IDEAS home Printed from https://ideas.repec.org/a/eee/inecon/v153y2025ics0022199624001545.html

The standard errors of persistence

Author

Listed:
  • Conley, Timothy G.
  • Kelly, Morgan

Abstract

Many studies of historical persistence find that modern outcomes strongly reflect characteristics of the same places in the distant past. However they rely on data that often exhibit extreme spatial trends and autocorrelation, suggesting that their unusually large t-statistics may be due to inadequately controlling for spurious correlation. To analyze this we introduce a new regression procedure and two diagnostic tests of no treatment effect: (a) a placebo test where the treatment is replaced with spatial noise and (b) a synthetic outcomes test of the hypothesis that the outcome is generated by a trend plus a spatial noise process independent of the treatment. We then show how reliable regression results can be obtained by adding a low dimensional spatial basis to the regression of interest, and applying a large cluster standard error correction. Examining 30 persistence studies in leading journals we find that few approach significance at conventional levels. Our procedure applies to regressions with spatial observations more generally and is implemented in an open source package.

Suggested Citation

  • Conley, Timothy G. & Kelly, Morgan, 2025. "The standard errors of persistence," Journal of International Economics, Elsevier, vol. 153(C).
  • Handle: RePEc:eee:inecon:v:153:y:2025:i:c:s0022199624001545
    DOI: 10.1016/j.jinteco.2024.104027
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0022199624001545
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jinteco.2024.104027?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Marcella Alsan, 2015. "The Effect of the TseTse Fly on African Development," American Economic Review, American Economic Association, vol. 105(1), pages 382-410, January.
    2. Cemal Eren Arbatlı & Quamrul H. Ashraf & Oded Galor & Marc Klemp, 2020. "Diversity and Conflict," Econometrica, Econometric Society, vol. 88(2), pages 727-797, March.
    3. Kim, Min Seong & Sun, Yixiao, 2011. "Spatial heteroskedasticity and autocorrelation consistent estimation of covariance matrix," Journal of Econometrics, Elsevier, vol. 160(2), pages 349-371, February.
    4. Sascha O. Becker & Ludger Woessmann, 2009. "Was Weber Wrong? A Human Capital Theory of Protestant Economic History," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(2), pages 531-596.
    5. Benjamin Enke, 2019. "Kinship, Cooperation, and the Evolution of Moral Systems," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(2), pages 953-1019.
    6. Mauricio Drelichman & Jordi Vidal-Robert & Hans-Joachim Voth, 2021. "The long-run effects of religious persecution: Evidence from the Spanish Inquisition," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 118(33), pages 2022881118-, August.
    7. Nathan Nunn, 2008. "The Long-term Effects of Africa's Slave Trades," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(1), pages 139-176.
    8. Diego Comin & William Easterly & Erick Gong, 2010. "Was the Wealth of Nations Determined in 1000 BC?," American Economic Journal: Macroeconomics, American Economic Association, vol. 2(3), pages 65-97, July.
    9. Nathan Nunn & Leonard Wantchekon, 2011. "The Slave Trade and the Origins of Mistrust in Africa," American Economic Review, American Economic Association, vol. 101(7), pages 3221-3252, December.
    10. Daron Acemoglu & Simon Johnson & James A. Robinson, 2001. "The Colonial Origins of Comparative Development: An Empirical Investigation," American Economic Review, American Economic Association, vol. 91(5), pages 1369-1401, December.
    11. Oded Galor & Ömer Özak, 2016. "The Agricultural Origins of Time Preference," American Economic Review, American Economic Association, vol. 106(10), pages 3064-3103, October.
    12. Ulrich K. Müller & Mark W. Watson, 2022. "Spatial Correlation Robust Inference," Econometrica, Econometric Society, vol. 90(6), pages 2901-2935, November.
    13. Granger, C. W. J. & Newbold, P., 1974. "Spurious regressions in econometrics," Journal of Econometrics, Elsevier, vol. 2(2), pages 111-120, July.
    14. Mara P. Squicciarini, 2020. "Devotion and Development: Religiosity, Education, and Economic Progress in Nineteenth-Century France," American Economic Review, American Economic Association, vol. 110(11), pages 3454-3491, November.
    15. Paola Giuliano & Nathan Nunn, 2021. "Understanding Cultural Persistence and Change [Cultural Assimilation During the Age of Mass Migration]," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 88(4), pages 1541-1581.
    16. Conley, T. G., 1999. "GMM estimation with cross sectional dependence," Journal of Econometrics, Elsevier, vol. 92(1), pages 1-45, September.
    17. Ibragimov, Rustam & Müller, Ulrich K., 2010. "t-Statistic Based Correlation and Heterogeneity Robust Inference," Journal of Business & Economic Statistics, American Statistical Association, vol. 28(4), pages 453-468.
    18. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    19. Lakshmi Iyer, 2010. "Direct versus Indirect Colonial Rule in India: Long-Term Consequences," The Review of Economics and Statistics, MIT Press, vol. 92(4), pages 693-713, November.
    20. Stelios Michalopoulos & Elias Papaioannou, 2013. "Pre‐Colonial Ethnic Institutions and Contemporary African Development," Econometrica, Econometric Society, vol. 81(1), pages 113-152, January.
    21. Alberto Alesina & Paola Giuliano & Nathan Nunn, 2013. "On the Origins of Gender Roles: Women and the Plough," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(2), pages 469-530.
    22. Enrico Spolaore & Romain Wacziarg, 2009. "The Diffusion of Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(2), pages 469-529.
    23. Attila Ambrus & Erica Field & Robert Gonzalez, 2020. "Loss in the Time of Cholera: Long-Run Impact of a Disease Epidemic on the Urban Landscape," American Economic Review, American Economic Association, vol. 110(2), pages 475-525, February.
    24. Felipe Valencia Caicedo, 2019. "The Mission: Human Capital Transmission, Economic Persistence, and Culture in South America," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(1), pages 507-556.
    25. Erik Hornung, 2014. "Immigration and the Diffusion of Technology: The Huguenot Diaspora in Prussia," American Economic Review, American Economic Association, vol. 104(1), pages 84-122, January.
    26. Phillips, Peter C.B. & Jin, Sainan & Hu, Ling, 2007. "Nonstationary discrete choice: A corrigendum and addendum," Journal of Econometrics, Elsevier, vol. 141(2), pages 1115-1130, December.
    27. Eduardo Montero & Dean Yang, 2022. "Religious Festivals and Economic Development: Evidence from the Timing of Mexican Saint Day Festivals," American Economic Review, American Economic Association, vol. 112(10), pages 3176-3214, October.
    28. Conley, Timothy G & Ligon, Ethan, 2002. "Economic Distance and Cross-Country Spillovers," Journal of Economic Growth, Springer, vol. 7(2), pages 157-187, June.
    29. Samuel Bazzi & Martin Fiszbein & Mesay Gebresilasse, 2020. "Frontier Culture: The Roots and Persistence of “Rugged Individualism” in the United States," Econometrica, Econometric Society, vol. 88(6), pages 2329-2368, November.
    30. Timothy G. Conley & Sílvia Gonçalves & Min Seong Kim & Benoit Perron, 2023. "Bootstrap inference under cross‐sectional dependence," Quantitative Economics, Econometric Society, vol. 14(2), pages 511-569, May.
    31. Daron Acemoglu & Simon Johnson & James A. Robinson, 2002. "Reversal of Fortune: Geography and Institutions in the Making of the Modern World Income Distribution," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(4), pages 1231-1294.
    32. Bester, C. Alan & Conley, Timothy G. & Hansen, Christian B., 2011. "Inference with dependent data using cluster covariance estimators," Journal of Econometrics, Elsevier, vol. 165(2), pages 137-151.
    33. Nico Voigtländer & Hans-Joachim Voth, 2012. "Persecution Perpetuated: The Medieval Origins of Anti-Semitic Violence in Nazi Germany," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(3), pages 1339-1392.
    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. Bensch, Gunther & Rose, Julian & Brodeur, Abel & Ankel-Peters, Jörg, 2025. "The Robustness Dashboard," I4R Discussion Paper Series 234, The Institute for Replication (I4R).
      • Bensch, Gunther & Rose, Julian & Brodeur, Abel & Ankel-Peters, Jörg, 2025. "The robustness dashboard," Ruhr Economic Papers 1167, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    2. Massimo Anelli, Paolo Pinotti, Zachary Porrecw, 2025. "The Departed: Italian Migration and the American Mafia," BAFFI CAREFIN Working Papers 25259, BAFFI CAREFIN, Centre for Applied Research on International Markets Banking Finance and Regulation, Universita' Bocconi, Milano, Italy.
    3. Ahmed, Fatma, 2025. "Ice roads and income in remote indigenous communities of Canada," World Development Perspectives, Elsevier, vol. 37(C).
    4. Neubauer, Florian & Rose, Julian & Ankel-Peters, Jörg, 2025. "Public Infrastructure and Economic Development: Evidence from Postal Systems. A Replication Study of Rogowski et al. (American Journal of Political Science, 2022)," Journal of Comments and Replications in Economics (JCRE), ZBW - Leibniz Information Centre for Economics, vol. 4, pages 1-10.
    5. Nuno Palma, 2025. "Portugal’S Empire In Africa And Asia, 1415-1975," Lewis Lab Working Papers Series 0012, Arthur Lewis Lab, The University of Manchester.
    6. Awaworyi Churchill, Sefa & Chang, Simon & Smyth, Russell & Trinh, Trong-Anh, 2025. "The long run gender origins of entrepreneurship: Evidence from Australia's convict history," Journal of Business Venturing, Elsevier, vol. 40(6).
    7. Buchner, Martin & Rose, Julian & Johannesson, Magnus & Malan, Mandy & Ankel-Peters, Jörg, 2025. "Seeking Scientific Consensus - An Expert Survey on the Replication Debate between Acemoglu et al. (2001) and Albouy (2012)," I4R Discussion Paper Series 270, The Institute for Replication (I4R).
    8. Millo, Giovanni, 2025. "Empirical behaviour of Anselin et al.’s locally robust LM tests for spatial dependence in a panel data setting," Regional Science and Urban Economics, Elsevier, vol. 112(C).
    9. Fenske, James & Gupta, Bishnupriya & Mukhopadhyay, Anwesh, 2025. "Colonial Persistence," CAGE Online Working Paper Series 752, Competitive Advantage in the Global Economy (CAGE).
    10. Richard S.J. Tol, 2025. "Climate Determinism Reborn," Working Paper Series 0725, Department of Economics, University of Sussex Business School.
    11. Xiaodong Chen & Ding Li & Pengyu Zhu, 2025. "Long-term impacts of historical education policy on wages in China: insights on over-education," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-22, December.
    12. Rabah Arezki & Frederick van der Ploeg & Rick van der Ploeg, 2025. "The Critical Minerals Curse," CESifo Working Paper Series 11966, CESifo.
    13. Stefano DellaVigna & Guido Imbens & Woojin Kim & David M. Ritzwoller, 2025. "Using Multiple Outcomes to Adjust Standard Errors for Spatial Correlation," NBER Working Papers 33716, National Bureau of Economic Research, Inc.

    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. Nunn, Nathan, 2014. "Historical Development," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 2, chapter 7, pages 347-402, Elsevier.
    2. Maseland, Robbert, 2021. "Contingent determinants," Journal of Development Economics, Elsevier, vol. 151(C).
    3. Liu, Xianda & Hou, Wenxuan & Main, Brian G.M., 2022. "Anti-market sentiment and corporate social responsibility: Evidence from anti-Jewish pogroms," Journal of Corporate Finance, Elsevier, vol. 76(C).
    4. Morgan Kelly, 2020. "Understanding Persistence," Working Papers 202023, School of Economics, University College Dublin.
    5. Davide Cantoni & Franziska Kugler & Ludger Wößmann & Franziska Pfaehler, 2014. "Der lange Schatten der Geschichte: Mechanismen der Persistenz in der Wirtschaftsgeschichte," ifo Schnelldienst, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 67(02), pages 13-22, January.
    6. Fenske, James & Gupta, Bishnupriya & Mukhopadhyay, Anwesh, 2025. "Colonial Persistence," CAGE Online Working Paper Series 752, Competitive Advantage in the Global Economy (CAGE).
    7. Ying Bai & James Kai-sing Kung, 2022. "Surname distance and technology diffusion: the case of the adoption of maize in late imperial China," Journal of Economic Growth, Springer, vol. 27(4), pages 569-607, December.
    8. Andrew Dickens, 2022. "Understanding Ethnolinguistic Differences: The Roles of Geography and Trade," The Economic Journal, Royal Economic Society, vol. 132(643), pages 953-980.
    9. Martina Cioni & Giovanni Federico & Michelangelo Vasta, 2022. "Correction to: Persistence studies: a new kind of economic history?," Review of Regional Research: Jahrbuch für Regionalwissenschaft, Springer;Gesellschaft für Regionalforschung (GfR), vol. 42(3), pages 309-309, December.
    10. Davide Cantoni & Noam Yuchtman, 2020. "Historical Natural Experiments: Bridging Economics and Economic History," NBER Working Papers 26754, National Bureau of Economic Research, Inc.
    11. Jean-Louis Combes & Pascale Combes Motel, 2022. "Que nous apprend la littérature récente sur la « nature et les causes de la richesse des nations » ?," Mondes en développement, De Boeck Université, vol. 0(3), pages 289-313.
    12. Cherniwchan, Jevan & Moreno-Cruz, Juan, 2019. "Maize and precolonial Africa," Journal of Development Economics, Elsevier, vol. 136(C), pages 137-150.
    13. Johnson, Noel D. & Koyama, Mark, 2017. "States and economic growth: Capacity and constraints," Explorations in Economic History, Elsevier, vol. 64(C), pages 1-20.
    14. Fenske, James & Wang, Shizhuo, 2023. "Tradition and mortality: Evidence from twin infanticide in Africa," Journal of Development Economics, Elsevier, vol. 163(C).
    15. repec:hal:wpaper:hal-03808732 is not listed on IDEAS
    16. Birchenall, Javier A., 2023. "Disease and diversity in long-term economic development," World Development, Elsevier, vol. 161(C).
    17. Cai, Yang & Zhu, Jiong, 2024. "Cooperative culture and the birth of modern enterprises in China: Evidence from the signing of the Treaty of Shimonoseki," European Economic Review, Elsevier, vol. 163(C).
    18. Hanlon, W.Walker & Heblich, Stephan, 2022. "History and urban economics," Regional Science and Urban Economics, Elsevier, vol. 94(C).
    19. Anke Becker, 2019. "On the Economic Origins of Restrictions on Women's Sexuality," CESifo Working Paper Series 7770, CESifo.
    20. Voth, Hans-Joachim, 2020. "Persistence – Myth and Mystery," CEPR Discussion Papers 15417, C.E.P.R. Discussion Papers.
    21. Leonardo M. Klüppel & Lamar Pierce & Jason A. Snyder, 2018. "Perspective—The Deep Historical Roots of Organization and Strategy: Traumatic Shocks, Culture, and Institutions," Organization Science, INFORMS, vol. 29(4), pages 702-721, August.

    More about this item

    Keywords

    ;
    ;

    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:eee:inecon:v:153:y:2025:i:c:s0022199624001545. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/505552 .

    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.