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Converging to Convergence

Author

Listed:
  • Michael Kremer
  • Jack Willis
  • Yang You

Abstract

Empirical tests in the 1990s found little evidence of poor countries catching up with rich - unconditional convergence - since the 1960s, and divergence over longer periods. This stylized fact spurred several developments in growth theory, including AK models, poverty trap models, and the concept of convergence conditional on determinants of steady-state income. We revisit these findings, using the subsequent 25 years as an out-of-sample test, and document a trend towards unconditional convergence since 1990 and convergence since 2000, driven by both faster catch-up growth and slower growth of the frontier. During the same period, many of the correlates of growth - human capital, policies, institutions, and culture - also converged substantially and moved in the direction associated with higher income. Were these changes related? Using the omitted variable bias formula, we decompose the gap between unconditional and conditional convergence as the product of two cross-sectional slopes. First, correlate-income slopes, which remained largely stable since 1990. Second, growth-correlate slopes controlling for income - the coefficients of growth regressions - which remained stable for fundamentals of the Solow model (investment rate, population growth, and human capital) but which flattened substantially for other correlates, leading unconditional convergence to converge towards conditional convergence.

Suggested Citation

  • Michael Kremer & Jack Willis & Yang You, 2021. "Converging to Convergence," NBER Working Papers 29484, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:29484
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    Cited by:

    1. Jonas Grafström & Carl Alm, 2025. "Diverging or converging technology capabilities in the European Union?," The Journal of Technology Transfer, Springer, vol. 50(2), pages 728-751, April.
    2. Adarov, Amat & Guénette, Justin Damien & Ohnsorge, Franziska, 2022. "Another legacy of the COVID-19 pandemic: Income divergence," Journal of Policy Modeling, Elsevier, vol. 44(4), pages 842-854.
    3. Patel, Dev & Sandefur, Justin & Subramanian, Arvind, 2021. "The new era of unconditional convergence," Journal of Development Economics, Elsevier, vol. 152(C).
    4. Parello, Carmelo Pierpaolo, 2022. "In Defence of the Endogenous Growth Theory: "Conditional" and "Unconditional" Convergence in Two-Country AK Models," MPRA Paper 115092, University Library of Munich, Germany.
    5. Ikhenaode, Bright Isaac & Parello, Carmelo Pierpaolo, 2022. "Migration, technology diffusion and convergence in a two-country AK Growth Model," MPRA Paper 115340, University Library of Munich, Germany.
    6. Daron Acemoglu & Carlos Molina, 2021. "Comment on "Converging to Convergence"," NBER Chapters, in: NBER Macroeconomics Annual 2021, volume 36, pages 425-442, National Bureau of Economic Research, Inc.
    7. Ly Dai Hung, 2021. "Economic Convergence With Safe Assets," Working Papers hal-03662832, HAL.
    8. Eftimoski, Dimitar, 2022. "On the inconclusive effect of human capital on growth: A new look at extended specifications," Economic Analysis and Policy, Elsevier, vol. 76(C), pages 708-727.
    9. Boppart, Timo & Li, Huiyu, 2021. "Productivity slowdown: reducing the measure of our ignorance," CEPR Discussion Papers 16478, C.E.P.R. Discussion Papers.
    10. Vito Imbrenda & Rosa Coluzzi & Valerio Di Stefano & Gianluca Egidi & Luca Salvati & Caterina Samela & Tiziana Simoniello & Maria Lanfredi, 2022. "Modeling Spatio-Temporal Divergence in Land Vulnerability to Desertification with Local Regressions," Sustainability, MDPI, vol. 14(17), pages 1-20, August.
    11. Kadigi, Reuben M.J. & Robinson, Elizabeth & Szabo, Sylvia & Kangile, Joseph & Mgeni, Charles P. & De Maria, Marcello & Tsusaka, Takuji & Nhau, Brighton, 2022. "Revisiting the Solow-Swan model of income convergence in the context of coffee producing and re-exporting countries in the world," LSE Research Online Documents on Economics 115636, London School of Economics and Political Science, LSE Library.
    12. Amparo Castelló-Climent & Rafael Doménech, 2022. "Global | Converger hacia la convergencia: el papel del capital humano [Global | Converging to convergence: The role of human capital]," Working Papers 22/12, BBVA Bank, Economic Research Department.
    13. Federico, Antonio Pietro & Parello, Carmelo Pierpaolo, 2025. "Productive Public Spending, Knowledge Spillovers and Convergence: A Multi-Country Analysis," MPRA Paper 123748, University Library of Munich, Germany.
    14. Petrović, Pavle & Gligorić Matić, Mirjana, 2023. "Manufacturing productivity in the EU: Why have Central and Eastern European countries converged and Southern EU countries have not?," Structural Change and Economic Dynamics, Elsevier, vol. 65(C), pages 166-183.
    15. Grafström, Jonas, 2025. "Vertical industrial policy: principles, practice and potential," Ratio Working Papers 384, The Ratio Institute.
    16. Matthieu Charpe, 2023. "Convergence heterogeneity at the local level in sub‐Saharan Africa," Papers in Regional Science, Wiley Blackwell, vol. 102(2), pages 273-305, April.
    17. Imam, Patrick A. & Temple, Jonathan R.W., 2024. "Political institutions and output collapses," European Journal of Political Economy, Elsevier, vol. 85(C).
    18. Cheng, Chen & Li, Song & Wu, Maohua, 2025. "Absolute convergence patterns in China: A structural transformation perspective," Economics Letters, Elsevier, vol. 253(C).
    19. Karina Acosta & Jaime Bonet-Mor�n, 2022. "Convergencia regional en Colombia en el Siglo XXI," Documentos de Trabajo Sobre Economía Regional y Urbana 20123, Banco de la República, Economía Regional.
    20. Amparo Castello-Climent & Rafael Domenech, 2024. "Convergence in human capital and income," Economics Bulletin, AccessEcon, vol. 44(2), pages 652-661.
    21. Bryan Hardy & Can Sever, 2023. "Innovation convergence," BIS Working Papers 1108, Bank for International Settlements.
    22. Amparo Castelló-Climent & Rafael Doménech, 2024. "Global | Convergencia de capital humano e ingresos [Global | Convergence in human capital and income]," Working Papers 24/07, BBVA Bank, Economic Research Department.

    More about this item

    JEL classification:

    • E02 - Macroeconomics and Monetary Economics - - General - - - Institutions and the Macroeconomy
    • O11 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Macroeconomic Analyses of Economic Development
    • O4 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity
    • O43 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Institutions and Growth
    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence

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