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Gender-Biased Technological Change: Milking Machines and the Exodus of Women from Farming

Author

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  • Ager, Philipp

    (University of Mannheim)

  • Goñi, Marc

    (University of Bergen)

  • Salvanes, Kjell G.

    (Norwegian School of Economics)

Abstract

This paper studies the link between gender-biased technological change in the agricultural sector and structural transformation in Norway. After WWII, Norwegian farms began widely adopting milking machines to replace the hand milking of cows, a task typically performed by women. Combining population-wide panel data from the Norwegian registry with municipality-level data from the Census of Agriculture, we show that the adoption of milking machines triggered a process of structural transformation by displacing young rural women from their traditional jobs on farms in dairy-intensive municipalities. The displaced women moved to urban areas where they acquired a higher level of education and found better-paid employment. These findings are consistent with the predictions of a Roy model of comparative advantage, extended to account for task automation and the gender division of labor in the agricultural sector. We also quantify significant inter-generational effects of this gender-biased technology adoption. Our results imply that the mechanization of farming has broken deeply rooted gender norms, transformed women's work, and improved their long-term educational and earning opportunities, relative to men.

Suggested Citation

  • Ager, Philipp & Goñi, Marc & Salvanes, Kjell G., 2023. "Gender-Biased Technological Change: Milking Machines and the Exodus of Women from Farming," IZA Discussion Papers 16347, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp16347
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    References listed on IDEAS

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    1. Philipp Ager & Benedikt Herz & Markus Brueckner, 2020. "Structural Change and the Fertility Transition," The Review of Economics and Statistics, MIT Press, vol. 102(4), pages 806-822, October.
    2. Nathan Nunn & Nancy Qian, 2011. "The Potato's Contribution to Population and Urbanization: Evidence From A Historical Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(2), pages 593-650.
    3. McMillan, Margaret & Rodrik, Dani & Verduzco-Gallo, Íñigo, 2014. "Globalization, Structural Change, and Productivity Growth, with an Update on Africa," World Development, Elsevier, vol. 63(C), pages 11-32.
    4. Matsuyama, Kiminori, 1992. "Agricultural productivity, comparative advantage, and economic growth," Journal of Economic Theory, Elsevier, vol. 58(2), pages 317-334, December.
    5. Joshua D. Angrist, 2004. "Treatment effect heterogeneity in theory and practice," Economic Journal, Royal Economic Society, vol. 114(494), pages 52-83, March.
    6. Andrew Schmitz & David Seckler, 1970. "Mechanized Agriculture and Social Welfare: The Case of the Tomato Harvester," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 52(4), pages 569-577.
    7. Philip Oreopoulos & Marianne Page & Ann Huff Stevens, 2008. "The Intergenerational Effects of Worker Displacement," Journal of Labor Economics, University of Chicago Press, vol. 26(3), pages 455-483, July.
    8. Patrick Bennett & Aline Bütikofer & Kjell G. Salvanes & Darina Steskal, 2022. "Changes in Urban Wages, Jobs, and Workers from 1958-2017," CESifo Working Paper Series 9766, CESifo.
    9. Andrew D. Foster & Mark R. Rosenzweig, 1996. "Comparative Advantage, Information and the Allocation of Workers to Tasks: Evidence from an Agricultural Labour Market," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 63(3), pages 347-374.
    10. Binswanger, Hans, 1986. "Agricultural Mechanization: A Comparative Historical Perspective," The World Bank Research Observer, World Bank, vol. 1(1), pages 27-56, January.
    11. Sandra E. Black & Paul J. Devereux & Kjell G. Salvanes, 2005. "Why the Apple Doesn't Fall Far: Understanding Intergenerational Transmission of Human Capital," American Economic Review, American Economic Association, vol. 95(1), pages 437-449, March.
    12. Daniel P. Gross, 2018. "Scale versus scope in the diffusion of new technology: evidence from the farm tractor," RAND Journal of Economics, RAND Corporation, vol. 49(2), pages 427-452, June.
    13. Philipp Ager & Leah Boustan & Katherine Eriksson, 2021. "The Intergenerational Effects of a Large Wealth Shock: White Southerners after the Civil War," American Economic Review, American Economic Association, vol. 111(11), pages 3767-3794, November.
    14. Kaivan Munshi & Mark Rosenzweig, 2016. "Networks and Misallocation: Insurance, Migration, and the Rural-Urban Wage Gap," American Economic Review, American Economic Association, vol. 106(1), pages 46-98, January.
    15. Douglas Gollin & Stephen Parente & Richard Rogerson, 2002. "The Role of Agriculture in Development," American Economic Review, American Economic Association, vol. 92(2), pages 160-164, May.
    16. Galor, Oded & Weil, David N, 1996. "The Gender Gap, Fertility, and Growth," American Economic Review, American Economic Association, vol. 86(3), pages 374-387, June.
    17. Björklund, Anders & Salvanes, Kjell G., 2011. "Education and Family Background: Mechanisms and Policies," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 3, chapter 3, pages 201-247, Elsevier.
    18. Herrendorf, Berthold & Rogerson, Richard & Valentinyi, Ákos, 2014. "Growth and Structural Transformation," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 2, chapter 6, pages 855-941, Elsevier.
    19. Rodolfo E. Manuelli & Ananth Seshadri, 2014. "Frictionless Technology Diffusion: The Case of Tractors," American Economic Review, American Economic Association, vol. 104(4), pages 1368-1391, April.
    20. David Lagakos & Michael E. Waugh, 2013. "Selection, Agriculture, and Cross-Country Productivity Differences," American Economic Review, American Economic Association, vol. 103(2), pages 948-980, April.
    21. David H. Autor, 2019. "Work of the Past, Work of the Future," AEA Papers and Proceedings, American Economic Association, vol. 109, pages 1-32, May.
    22. A. D. Roy, 1951. "Some Thoughts On The Distribution Of Earnings," Oxford Economic Papers, Oxford University Press, vol. 3(2), pages 135-146.
    23. Acemoglu, Daron & Autor, David, 2011. "Skills, Tasks and Technologies: Implications for Employment and Earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 12, pages 1043-1171, Elsevier.
    24. Mari Rege & Kjetil Telle & Mark Votruba, 2011. "Parental Job Loss and Children's School Performance," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 78(4), pages 1462-1489.
    25. Martin Nybom & Jan Stuhler, 2017. "Biases in Standard Measures of Intergenerational Income Dependence," Journal of Human Resources, University of Wisconsin Press, vol. 52(3), pages 800-825.
    26. Bruno Caprettini & Hans-Joachim Voth, 2020. "Rage against the Machines: Labor-Saving Technology and Unrest in Industrializing England," American Economic Review: Insights, American Economic Association, vol. 2(3), pages 305-320, September.
    27. Gollin, Douglas, 2010. "Agricultural Productivity and Economic Growth," Handbook of Agricultural Economics, in: Robert Evenson & Prabhu Pingali (ed.), Handbook of Agricultural Economics, edition 1, volume 4, chapter 73, pages 3825-3866, Elsevier.
    28. Stevens, Ann Huff & Schaller, Jessamyn, 2011. "Short-run effects of parental job loss on children's academic achievement," Economics of Education Review, Elsevier, vol. 30(2), pages 289-299, April.
    29. Goldin, Claudia, 1992. "Understanding the Gender Gap: An Economic History of American Women," OUP Catalogue, Oxford University Press, number 9780195072709.
    30. repec:hoo:wpaper:e-92-3 is not listed on IDEAS
    31. Bütikofer, Aline & Dalla-Zuanna, Antonio & Salvanes, Kjell G., 2018. "Breaking the Links: Natural Resource Booms and Intergenerational Mobility," Discussion Paper Series in Economics 19/2018, Norwegian School of Economics, Department of Economics.
    32. Graeub, Benjamin E. & Chappell, M. Jahi & Wittman, Hannah & Ledermann, Samuel & Kerr, Rachel Bezner & Gemmill-Herren, Barbara, 2016. "The State of Family Farms in the World," World Development, Elsevier, vol. 87(C), pages 1-15.
    33. Mark M. Pitt & Mark R. Rosenzweig & Mohammad Nazmul Hassan, 2012. "Human Capital Investment and the Gender Division of Labor in a Brawn-Based Economy," American Economic Review, American Economic Association, vol. 102(7), pages 3531-3560, December.
    34. Leknes, Stefan & Modalsli, Jørgen, 2020. "Who Benefited from Industrialization? The Local Effects of Hydropower Technology Adoption in Norway," The Journal of Economic History, Cambridge University Press, vol. 80(1), pages 207-245, March.
    35. Eric Chyn, 2018. "Moved to Opportunity: The Long-Run Effects of Public Housing Demolition on Children," American Economic Review, American Economic Association, vol. 108(10), pages 3028-3056, October.
    36. Jeremy Atack & Robert A. Margo & Paul W. Rhode, 2019. ""Automation" of Manufacturing in the Late Nineteenth Century: The Hand and Machine Labor Study," Journal of Economic Perspectives, American Economic Association, vol. 33(2), pages 51-70, Spring.
    37. Rondo Cameron, 1985. "A New View of European Industrialization," Economic History Review, Economic History Society, vol. 38(1), pages 1-23, February.
    38. Paola Giuliano, 2015. "The Role of Women in Society: from Preindustrial to Modern Times," CESifo Economic Studies, CESifo Group, vol. 61(1), pages 33-52.
    39. Conley, T. G., 1999. "GMM estimation with cross sectional dependence," Journal of Econometrics, Elsevier, vol. 92(1), pages 1-45, September.
    40. Joel Mokyr & Chris Vickers & Nicolas L. Ziebarth, 2015. "The History of Technological Anxiety and the Future of Economic Growth: Is This Time Different?," Journal of Economic Perspectives, American Economic Association, vol. 29(3), pages 31-50, Summer.
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    More about this item

    Keywords

    gender biased technological change; migration; intergenerational mobility;
    All these keywords.

    JEL classification:

    • J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J43 - Labor and Demographic Economics - - Particular Labor Markets - - - Agricultural Labor Markets
    • J61 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Geographic Labor Mobility; Immigrant Workers
    • N34 - Economic History - - Labor and Consumers, Demography, Education, Health, Welfare, Income, Wealth, Religion, and Philanthropy - - - Europe: 1913-
    • O14 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Industrialization; Manufacturing and Service Industries; Choice of Technology
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

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