Spatiotemporal impact of education and employment on crimes: a case study of West Bengal districts
Journal cover Society Register, volume 10, no. 2, year 2026
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Keywords

crime rate
Crime Severity Index
education
employment
Moran’s I
Spatial Panel Autoregressive Model
Spatial Panel Error Model
West Bengal

How to Cite

Dey, S. (2026). Spatiotemporal impact of education and employment on crimes: a case study of West Bengal districts. Society Register, 10(2), e54018. https://doi.org/10.14746/sr.54018

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Abstract

Does human capital formation forestall crimes over space and time? The aim of this study is to examine this question by analysing the spatial impact of education and employment on criminal offences across the districts of West Bengal. This study proposes a Crime Severity Index by incorporating both the legal seriousness and the frequency of occurrence of different crimes. The index provides a single composite measure that complements the usual crime rate indicator to better understand regional crime profiles. The severity of crime is measured by assigning weights based on the years of imprisonment and the likelihood that the respective crimes will occur. To identify the determinants of crime over space and time, this study employs a pseudo-panel structure comprising 19 cross-sections across 5 time points, spanning 2000 to 2020, applying spatial regression models. A high and positive Moran’s I score suggests that crime rates and the crime severity are closely linked across different regions within the state. Further analysis of the regression results shows that factors such as higher education among women, stable employment opportunities, and the number of police stations have a substantial impact on forestalling regional crime and reducing its severity.

https://doi.org/10.14746/sr.54018
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References

Aboya, Y., Ansari, N., Chishty, B. A., & Hussain, A. (2022). Comparative study on the socioeconomic determinants of crime in Pakistan and India: an econometric analysis. Reviews of Management Sciences, 4(1), 211-224. DOI: https://doi.org/10.53909/rms.04.01.0116

Abraham, V. (2012). The Deteriorating Labour Market Conditions and Crime: An Analysis of Indian States during 2001-2008. Millennial Asia, 3(2), 207-231. DOI: https://doi.org/10.1177/097639961200300205

Agüero, J. M., & Bharadwaj, P. (2022). Education, Crime, and Social Inequality: A Global Perspective. Journal of Economic Behavior & Organization, 197, 572–590.

Andresen, M. A. (2012). Unemployment and crime: A neighborhood level panel data approach. Social Science Research, 41(6), 1615–1628. DOI: https://doi.org/10.1016/j.ssresearch.2012.07.003

Ansari, S., Verma, A., & Dadkhah, K. M. (2015). Crime Rates in India: A Trend Analysis. International Criminal Justice Review, 25(4), 318–336. DOI: https://doi.org/10.1177/1057567715596047

Anselin, L. (1988), Lagrange Multiplier Test Diagnostics for Spatial Dependence and Spatial Heterogeneity. Geographical Analysis, 20, 1-17. DOI: https://doi.org/10.1111/j.1538-4632.1988.tb00159.x

Anselin, L. (1995), Local Indicators of Spatial Association—LISA. Geographical Analysis, 27, 93-115. DOI: https://doi.org/10.1111/j.1538-4632.1995.tb00338.x

Bell, B., Costa, R., & Machin, S. (2022). Why Does Education Reduce Crime? Journal of Political Economy, 130(3), 732–765. DOI: https://doi.org/10.1086/717895

Bennett, R. R. (1991). Development and Crime: A Cross-National, Time-Series Analysis of Competing Models. The Sociological Quarterly, 32(3), 343–363. DOI: https://doi.org/10.1111/j.1533-8525.1991.tb00163.x

Bhattacharyya, A., Haldar, S. Kr., & Banerjee, S. (2022). Determinants of Crime Against Women in India: A Spatial Panel Data Regression Analysis. Millennial Asia, 13(3), 411–441. DOI: https://doi.org/10.1177/09763996211003379

Biswas, C. S., Pal, M., & Bharati, P. (2022). Violence against women in West Bengal: its extent and causes. Journal of Gender-Based Violence, 6(1), 149-171. DOI: https://doi.org/10.1332/239868021X16172761779557

Chaudhuri, K., Chowdhury, P. & Reilly, K. (2013). A New Perspective on Violent Crime Burden Index: Evidence from Indian Districts. Social Indicators Research, 110(2), 771–789. DOI: https://doi.org/10.1007/s11205-011-9958-7

Chaudhuri, K., Chowdhury, P., & Kumbhakar, S. C. (2015). Crime in India: Specification and estimation of violent crime index. Journal of Productivity Analysis, 43(1), 13–28. DOI: https://doi.org/10.1007/s11123-014-0398-7

Cohen, L. E., & Felson, M. (2010). Social change and crime rate trends: A routine activity approach (1979). In Classics in Environmental Criminology (pp. 203-232). Routledge. DOI: https://doi.org/10.4324/9781439817803-12

Cronbach, L. J. (1951). Coefficient alpha and the internal structure of tests. Psychometrika, 16(3), 297-334. DOI: https://doi.org/10.1007/BF02310555

Deb, S., Srivastava, N., Chatterjee, P., & Chakraborty, T. (2005). Processes of child trafficking in West Bengal: A qualitative study. Social Change, 35(2), 112–123. DOI: https://doi.org/10.1177/004908570503500208

Drèze, J., & Khera, R. (2000). Crime, Gender, and Society in India: Insights from Homicide Data. Population and Development Review, 26(2), 335–352. DOI: https://doi.org/10.1111/j.1728-4457.2000.00335.x

Dutta, M., & Husain, Z. (2009). Determinants of crime rates: Crime Deterrence and Growth in post-liberalized India. MPRA Paper, Article 14478.

Edmark, K. (2005). Unemployment and Crime: Is There a Connection? The Scandinavian Journal of Economics, 107(2), 353–373. DOI: https://doi.org/10.1111/j.1467-9442.2005.00412.x

Ehrlich, I. (1975). On the Relation between Education and Crime. In Education, Income, and Human Behavior (pp. 313–338). NBER.

England JR, R. W. (1966). Book Review: The Measurement of Delinquency, by Thorsten Sellin and Marvin E. Wolfgang. John Wiley and Sons, Incorporated, New York (1964). 423 pp. The Prison Journal, 46(1), 47-48. DOI: https://doi.org/10.1177/003288556604600109

Fella, G., & Gallipoli, G. (2014). Education and Crime over the Life Cycle. The Review of Economic Studies, 81(4), 1484–1517. DOI: https://doi.org/10.1093/restud/rdu014

Getis, A. (2010). Spatial Filtering in a Regression Framework: Examples Using Data on Urban Crime, Regional Inequality, and Government Expenditures. In L. Anselin & S. J. Rey (Eds.), Perspectives on Spatial Data Analysis (pp. 191–202). Springer. DOI: https://doi.org/10.1007/978-3-642-01976-0_14

Ghosh, B., & Kar, A. (2008). Trafficking in Women and Children in West Bengal. Socialist Perspective, 36, 83–102.

Groot, W., & van den Brink, H. M. (2010). The effects of education on crime. Applied Economics, 42(3), 279–289. DOI: https://doi.org/10.1080/00036840701604412

Gupta, R. K. (2020). Urbanization and urban crime in India: a case study. Urban India 40(2), 138-160.

Hassan, M., & Bala, A. (2019). An analysis on India-Bangladesh border killing. International Journal of Social, Political and Economic Research, 6(1), 69-83. DOI: https://doi.org/10.46291/IJOSPERvol6iss1pp69-83

Hazra, D. (2019). What Does (and Does Not) Affect Crime in India? SSRN Scholarly Paper, 3348197. DOI: https://doi.org/10.2139/ssrn.3348197

Hjalmarsson, R., & Lochner, L. (2012). The Impact of Education on Crime: International Evidence. Research Report.

Jonck, P., Goujon, A., Testa, M. R., & Kandala, J. (2015). Education and crime engagement in South Africa: A national and provincial perspective. International Journal of Educational Development, 45, 141–151. DOI: https://doi.org/10.1016/j.ijedudev.2015.10.002

Kabiraj, P. (2022). Crime in India: A spatio-temporal analysis. GeoJournal, 88(2), 1283–1304. DOI: https://doi.org/10.1007/s10708-022-10684-7

Kim, Y. A., & Jeong, J. (2026). Spatial Modeling in Neighborhood and Crime Studies: An Empirical Examination. Crime & Delinquency, 72(8), 2185-2209. DOI: https://doi.org/10.1177/00111287261416406

Kumar, M. (2004). Relationship of Caste and Crime in Colonial India: A Discourse Analysis. Economic and Political Weekly, 39(10), 1078–1087.

LeSage, J. P., & Pace, R. K. (2009). Spatial econometric models. In Handbook of applied spatial analysis: Software tools, methods and applications (pp. 355-376). Springer. DOI: https://doi.org/10.1007/978-3-642-03647-7_18

Levitt, S. D. (2017). The Economics of Crime. Journal of Political Economy, 125(6), 1920–1925. DOI: https://doi.org/10.1086/694630

Lin, M.-J. (2008). Does Unemployment Increase Crime?: Evidence from U.S. Data 1974–2000. Journal of Human Resources, 43(2), 413–436. DOI: https://doi.org/10.1353/jhr.2008.0022

Lochner, L. (1999). Education, Work, and Crime: Theory and Evidence. SSRN Scholarly Paper, 208291. DOI: https://doi.org/10.2139/ssrn.208291

Lochner, L., & Moretti, E. (2004). The Effect of Education on Crime: Evidence from Prison Inmates, Arrests, and Self-Reports. The American Economic Review, 94(1), 155–189. DOI: https://doi.org/10.1257/000282804322970751

Lochner, L. (2020). Chapter 9. Education and Crime. In S. Bradley & C. Green (Eds.), The Economics of Education (Second Edition) (pp. 109–117). Academic Press. DOI: https://doi.org/10.1016/B978-0-12-815391-8.00009-4

Lolayekar, A. P., Desouza, S., & Mukhopadhyay, P. (2022). Crimes Against Women in India: A District-Level Analysis (1991–2011). Journal of Interpersonal Violence, 37(9-10), NP7289-NP7314. DOI: https://doi.org/10.1177/0886260520967147

Mazeika, D. M., & Kumar, S. (2017). Do Crime Hot Spots Exist in Developing Countries? Evidence from India. Journal of Quantitative Criminology, 33(1), 45–61. DOI: https://doi.org/10.1007/s10940-016-9280-2

Merton, R. K. (1938). Social structure and anomie. American Sociological Review, 3(5), 672-682. DOI: https://doi.org/10.2307/2084686

Miller, K., & Alves, E. (2023). The State of Diversity in Criminal Justice Higher Education: An Analysis of Curricula in Criminal Justice Bachelor’s Degree Programs. Journal of Criminal Justice Education, 34(4), 475–494. DOI: https://doi.org/10.1080/10511253.2022.2097718

Mishra, A., Mishra, V., & Parasnis, J. (2021). The asymmetric role of crime in women’s and men’s labour force participation: Evidence from India. Journal of Economic Behavior & Organization, 188, 933–961. DOI: https://doi.org/10.1016/j.jebo.2021.06.015

Mukherjee, K., Saha, S., Karmakar, S., & Dash, P. (2024). Uncovering spatial patterns of crime: A case study of Kolkata. Crime Prevention and Community Safety, 26(1), 47–90. DOI: https://doi.org/10.1057/s41300-024-00198-4

Nagasubramaniyan, G., & Joseph, A. (2024). Urban-rural unemployment and crime in India: A panel data analysis. International Journal of Sustainable Economy, 16(1), 1–15. DOI: https://doi.org/10.1504/IJSE.2024.135196

Ohlan, R. (2020). Are regional crime rates in India natural? Crime, Law and Social Change, 73(1), 93–110. DOI: https://doi.org/10.1007/s10611-019-09851-8

Pandit, K., & Halder, S. (2023). Explaining Crime against Women in the Districts of West Bengal: An Analytical and Empirical Analysis. International Journal of Law Management & Humanities, 6(4), 111.

Paternoster, R., & Bushway, S. D. (2001). Theoretical and Empirical Work on the Relationship Between Unemployment and Crime. Journal of Quantitative Criminology, 17(4), 391–407. DOI: https://doi.org/10.1023/A:1012593805457

Petee, T. A., Kowalski, G. S. & Duffield, D. W. (1994). Crime, social disorganization, and social structure: A research note on the use of interurban ecological models. American Journal of Criminal Justice, 19, 117–132. DOI: https://doi.org/10.1007/BF02887442

Rakshit, B., & Neog, Y. (2020). Does higher educational attainment imply less crime? Evidence from the Indian states. Journal of Economic Studies, 48(1), 133–165. DOI: https://doi.org/10.1108/JES-05-2019-0218

Raphael, S., & Winter-Ebmer, R. (2001). Identifying the Effect of Unemployment on Crime. The Journal of Law and Economics, 44(1), 259–283. DOI: https://doi.org/10.1086/320275

Roy, S., & Chowdhury, I.R. (2023). Geography of crime against women in West Bengal, India: identifying spatio-temporal dynamics and hotspots. GeoJournal, 88, 5863–5895. DOI: https://doi.org/10.1007/s10708-023-10946-y

Selke, W. L. (1980). The impact of higher education on crime orientations. Journal of Criminal Justice, 8(3), 175–184. DOI: https://doi.org/10.1016/0047-2352(80)90024-0

Sharma, S. (2015). Caste-based crimes and economic status: Evidence from India. Journal of Comparative Economics, 43(1), 204–226. DOI: https://doi.org/10.1016/j.jce.2014.10.005

Sharma, S., & Sunder, N. (2024). Crime and Human Capital in India. SSRN Scholarly Paper, 4850633. DOI: https://doi.org/10.2139/ssrn.4850633

Sharma, S., & Sunder, N. (2025). Crime and human capital in India. World Development, 196, 107161. DOI: https://doi.org/10.1016/j.worlddev.2025.107161

Shaw, C. R., & McKay, H. D. (1942). Juvenile delinquency and urban areas. University of Chicago Press. DOI: https://doi.org/10.2307/1334446

Sherman, L., Neyroud, P. W., & Neyroud, E. (2016). The Cambridge crime harm index: Measuring total harm from crime based on sentencing guidelines. Policing: A Journal of Policy and Practice, 10(3), 171-183. DOI: https://doi.org/10.1093/police/paw003

Statistics Canada. (2009). “Measuring Crime in Canada: Introducing the Crime Severity Index and Improvements to the Uniform Crime Reporting Survey.” Catalogue no. 85-004-x. Statistics Canada.

Steffensmeier, D., Lu, Y., & Kumar, S. (2019). Age–Crime Relation in India: Similarity or Divergence Vs. Hirschi/gottfredson Inverted J-shaped Projection? The British Journal of Criminology, 59(1), 144–165. DOI: https://doi.org/10.1093/bjc/azy011

Subba, M. (2025). Practising border: contextualising criminality of mobility at the West Bengal-Bangladesh border. Asian Ethnicity, 26(4), 765-783. DOI: https://doi.org/10.1080/14631369.2025.2491788

van Dijk, J., Nieuwbeerta, P., & Joudo Larsen, J. (2022). Global Crime Patterns: An Analysis of Survey Data from 166 Countries Around the World, 2006–2019. Journal of Quantitative Criminology, 38(4), 793–827. DOI: https://doi.org/10.1007/s10940-021-09501-0

Wolfgang, M. E. (1985). The national survey of crime severity. US Department of Justice, Bureau of Justice Statistics.

Zhou, Y., Wang, F., & Zhou, S. (2023). The Spatial Patterns of the Crime Rate in London and Its Socio-Economic Influence Factors. Social Sciences, 12(6), Article 6. DOI: https://doi.org/10.3390/socsci12060340

Zungu, L. T., & Mtshengu, T. R. (2023). The Twin Impacts of Income Inequality and Unemployment on Murder Crime in African Emerging Economies: A Mixed Models Approach. Economies, 11(2), Article 2. DOI: https://doi.org/10.3390/economies11020058