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Measuring Job Accessibility : Different Methods and New Data

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  • Iimi, Atsushi

Abstract

The paper reexamines how to measure job accessibility in environments with limited data availability and applies different methods to Antananarivo, the capital of Madagascar. Job creation and accessibility are attracting renewed interest in developing countries, where unemployment rates remain persistently high. The paper finds two types of job accessibility measures that particularly impact employment: proximity to public transport and average travel time weighted by available job opportunities. For the latter, the paper also finds that new open-source data, such as the Open Buildings data set, are effective in identifying existing job opportunities. Using the measured results, the marginal impact of job accessibility on employment is estimated at about -0.05 to -0.06 after the potential endogeneity of accessibility measures is controlled.

Suggested Citation

  • Iimi, Atsushi, 2025. "Measuring Job Accessibility : Different Methods and New Data," Policy Research Working Paper Series 11181, The World Bank.
  • Handle: RePEc:wbk:wbrwps:11181
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    as
    1. Thomas Le Barbanchon & Roland Rathelot & Alexandra Roulet, 2021. "Gender Differences in Job Search: Trading off Commute against Wage," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(1), pages 381-426.
    2. Scholl, Lynn & Martinez, Daniel & Mitnik, Oscar A. & Oviedo, Daniel & Yanez-Pagans, Patricia, 2018. "A Rapid Road to Employment? The Impacts of a Bus Rapid Transit System in Lima," IZA Discussion Papers 12019, Institute of Labor Economics (IZA).
    3. Mayer, Thierry & Trevien, Corentin, 2017. "The impact of urban public transportation evidence from the Paris region," Journal of Urban Economics, Elsevier, vol. 102(C), pages 1-21.
    4. repec:cdl:ucsbec:qt1wf7x3rg is not listed on IDEAS
    5. Peter Ruppert & Elena Stancanelli & Etienne Wasmer, 2009. "Commuting, Wages and Bargaining Power," Annals of Economics and Statistics, GENES, issue 95-96, pages 201-220.
    6. Mayer, Thierry & Trevien, Corentin, 2017. "The impact of urban public transportation evidence from the Paris region," Journal of Urban Economics, Elsevier, vol. 102(C), pages 1-21.
    7. Remi Jedwab & Alexander Moradi, 2016. "The Permanent Effects of Transportation Revolutions in Poor Countries: Evidence from Africa," The Review of Economics and Statistics, MIT Press, vol. 98(2), pages 268-284, May.
    8. Justin Tyndall, 2017. "Waiting for the R train: Public transportation and employment," Urban Studies, Urban Studies Journal Limited, vol. 54(2), pages 520-537, February.
    9. Atsushi Iimi, 2023. "Estimating the demand for informal public transport: evidence from Antananarivo, Madagascar," Public Transport, Springer, vol. 15(1), pages 129-168, March.
    10. George J. Stigler, 1962. "Information in the Labor Market," NBER Chapters, in: Investment in Human Beings, pages 94-105, National Bureau of Economic Research, Inc.
    11. Roberto Rigobon & Thomas M. Stoker, 2007. "Estimation With Censored Regressors: Basic Issues," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 48(4), pages 1441-1467, November.
    12. Ria Ivandic & Anne Sophie Lassen, 2023. "Gender Gaps From Labor Market Shocks," Upjohn Working Papers 23-387, W.E. Upjohn Institute for Employment Research.
    13. Mayer, Thierry & Trevien, Corentin, 2017. "The impact of urban public transportation evidence from the Paris region," Journal of Urban Economics, Elsevier, vol. 102(C), pages 1-21.
    14. Raphael, Steven & Rice, Lorien, 2002. "Car ownership, employment, and earnings," Journal of Urban Economics, Elsevier, vol. 52(1), pages 109-130, July.
    15. Kim S. So & Peter F. Orazem & Daniel M. Otto, 2001. "The Effects of Housing Prices, Wages, and Commuting Time on Joint Residential and Job Location Choices," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(4), pages 1036-1048.
    16. Ria Ivandic & Anne Sophie Lassen, 2023. "Gender gaps from labor market shocks," CEP Discussion Papers dp1944, Centre for Economic Performance, LSE.
    17. repec:hal:spmain:info:hdl:2441/6d427am2i18m5a5elpijpm1e8l is not listed on IDEAS
    18. White, Michelle J, 1986. "Sex Differences in Urban Commuting Patterns," American Economic Review, American Economic Association, vol. 76(2), pages 368-372, May.
    19. repec:sae:mrxval:v:30:y:1996:i:4:p:979-994 is not listed on IDEAS
    20. Banerjee, Abhijit & Duflo, Esther & Qian, Nancy, 2020. "On the road: Access to transportation infrastructure and economic growth in China," Journal of Development Economics, Elsevier, vol. 145(C).
    21. Guevara, C. Angelo, 2018. "Overidentification tests for the exogeneity of instruments in discrete choice models," Transportation Research Part B: Methodological, Elsevier, vol. 114(C), pages 241-253.
    22. repec:adr:anecst:y:2009:i:95-96:p:11 is not listed on IDEAS
    23. Ivandić, Ria & Lassen, Anne Sophie, 2023. "Gender gaps from labor market shocks," LSE Research Online Documents on Economics 119948, London School of Economics and Political Science, LSE Library.
    24. Maryna Tverdostup & Tiiu Paas, 2022. "Gender disparities in wage returns to human capital components: how different are European labour markets?," Baltic Journal of Economics, Baltic International Centre for Economic Policy Studies, vol. 22(1), pages 28-48.
    25. repec:spo:wpmain:info:hdl:2441/10031 is not listed on IDEAS
    26. Banerjee, Abhijit & Sequeira, Sandra, 2023. "Learning by searching: Spatial mismatches and imperfect information in Southern labor markets," Journal of Development Economics, Elsevier, vol. 164(C).
    27. White, Michelle J, 1988. "Urban Commuting Journeys Are Not "Wasteful."," Journal of Political Economy, University of Chicago Press, vol. 96(5), pages 1097-1110, October.
    28. So, Kim Sui & Orazem, Peter & Otto, Daniel, 2001. "The Effects of Housing Prices, Wages, and Commuting Time on Urban-Rural Residential Choice," Staff General Research Papers Archive 1204, Iowa State University, Department of Economics.
    29. J. Ignacio Gimenez-Nadal & José Alberto Molina, 2016. "Commuting Time And Household Responsibilities: Evidence Using Propensity Score Matching," Journal of Regional Science, Wiley Blackwell, vol. 56(2), pages 332-359, March.
    30. van den Berg, Gerard J & Gorter, Cees, 1997. "Job Search and Commuting Time," Journal of Business & Economic Statistics, American Statistical Association, vol. 15(2), pages 269-281, April.
    31. Stephen Dixon & Daniel Johnson & Richard Batley, 2019. "A job accessibility index to evaluate employment impacts in isolated regions now restored to the rail network," Transportation Planning and Technology, Taylor & Francis Journals, vol. 42(5), pages 515-537, July.
    32. Ivandić, Ria & Lassen, Anne Sophie, 2023. "Gender gaps from labor market shocks," Labour Economics, Elsevier, vol. 83(C).
    33. David Levinson, 1998. "Accessibility and the Journey to Work," Working Papers 199802, University of Minnesota: Nexus Research Group.
    34. Claudia Goldin, 2014. "A Grand Gender Convergence: Its Last Chapter," American Economic Review, American Economic Association, vol. 104(4), pages 1091-1119, April.
    35. repec:hal:spmain:info:hdl:2441/10031 is not listed on IDEAS
    36. Phil Goodwin & Robert Noland, 2003. "Building new roads really does create extra traffic: a response to Prakash et al," Applied Economics, Taylor & Francis Journals, vol. 35(13), pages 1451-1457.
    37. Datta, Saugato, 2012. "The impact of improved highways on Indian firms," Journal of Development Economics, Elsevier, vol. 99(1), pages 46-57.
    38. Peter Rupert & Elena Stancanelli & Etienne Wasmer, 2009. "Commuting, Wages and Bargaining Power," SciencePo Working papers hal-00972825, HAL.
    39. Lachapelle, Ugo & Boisjoly, Geneviève, 2023. "Breaking down public transit travel time for more accurate transport equity policies: A trip component approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 175(C).
    40. Merlin, Louis A. & Hu, Lingqian, 2017. "Does competition matter in measures of job accessibility? Explaining employment in Los Angeles," Journal of Transport Geography, Elsevier, vol. 64(C), pages 77-88.
    41. White, M.J., 1988. "Urban Commuting Journeys Are Not Wasteful," Papers 88-10, Michigan - Center for Research on Economic & Social Theory.
    42. José de Hevia & María Arrazola, 2009. "Marginal effects in the double selection regression model: an illustration for the wages of women in Spain," Economics Bulletin, AccessEcon, vol. 29(2), pages 611-621.
    43. Ermagun, Alireza, 2021. "Transit access and urban space-time structure of American cities," Journal of Transport Geography, Elsevier, vol. 93(C).
    44. Baum, Charles L., 2009. "The effects of vehicle ownership on employment," Journal of Urban Economics, Elsevier, vol. 66(3), pages 151-163, November.
    45. Jeroen Bastiaanssen & Daniel Johnson & Karen Lucas, 2020. "Does transport help people to gain employment? A systematic review and meta-analysis of the empirical evidence," Transport Reviews, Taylor & Francis Journals, vol. 40(5), pages 607-628, July.
    46. repec:spo:wpecon:info:hdl:2441/10031 is not listed on IDEAS
    47. David McKenzie, 2021. "Small business training to improve management practices in developing countries: re-assessing the evidence for ‘training doesn’t work’," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 37(2), pages 276-301.
    48. Catherine Y. Co & Ira N. Gang & Myeong‐Su Yun, 2005. "Self‐Employment and Wage Earning in Hungary," Review of Development Economics, Wiley Blackwell, vol. 9(2), pages 150-165, May.
    49. Lanning, Jonathan A., 2014. "A search model with endogenous job destruction and discrimination: Why equal wage policies may not eliminate wage disparity," Labour Economics, Elsevier, vol. 26(C), pages 55-71.
    50. repec:hal:wpspec:info:hdl:2441/10031 is not listed on IDEAS
    51. Ivandic, Ria & Lassen, Anne Sophie, 2023. "Gender gaps from labor market shocks," LSE Research Online Documents on Economics 121285, London School of Economics and Political Science, LSE Library.
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