IDEAS home Printed from https://ideas.repec.org/p/zbw/hohdps/062019.html
   My bibliography  Save this paper

Mapping stratification: The industry-occupation space reveals the network structure of inequality

Author

Listed:
  • Hartmann, Dominik
  • Jara-Figueroa, Cristian
  • Kaltenberg, Mary
  • Gala, Paulo

Abstract

Social stratification is determined not only by income, education, race, and gender, but also by an individual's job characteristics and their position in the industrial structure. Utilizing a dataset of 76.6 million Brazilian workers and methods from network science, we map the Brazilian Industry- Occupation Space (BIOS). The BIOS measures the extent to which 600 occupations co-appear in 585 industries, resulting in a complex network that shows how industrial-occupational communities provide important information on the network segmentation of society. Gender, race, education, and income are concentrated unevenly across the core-periphery structure of the BIOS. Moreover, we identify 28 industrial occupational communities from the BIOS network structure and report their contribution to total income inequality in Brazil. Finally, we quantify the relative poverty within these communities. In sum, the BIOS reveals how the coupling of industries and occupations contributes to mapping social stratification.

Suggested Citation

  • Hartmann, Dominik & Jara-Figueroa, Cristian & Kaltenberg, Mary & Gala, Paulo, 2019. "Mapping stratification: The industry-occupation space reveals the network structure of inequality," Hohenheim Discussion Papers in Business, Economics and Social Sciences 06-2019, University of Hohenheim, Faculty of Business, Economics and Social Sciences.
  • Handle: RePEc:zbw:hohdps:062019
    as

    Download full text from publisher

    File URL: https://www.econstor.eu/bitstream/10419/200103/1/1668032252.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. AndrewE. Clark & Claudia Senik, 2010. "Who Compares to Whom? The Anatomy of Income Comparisons in Europe," Economic Journal, Royal Economic Society, vol. 120(544), pages 573-594, May.
    2. Carlos Rodriguez-Castelan & Luis F. Lopez-Calva & Nora Lustig & Daniel Valderrama, 2016. "Understanding the Dynamics of Labor Income Inequality in Latin America," Working Papers 1608, Tulane University, Department of Economics.
    3. Azar, José & Marinescu, Ioana & Steinbaum, Marshall & Taska, Bledi, 2020. "Concentration in US labor markets: Evidence from online vacancy data," Labour Economics, Elsevier, vol. 66(C).
    4. Peter Brummund & Laura Connolly, 2019. "Who Creates Stable Jobs? Evidence from Brazil," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 81(3), pages 540-563, June.
    5. Hartmann, Dominik & Bezerra, Mayra & Pinheiro, Flávio L., 2019. "Identifying smart strategies for economic diversification and inclusive growth in developing economies: The case of Paraguay," Hohenheim Discussion Papers in Business, Economics and Social Sciences 04-2019, University of Hohenheim, Faculty of Business, Economics and Social Sciences.
    6. Erzo F. P. Luttmer, 2005. "Neighbors as Negatives: Relative Earnings and Well-Being," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(3), pages 963-1002.
    7. Hartmann, Dominik & Guevara, Miguel R. & Jara-Figueroa, Cristian & Aristarán, Manuel & Hidalgo, César A., 2017. "Linking Economic Complexity, Institutions, and Income Inequality," World Development, Elsevier, vol. 93(C), pages 75-93.
    8. Margaret S. McMillan & Dani Rodrik, 2011. "Globalization, Structural Change and Productivity Growth," NBER Working Papers 17143, National Bureau of Economic Research, Inc.
    9. Gala, Paulo & Camargo, Jhean & Magacho, Guilherme & Rocha, Igor, 2018. "Sophisticated jobs matter for economic complexity: An empirical analysis based on input-output matrices and employment data," Structural Change and Economic Dynamics, Elsevier, vol. 45(C), pages 1-8.
    10. Dominik Hartmann & Cristian Jara-Figueroa & Miguel Guevara & Alex Simoes & C'esar A. Hidalgo, 2017. "The structural constraints of income inequality in Latin America," Papers 1701.03770, arXiv.org, revised Jan 2017.
    11. C. Jara-Figueroa & Bogang Jun & Edward L. Glaeser & Cesar A. Hidalgo, 2018. "The role of industry-specific, occupation-specific, and location-specific knowledge in the growth and survival of new firms," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 115(50), pages 12646-12653, December.
    12. Anonymous, 1960. "Economic and Social Council," International Organization, Cambridge University Press, vol. 14(4), pages 594-597, October.
    13. Krueger, Alan B & Summers, Lawrence H, 1988. "Efficiency Wages and the Inter-industry Wage Structure," Econometrica, Econometric Society, vol. 56(2), pages 259-293, March.
    14. Lustig, Nora & Lopez-Calva, Luis F. & Ortiz-Juarez, Eduardo, 2013. "Declining Inequality in Latin America in the 2000s: The Cases of Argentina, Brazil, and Mexico," World Development, Elsevier, vol. 44(C), pages 129-141.
    15. José Azar & Ioana Marinescu & Marshall Steinbaum, 2022. "Labor Market Concentration," Journal of Human Resources, University of Wisconsin Press, vol. 57(S), pages 167-199.
    16. Anonymous, 1960. "Economic and Social Council," International Organization, Cambridge University Press, vol. 14(3), pages 444-452, July.
    17. Tavares, Priscilla Albuquerque & Menezes-Filho, Naércio Aquino, 2011. "Human Capital and the Recent Fall of Earnings Inequality in Brazil," Brazilian Review of Econometrics, Sociedade Brasileira de Econometria - SBE, vol. 31(2), December.
    18. Jeff Alstott & Giorgio Triulzi & Bowen Yan & Jianxi Luo, 2017. "Mapping technology space by normalizing patent networks," Scientometrics, Springer;Akadémiai Kiadó, vol. 110(1), pages 443-479, January.
    19. Nora Lustig & Luis F. Lopez-Calva & Eduardo Ortiz-Juarez & Célestin Monga, 2016. "Deconstructing the Decline in Inequality in Latin America," International Economic Association Series, in: Kaushik Basu & Joseph E. Stiglitz (ed.), Inequality and Growth: Patterns and Policy, chapter 7, pages 212-247, Palgrave Macmillan.
    20. Josef Novotný, 2007. "On the measurement of regional inequality: does spatial dimension of income inequality matter?," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 41(3), pages 563-580, September.
    21. Hartmann, Dominik & Bezerra, Mayra & Lodolo, Beatrice & Pinheiro, Flávio L., 2019. "International trade, development traps, and the core-periphery structure of income inequality," Hohenheim Discussion Papers in Business, Economics and Social Sciences 01-2019, University of Hohenheim, Faculty of Business, Economics and Social Sciences.
    22. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    23. Kevin Rinz, 2018. "Labor Market Concentration, Earnings Inequality, and Earnings Mobility," CARRA Working Papers 2018-10, Center for Economic Studies, U.S. Census Bureau.
    24. Anonymous, 1960. "Economic and Social Council," International Organization, Cambridge University Press, vol. 14(2), pages 312-322, April.
    25. Cahit Guven & Bent Sørensen, 2012. "Subjective Well-Being: Keeping Up with the Perception of the Joneses," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 109(3), pages 439-469, December.
    26. Anonymous, 1960. "Economic and Social Council," International Organization, Cambridge University Press, vol. 14(1), pages 189-202, January.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Hartmann, Dominik & Zagato, Ligia & Gala, Paulo & Pinheiro, Flavio L., 2021. "Why did some countries catch-up, while others got stuck in the middle? Stages of productive sophistication and smart industrial policies," Structural Change and Economic Dynamics, Elsevier, vol. 58(C), pages 1-13.
    2. Sabrina Aufiero & Giordano De Marzo & Angelica Sbardella & Andrea Zaccaria, 2023. "Mapping job complexity and skills into wages," Papers 2304.05251, arXiv.org.
    3. Auerswald, Philip & Dani, Lokesh, 2022. "Entrepreneurial opportunity and related specialization in economic ecosystems," Research Policy, Elsevier, vol. 51(9).
    4. David E. Bloom & Victoria Y. Fan & Vadim Kufenko & Osondu Ogbuoji & Klaus Prettner & Gavin Yamey, 2021. "Going beyond GDP with a parsimonious indicator: inequality-adjusted healthy lifetime income," Vienna Yearbook of Population Research, Vienna Institute of Demography (VID) of the Austrian Academy of Sciences in Vienna, vol. 19(1), pages 127-140.
    5. Diogo Ferraz & Enzo B. Mariano & Daisy Rebelatto & Dominik Hartmann, 2020. "Linking Human Development and the Financial Responsibility of Regions: Combined Index Proposals Using Methods from Data Envelopment Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 150(2), pages 439-478, July.
    6. JosŽ Luis Oreiro & Luciano Luiz Manarin & Paulo Gala, 2020. "Deindustrialization, economic complexity and exchange rate overvaluation: the case of Brazil (1998-2017)," PSL Quarterly Review, Economia civile, vol. 73(295), pages 313-341.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Diogo Ferraz & Fernanda P. S. Falguera & Enzo B. Mariano & Dominik Hartmann, 2021. "Linking Economic Complexity, Diversification, and Industrial Policy with Sustainable Development: A Structured Literature Review," Sustainability, MDPI, vol. 13(3), pages 1-29, January.
    2. Gnangnon, Sèna Kimm, 2020. "Aid for Trade flows and Poverty Reduction in Recipient-Countries," EconStor Preprints 213807, ZBW - Leibniz Information Centre for Economics.
    3. Dominik Hartmann & Flavio L. Pinheiro, 2022. "Economic complexity and inequality at the national and regional level," Papers 2206.00818, arXiv.org, revised Jun 2022.
    4. Margarida Bandeira Morais & J. Swart & J.A. Jordaan, 2018. "Economic Complexity and Inequality: Does Productive Structure Affect Regional Wage Differentials in Brazil?," Working Papers 18-11, Utrecht School of Economics.
    5. Hartmann, Dominik & Bezerra, Mayra & Lodolo, Beatrice & Pinheiro, Flávio L., 2019. "International trade, development traps, and the core-periphery structure of income inequality," Hohenheim Discussion Papers in Business, Economics and Social Sciences 01-2019, University of Hohenheim, Faculty of Business, Economics and Social Sciences.
    6. Gabriel M. Ahfeldt & Alexandra Mastro, 2011. "Valuing Iconic Design: Frank Lloyd Wright Architecture in Oak Park, Illinois," SERC Discussion Papers 0084, Centre for Economic Performance, LSE.
    7. Hartmann, Dominik & Zagato, Ligia & Gala, Paulo & Pinheiro, Flavio L., 2021. "Why did some countries catch-up, while others got stuck in the middle? Stages of productive sophistication and smart industrial policies," Structural Change and Economic Dynamics, Elsevier, vol. 58(C), pages 1-13.
    8. Steven Berry & Martin Gaynor & Fiona Scott Morton, 2019. "Do Increasing Markups Matter? Lessons from Empirical Industrial Organization," Journal of Economic Perspectives, American Economic Association, vol. 33(3), pages 44-68, Summer.
    9. David Berger & Kyle Herkenhoff & Simon Mongey, 2022. "Labor Market Power," American Economic Review, American Economic Association, vol. 112(4), pages 1147-1193, April.
    10. Hidalgo, César A., 2023. "The policy implications of economic complexity," Research Policy, Elsevier, vol. 52(9).
    11. Olivera Kostoska & Sonja Mitikj & Petar Jovanovski & Ljupco Kocarev, 2020. "Core-periphery structure in sectoral international trade networks: A new approach to an old theory," PLOS ONE, Public Library of Science, vol. 15(4), pages 1-24, April.
    12. Elena Paglialunga & Andrea Coveri & Antonello Zanfei, 2020. "Climate change and inequality in a global context. Exploring climate induced disparities and the reaction of economic systems," Working Papers 2003, University of Urbino Carlo Bo, Department of Economics, Society & Politics - Scientific Committee - L. Stefanini & G. Travaglini, revised 2020.
    13. Canh Phuc Nguyen & Thanh Dinh Su, 2021. "Financing the economy: The multidimensional influences of financial development on economic complexity," Journal of International Development, John Wiley & Sons, Ltd., vol. 33(4), pages 644-684, May.
    14. Elena Bárcena-Martín & Alexandra Cortés-Aguilar & Ana I. Moro-Egido, 2017. "Social Comparisons on Subjective Well-Being: The Role of Social and Cultural Capital," Journal of Happiness Studies, Springer, vol. 18(4), pages 1121-1145, August.
    15. Marinescu, Ioana & Ouss, Ivan & Pape, Louis-Daniel, 2021. "Wages, hires, and labor market concentration," Journal of Economic Behavior & Organization, Elsevier, vol. 184(C), pages 506-605.
    16. Alan Manning, 2021. "Monopsony in Labor Markets: A Review," ILR Review, Cornell University, ILR School, vol. 74(1), pages 3-26, January.
    17. Ben-Hur Francisco Cardoso & Eva Yamila da Silva Catela & Guilherme Viegas & Fl'avio L. Pinheiro & Dominik Hartmann, 2023. "Export complexity, industrial complexity and regional economic growth in Brazil," Papers 2312.07469, arXiv.org.
    18. Pinheiro, Flávio L. & Hartmann, Dominik & Boschma, Ron & Hidalgo, César A., 2022. "The time and frequency of unrelated diversification," Research Policy, Elsevier, vol. 51(8).
    19. Elena Bárcena-Martín & Cortés Aguilar Alexandra & Ana I. Moro Egido, 2013. "The role of proximity and social comparisons on subjective well-being," ThE Papers 13/10, Department of Economic Theory and Economic History of the University of Granada..
    20. Yue Qiu & Aaron Sojourner, 2023. "Labor-Market Concentration and Labor Compensation," ILR Review, Cornell University, ILR School, vol. 76(3), pages 475-503, May.

    More about this item

    Keywords

    labor markets; social structure; stratification; economic sociology; wages; inequality;
    All these keywords.

    JEL classification:

    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • L0 - Industrial Organization - - General
    • Z13 - Other Special Topics - - Cultural Economics - - - Economic Sociology; Economic Anthropology; Language; Social and Economic Stratification

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:zbw:hohdps:062019. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: ZBW - Leibniz Information Centre for Economics (email available below). General contact details of provider: https://edirc.repec.org/data/fwhohde.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.