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Rethinking age heaping: a cautionary tale from nineteenth‐century Italy

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  • Brian A'Hearn
  • Alexia Delfino
  • Alessandro Nuvolari

Abstract

Age heaping is widely employed as an indicator of human capital, more specifically of numeracy. We re‐examine the age heaping–numeracy link in the light of evidence from nineteenth‐century Italian censuses, in which education explains little of the variation in age heaping. We argue that in general age heaping is most plausibly interpreted as an indicator of cultural, economic, and institutional modernization rather than a straightforward measure of individual cognitive skills. We do not rule out the use of age heaping as a numeracy indicator, but this needs to be done with research designs that are alert to historical specificities of the context under investigation.

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  • Brian A'Hearn & Alexia Delfino & Alessandro Nuvolari, 2022. "Rethinking age heaping: a cautionary tale from nineteenth‐century Italy," Economic History Review, Economic History Society, vol. 75(1), pages 111-137, February.
  • Handle: RePEc:bla:ehsrev:v:75:y:2022:i:1:p:111-137
    DOI: 10.1111/ehr.13087
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    1. Matthias Blum & Christopher L. Colvin & Laura McAtackney & Eoin McLaughlin, 2017. "Women of an uncertain age: quantifying human capital accumulation in rural Ireland in the nineteenth century," Economic History Review, Economic History Society, vol. 70(1), pages 187-223, February.
    2. Juif, Dácil-Tania & Baten, Joerg, 2013. "On the human capital of Inca Indios before and after the Spanish Conquest. Was there a “Pre-Colonial Legacy”?," Explorations in Economic History, Elsevier, vol. 50(2), pages 227-241.
    3. Claude Diebolt & Michael Haupert, 2018. "Cliometrics," Working Papers of BETA 2018-01, Bureau d'Economie Théorique et Appliquée, UDS, Strasbourg.
    4. Baten, Joerg & Juif, Dácil, 2014. "A story of large landowners and math skills: Inequality and human capital formation in long-run development, 1820–2000," Journal of Comparative Economics, Elsevier, vol. 42(2), pages 375-401.
    5. Kerstin Manzel & Joerg Baten & Yvonne Stolz, 2012. "Convergence and divergence of numeracy: the development of age heaping in Latin America from the seventeenth to the twentieth century," Economic History Review, Economic History Society, vol. 65(3), pages 932-960, August.
    6. Carlo Ciccarelli & Stefano Fachin, 2017. "Regional growth with spatial dependence: A case study on early Italian industrialization," Papers in Regional Science, Wiley Blackwell, vol. 96(4), pages 675-695, November.
    7. Joerg Baten & Stefan Priwitzer, 2015. "Social and intertemporal differences of basic numeracy in Pannonia (first century BCE to third century CE)," Scandinavian Economic History Review, Taylor & Francis Journals, vol. 63(2), pages 110-134, June.
    8. Franziska Tollnek & Joerg Baten, 2012. "Farmer Families at the Heart of the Educational Revolution: Which Occupational Group Inherited Human Capital in the Early Modern Era?," Working Papers 0033, European Historical Economics Society (EHES).
    9. A'Hearn, Brian & Baten, Jörg & Crayen, Dorothee, 2009. "Quantifying Quantitative Literacy: Age Heaping and the History of Human Capital," The Journal of Economic History, Cambridge University Press, vol. 69(3), pages 783-808, September.
    10. Mikołaj Szołtysek & R. Poniat & S. Gruber, 2018. "Age heaping patterns in Mosaic data," Historical Methods: A Journal of Quantitative and Interdisciplinary History, Taylor & Francis Journals, vol. 51(1), pages 13-38, January.
    11. Faustine Perrin, 2020. "Gender Gap in Numeracy and the Role of Marital Status. Evidence from 19th century France," Revue d'économie politique, Dalloz, vol. 130(1), pages 51-76.
    12. Emanuele Felice & Michelangelo Vasta, 2015. "Passive modernization? The new human development index and its components in Italy's regions (1871–2007)," European Review of Economic History, European Historical Economics Society, vol. 19(1), pages 44-66.
    13. Jorg Baten & Dorothee Crayen & Hans-Joachim Voth, 2014. "Numeracy and the Impact of High Food Prices in Industrializing Britain, 1780–1850," The Review of Economics and Statistics, MIT Press, vol. 96(3), pages 418-430, July.
    14. Carlo Ciccarelli & Jacob Weisdorf, 2016. "The Effect of the Italian Unification on the Comparative Regional Development in Literacy, 1821-1911," CEIS Research Paper 392, Tor Vergata University, CEIS, revised 25 Jul 2016.
    15. Ralph Hippe & Joerg Baten, 2011. "Regional Inequality in Human Capital Formation in Europe, 1790 - 1880," Working Papers 11-07, Association Française de Cliométrie (AFC).
    16. Matthias Blum & Karl†Peter Krauss, 2018. "Age heaping and numeracy: looking behind the curtain," Economic History Review, Economic History Society, vol. 71(2), pages 464-479, May.
    17. Carlo Ciccarelli & Jacob Weisdorf, 2019. "Pioneering into the past: Regional literacy developments in Italy before Italy," European Review of Economic History, European Historical Economics Society, vol. 23(3), pages 329-364.
    18. Claude Diebolt & Michael Haupert (ed.), 2016. "Handbook of Cliometrics," Springer Books, Springer, edition 1, number 978-3-642-40406-1, June.
    19. Baten, Joerg & Ma, Debin & Morgan, Stephen & Wang, Qing, 2010. "Evolution of living standards and human capital in China in the 18-20th centuries: Evidences from real wages, age-heaping, and anthropometrics," Explorations in Economic History, Elsevier, vol. 47(3), pages 347-359, July.
    20. Crayen, Dorothee & Baten, Joerg, 2010. "Global trends in numeracy 1820-1949 and its implications for long-term growth," Explorations in Economic History, Elsevier, vol. 47(1), pages 82-99, January.
    21. Dincecco,Mark, 2017. "State Capacity and Economic Development," Cambridge Books, Cambridge University Press, number 9781108439541.
    22. Stefano Fenoaltea, 2020. "Choler: The Failure of the Cliometrics School," Annals of the Fondazione Luigi Einaudi. An Interdisciplinary Journal of Economics, History and Political Science, Fondazione Luigi Einaudi, Torino (Italy), vol. 54(1), pages 231-242, June.
    23. Peter Földvári & Bas Van Leeuwen & Jieli Van Leeuwen‐Li, 2012. "How did women count? A note on gender‐specific age heaping differences in the sixteenth to nineteenth centuries," Economic History Review, Economic History Society, vol. 65(1), pages 304-313, February.
    24. Suryanarayan, Pavithra & White, Steven, 2021. "Slavery, Reconstruction, and Bureaucratic Capacity in the American South," American Political Science Review, Cambridge University Press, vol. 115(2), pages 568-584, May.
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    Cited by:

    1. Youssouf Merouani & Faustine Perrin, 2022. "Gender and the long-run development process. A survey of the literature [Rethinking age heaping: A cautionary tale from nineteenth-century Italy]," European Review of Economic History, European Historical Economics Society, vol. 26(4), pages 612-641.
    2. Mikołaj Szołtysek & Bartosz Ogórek & Radosław Poniat & Siegfried Gruber, 2020. "Making a Place for Space: A Demographic Spatial Perspective on Living Arrangements Among the Elderly in Historical Europe," European Journal of Population, Springer;European Association for Population Studies, vol. 36(1), pages 85-117, March.
    3. Brian A'Hearn & Alexia Delfino & Alessandro Nuvolari, 2022. "Age heaping and its discontents: A response to Baten, Benati, and Ferber," Economic History Review, Economic History Society, vol. 75(3), pages 972-980, August.
    4. Graziella Bertocchi & Monica Bozzano, 2019. "Gender gaps in education," Department of Economics 0158, University of Modena and Reggio E., Faculty of Economics "Marco Biagi".
    5. Bertocchi, Graziella & Bozzano, Monica, 2019. "Gender Gaps in Education," GLO Discussion Paper Series 415, Global Labor Organization (GLO).
    6. Zhou, Qingtian, 2017. "Food Prices and Cognitive Development in the United States: Evidence from the 1850-1930 Data," Master's Theses and Plan B Papers 261505, University of Minnesota, Department of Applied Economics.
    7. Beltrán Tapia, Francisco J. & Díez-Minguela, Alfonso & Martinez-Galarraga, Julio & Tirado-Fabregat, Daniel A., 2022. "Two Stories, One Fate: Age-Heaping And Literacy In Spain, 1877-1930," Revista de Historia Económica / Journal of Iberian and Latin American Economic History, Cambridge University Press, vol. 40(3), pages 405-438, December.
    8. Joerg Baten & Giacomo Benati & Sarah Ferber, 2022. "Rethinking age heaping again for understanding its possibilities and limitations," Economic History Review, Economic History Society, vol. 75(3), pages 960-971, August.
    9. Carlo Ciccarelli & Jacob Weisdorf, 2019. "Pioneering into the past: Regional literacy developments in Italy before Italy," European Review of Economic History, European Historical Economics Society, vol. 23(3), pages 329-364.
    10. Giovanni Campisi & Silvia Muzzioli, 2019. "Construction and properties of volatility indices for Austria, Finland and Spain," Department of Economics 0156, University of Modena and Reggio E., Faculty of Economics "Marco Biagi".
    11. Matthias Blum & Karl‐Peter Krauss & Dmytro Myeshkov, 2022. "Human capital transfer of German‐speaking migrants in eastern Europe, 1780s–1820s," Economic History Review, Economic History Society, vol. 75(3), pages 703-738, August.
    12. Nuvolari, Alessandro & A'Hearn, Brian & Delfino, Alexia, 2019. "Cognition, Culture, and State Capacity: Age-Heaping in XIX Century Italy," CEPR Discussion Papers 14261, C.E.P.R. Discussion Papers.
    13. Dana Glei & Andres Barajas Paz & Jose Manuel Aburto & Magali Barbieri, 2021. "Mexican mortality 1990‒2016: Comparison of unadjusted and adjusted estimates," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 44(30), pages 719-758.
    14. Èric Gómez-i-Aznar, 2019. "Human capital at the beginnings of the 18th century Catalonia: age-heaping and numeracy in a changing economy," Documentos de Trabajo (DT-AEHE) 1904, Asociación Española de Historia Económica.
    15. Kempter, Elisabeth & Upadhayay, Neha Bhardwaj, 2022. "Uncovering the role of education in the uptake of preventive measures against Malaria in the African population," University of Tübingen Working Papers in Business and Economics 155, University of Tuebingen, Faculty of Economics and Social Sciences, School of Business and Economics.

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    More about this item

    JEL classification:

    • N33 - Economic History - - Labor and Consumers, Demography, Education, Health, Welfare, Income, Wealth, Religion, and Philanthropy - - - Europe: Pre-1913
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

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