism," Journal of Public Economics, Elsevier, vol. 147(C), pages 16-29.
    11. repec:plo:pone00:0222495 is not listed on IDEAS
    12. M. Hashem Pesaran & Badi H. Baltagi, 2007. "Heterogeneity and cross section dependence in panel data models: theory and applications introduction," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 229-232.
    13. Jeffrey Grogger, 1995. "The Effect of Arrests on the Employment and Earnings of Young Men," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(1), pages 51-71.
    14. repec:plo:pone00:0130390 is not listed on IDEAS
    15. Aldenis Vásquez & Rafael Alvarado & Brayan Tillaguango & Cem Işık & Muntasir Murshed, 2023. "Impact of Social and Institutional Indicators on the Homicide Rate in Ecuador: An Analysis Using Advanced Time Series Techniques," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 169(1), pages 1-22, September.
    16. Yukhnenko, Denis & Farouki, Leen & Fazel, Seena, 2023. "Criminal recidivism rates globally: A 6-year systematic review update," Journal of Criminal Justice, Elsevier, vol. 88(C).
    17. repec:pri:wwseco:dp208 is not listed on IDEAS
    18. Hoffman, Peter B. & Beck, James L., 1980. "Revalidating the salient factor score : A research note," Journal of Criminal Justice, Elsevier, vol. 8(3), pages 185-188.
    19. A. Belloni & D. Chen & V. Chernozhukov & C. Hansen, 2012. "Sparse Models and Methods for Optimal Instruments With an Application to Eminent Domain," Econometrica, Econometric Society, vol. 80(6), pages 2369-2429, November.
    20. Nada Eissa & Jeffrey B. Liebman, 1996. "Labor Supply Response to the Earned Income Tax Credit," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(2), pages 605-637.
    21. Nicole Maestas & Kathleen J. Mullen & Alexander Strand, 2013. "Does Disability Insurance Receipt Discourage Work? Using Examiner Assignment to Estimate Causal Effects of SSDI Receipt," American Economic Review, American Economic Association, vol. 103(5), pages 1797-1829, August.
    22. Will Dobbie & Jacob Goldin & Crystal S. Yang, 2018. "The Effects of Pretrial Detention on Conviction, Future Crime, and Employment: Evidence from Randomly Assigned Judges," American Economic Review, American Economic Association, vol. 108(2), pages 201-240, February.
    23. Joel Waldfogel, 1994. "The Effect of Criminal Conviction on Income and the Trust "Reposed in the Workmen"," Journal of Human Resources, University of Wisconsin Press, vol. 29(1), pages 62-81.
    24. Miller, Ted R. & Cohen, Mark A. & Swedler, David I. & Ali, Bina & Hendrie, Delia V., 2021. "Incidence and Costs of Personal and Property Crimes in the USA, 2017," Journal of Benefit-Cost Analysis, Cambridge University Press, vol. 12(1), pages 24-54, March.
    25. Megan T Stevenson, 2018. "Distortion of Justice: How the Inability to Pay Bail Affects Case Outcomes," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 34(4), pages 511-542.
    26. Donohue, John J, III & Siegelman, Peter, 1998. "Allocating Resources among Prisons and Social Programs in the Battle against Crime," The Journal of Legal Studies, University of Chicago Press, vol. 27(1), pages 1-43, January.
    27. Andrew P. Wheeler & Wouter Steenbeek, 2021. "Mapping the Risk Terrain for Crime Using Machine Learning," Journal of Quantitative Criminology, Springer, vol. 37(2), pages 445-480, June.
    28. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    29. Ilyana Kuziemko, 2013. "How should inmates be released from prison? An assessment of parole versus fixed-sentence regimes," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(1), pages 371-424.
    30. Ayse Imrohoroglu & Antonio Merlo & Peter Rupert, 2004. "What Accounts For The Decline In Crime?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 45(3), pages 707-729, August.
    31. Harshavardhan Jatkar, 2024. "BODIES AGAINST MODERNITY: Politics of Slum Rehabilitations in India," International Journal of Urban and Regional Research, Wiley Blackwell, vol. 48(1), pages 111-125, January.
    32. Rafael Di Tella & Ernesto Schargrodsky, 2013. "Criminal Recidivism after Prison and Electronic Monitoring," Journal of Political Economy, University of Chicago Press, vol. 121(1), pages 28-73.
    33. Jonathan Hofer, 2024. "Red light game identifies ineffective criminal deterrence," American Journal of Economics and Sociology, Wiley Blackwell, vol. 83(3), pages 673-682, May.
    34. Joseph J. Doyle Jr., 2008. "Child Protection and Adult Crime: Using Investigator Assignment to Estimate Causal Effects of Foster Care," Journal of Political Economy, University of Chicago Press, vol. 116(4), pages 746-770, August.
    35. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LLC, vol. 9(1), pages 86-136, March.
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