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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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    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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