Weak total factor productivity (TFP) growth has become a central concern in explaining sluggish growth performance, particularly in emerging-market and low-income economies. At the same time, constrained fiscal and investment conditions have increased the importance of using scarce public resources effectively. These conditions make it important to investigate, from a cross-country perspective, what is associated with productivity performance and what shapes productivity losses during adverse shocks. The paper examines this issue along two margins: a structural margin focused on transportation infrastructure, a public-investment-intensive form of capital that may enhance productive efficiency, and a resilience margin through which governance and infrastructure may shape the productivity costs of adverse shocks. Using annual cross-country panel data for more than 100 countries and a dynamic panel system GMM framework, the analysis finds that transportation infrastructure is positively associated with TFP, with larger estimated payoffs in lower-income countries. Severe crises are associated with larger productivity losses in poorer economies, but stronger rule of law and political stability are linked to smaller losses in the lowest-income quartile. Road infrastructure is also associated with smaller productivity losses during moderate downturns. The findings suggest that the productivity relevance of transportation infrastructure is greater where development constraints are more binding, while governance and infrastructure shape productivity costs during adverse episodes.
| Repository name | URI |
|---|---|
| Reproducible Research Repository (World Bank) | https://reproducibility.worldbank.org |
Paper exhibits were reproduced on a computer with the following specifications:
• OS: Windows 11 Enterprise
• Processor: Intel(R) Xeon(R) Gold 5218 CPU @ 2.30GHz (2.30 GHz) (2 processors)
• Memory available: 8.15 GB
• Software version: Stata 19.5 MP
Run time: ~5 minutes
To reproduce the findings in this paper, a replicator must:
00_master, and run it.Since some of the original data cannot be redistributed, the package includes the outputs produced by the authors, which can be used to review the results presented in the paper.
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| Author | Affiliation | |
|---|---|---|
| Hyunseok Kim | World Bank | hkim34@worldbank.org |
2026-05-18
| Location | Code |
|---|---|
| World | WLD |
The materials in the reproducibility packages are distributed as they were prepared by the staff of the International Bank for Reconstruction and Development/The World Bank. The findings, interpretations, and conclusions expressed in this event do not necessarily reflect the views of the World Bank, the Executive Directors of the World Bank, or the governments they represent. The World Bank does not guarantee the accuracy of the materials included in the reproducibility package.
| Name | URI |
|---|---|
| MIT License | https://opensource.org/license/mit |
| World Bank IGO Rider | https://github.com/worldbank/metadata-editor/blob/main/WB-IGO-RIDER.md |
| Name | Affiliation | |
|---|---|---|
| Hyunseok Kim | World Bank | hkim34@worldbank.org |
| Reproducibility WBG | World Bank | reproducibility@worldbank.org |
| Name | Abbreviation | Affiliation | Role |
|---|---|---|---|
| Reproducibility WBG | DECDI | World Bank - Development Impact Department | Verification and preparation of metadata |
2026-05-18
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