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The performance of international organizations: a new measure and dataset based on computational text analysis of evaluation reports

Author

Listed:
  • Steffen Eckhard

    (Zeppelin University)

  • Vytautas Jankauskas

    (Zeppelin University)

  • Elena Leuschner

    (University of Gothenburg)

  • Ian Burton

    (Zeppelin University)

  • Tilman Kerl

    (Vienna University of Technology)

  • Rita Sevastjanova

    (University of Konstanz)

Abstract

International organizations (IOs) of the United Nations (UN) system publish around 750 evaluation reports per year, offering insights on their performance across project, program, institutional, and thematic activities. So far, it was not feasible to extract quantitative performance measures from these text-based reports. Using deep learning, this article presents a novel text-based performance metric: We classify individual sentences as containing a negative, positive, or neutral assessment of the evaluated IO activity and then compute the share of positive sentences per report. Content validation yields that the measure adequately reflects the underlying concept of performance; convergent validation finds high correlation with human-provided performance scores by the World Bank; and construct validation shows that our measure has theoretically expected results. Based on this, we present a novel dataset with performance measures for 1,082 evaluated activities implemented by nine UN system IOs and discuss avenues for further research.

Suggested Citation

  • Steffen Eckhard & Vytautas Jankauskas & Elena Leuschner & Ian Burton & Tilman Kerl & Rita Sevastjanova, 2023. "The performance of international organizations: a new measure and dataset based on computational text analysis of evaluation reports," The Review of International Organizations, Springer, vol. 18(4), pages 753-776, October.
    • Handle: RePEc:spr:revint:v:18:y:2023:i:4:d:10.1007_s11558-023-09489-1
    DOI: 10.1007/s11558-023-09489-1
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    References listed on IDEAS

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    1. Tamar Gutner & Alexander Thompson, 2010. "The politics of IO performance: A framework," The Review of International Organizations, Springer, vol. 5(3), pages 227-248, September.
    2. Adcock, Robert & Collier, David, 2001. "Measurement Validity: A Shared Standard for Qualitative and Quantitative Research," American Political Science Review, Cambridge University Press, vol. 95(3), pages 529-546, September.
    3. David Bulman & Walter Kolkma & Aart Kraay, 2017. "Good countries or good projects? Comparing macro and micro correlates of World Bank and Asian Development Bank project performance," The Review of International Organizations, Springer, vol. 12(3), pages 335-363, September.
    4. Inken Borzyskowski & Felicity Vabulas, 2019. "Hello, goodbye: When do states withdraw from international organizations?," The Review of International Organizations, Springer, vol. 14(2), pages 335-366, June.
    5. Mirko Heinzel & Andrea Liese, 2021. "Managing performance and winning trust: how World Bank staff shape recipient performance," The Review of International Organizations, Springer, vol. 16(3), pages 625-653, July.
    6. Honig, Dan & Weaver, Catherine, 2019. "A Race to the Top? The Aid Transparency Index and the Social Power of Global Performance Indicators," International Organization, Cambridge University Press, vol. 73(3), pages 579-610, July.
    7. Lall, Ranjit, 2017. "Beyond Institutional Design: Explaining the Performance of International Organizations," International Organization, Cambridge University Press, vol. 71(2), pages 245-280, April.
    8. Thomas Flores & Irfan Nooruddin, 2009. "Financing the peace: Evaluating World Bank post-conflict assistance programs," The Review of International Organizations, Springer, vol. 4(1), pages 1-27, March.
    9. Honig, Dan, 2019. "When Reporting Undermines Performance: The Costs of Politically Constrained Organizational Autonomy in Foreign Aid Implementation," International Organization, Cambridge University Press, vol. 73(1), pages 171-201, January.
    10. Catherine Weaver, 2010. "The politics of performance evaluation: Independent evaluation at the International Monetary Fund," The Review of International Organizations, Springer, vol. 5(3), pages 365-385, September.
    11. Michael Lipson, 2010. "Performance under ambiguity: International organization performance in UN peacekeeping," The Review of International Organizations, Springer, vol. 5(3), pages 249-284, September.
    12. Denizer, Cevdet & Kaufmann, Daniel & Kraay, Aart, 2013. "Good countries or good projects? Macro and micro correlates of World Bank project performance," Journal of Development Economics, Elsevier, vol. 105(C), pages 288-302.
    13. Thomas Stubbs & Bernhard Reinsberg & Alexander Kentikelenis & Lawrence King, 2020. "How to evaluate the effects of IMF conditionality," The Review of International Organizations, Springer, vol. 15(1), pages 29-73, January.
    14. Ben Cormier & Mark S. Manger, 2022. "Power, ideas, and World Bank conditionality," The Review of International Organizations, Springer, vol. 17(3), pages 397-425, July.
    15. Feeny, Simon & Vuong, Vu, 2017. "Explaining Aid Project and Program Success: Findings from Asian Development Bank Interventions," World Development, Elsevier, vol. 90(C), pages 329-343.
    16. Honig, Dan & Weaver, Catherine, 2019. "A Race to the Top? The Aid Transparency Index and the Social Power of Global Performance Indicators – ERRATUM," International Organization, Cambridge University Press, vol. 73(3), pages 709-711, July.
    17. Mette Eilstrup-Sangiovanni, 2020. "Death of international organizations. The organizational ecology of intergovernmental organizations, 1815–2015," The Review of International Organizations, Springer, vol. 15(2), pages 339-370, April.
    18. Silvia Marchesi & Tania Masi, 2021. "Delegation of implementation in project aid," The Review of International Organizations, Springer, vol. 16(3), pages 655-687, July.
    19. Mitchell Watkins, 2022. "Undermining conditionality? The effect of Chinese development assistance on compliance with World Bank project agreements," The Review of International Organizations, Springer, vol. 17(4), pages 667-690, October.
    20. Mark T. Buntaine & Bradley C. Parks, 2013. "When Do Environmentally Focused Assistance Projects Achieve their Objectives? Evidence from World Bank Post-Project Evaluations," Global Environmental Politics, MIT Press, vol. 13(2), pages 65-88, May.
    21. Lührmann, Anna & Marquardt, Kyle L. & Mechkova, Valeriya, 2020. "Constraining Governments: New Indices of Vertical, Horizontal, and Diagonal Accountability," American Political Science Review, Cambridge University Press, vol. 114(3), pages 811-820, August.
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    Cited by:

    1. Mirko Heinzel, 2023. "Vytautas Jankauskas and Steffen Eckhard. 2023. The Politics of Evaluation in International Organizations (Oxford: Oxford University Press)," The Review of International Organizations, Springer, vol. 18(4), pages 777-781, October.

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