This work discusses simple frameworks for measuring a country's exposure and vulnerability to international trade shocks at the sector and product level based on widely available data. Exposure refers to measuring the reliance, at country or sector level, on purchases or sales abroad, while vulnerability assesses the risks associated with exposure. The paper argues that traditional measures of trade openness, such as trade over GDP that measure participation in international trade, and exposure to it, fail to capture the true extent of a country's reliance on international markets and do not allow for more granular insights at the sectoral level. A set of indicators based on multi-region input-output (MRIO) data and disaggregated trade datais proposed to address these shortcomings. MRIO based indicators highlight the need to consider both drivers of supply and demand through participation into global value chains and resulting indirect trade linkages as important dimensions to consider of exposure to global trade.
Whether the exposure to international markets leads to vulnerabilities is captured by identifying risk features of participation in international trade. Vulnerability will arise when foreign sourcing (imports) and foreign demand (exports) cannot be easily substituted to mitigate shocks on international markets. When assessing risks of disruption to international trade flows, this work proposes to combine three dimensions related with trade concentration, its volatility, and logistics complexity, highlighting both the risks associated with over-reliance on specific and volatile trade partners and products in the absence of easy substitutes, as well as inherent risks associated with international logistics supply chains.
| 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, version 23H2
• Processor: Intel(R) Xeon(R) Platinum 8562Y+ 2.80 GHz (2 processors)
• Memory available: 128 GB
Runtime from raw data: 5 hours.
Runtime from intermediate data: 2 minutes.
To reproduce the findings in the paper, follow these steps:
EORA GVC Indicators package/code/[0.0] master do file. Update the file paths as needed, then run the code.Supply Chain Complexity indicator package/sc_complexity/bilateral sc complexity.ipynb. Restore the environment and run all cells.sc complexity output - bilateral weighted averages (REDUCED).csv into the folder Product exposure and vulnerability package 0925/Data/Raw. (This file is already included in the folder.)Product exposure and vulnerability package 0925/Code/[0.0] Master do file. Update the paths if needed and run the code.Replication of Tables and Figures. Update the path and run the code. This last step will export all figures and tables into the Outputs folder at the top level of the directory.Note: Most intermediate data needed to reproduce the results with this script are already included in the package. Therefore, to replicate the findings, users only need to run steps 1,2, and 6.
The exhibits produced by the replicators are included in the folder Outputs so users can compare them directly with the published paper.
Additionally, there is another folder in the reproducibility package, ICIO GVC Indicators package. This folder is not used to generate the final figures but provides an alternative data source for users who wish to reproduce the findings using different input data.
All data sources are publicly available, but not all are included in the reproducibility package.
| Author | Affiliation | |
|---|---|---|
| Jean-Christophe Maur | World Bank | jmaur@worldbank.org |
| Jean-Francois Arvis | World Bank | jarvis1@worldbank.org |
| Akanksha Burman | IFC | aburman1@ifc.org |
| Alvaro Espitia | World Bank | aespitia@worldbank.org |
| Nadia Rocha | InterAmerican Development Bank | nadiaro@iadb.org |
| Daria Ulybina | World Bank | dulybina@worldbank.org |
2025-10-03
| 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 |
|---|---|
| Modified BSD3 | https://opensource.org/license/bsd-3-clause/ |
| Name | Affiliation | |
|---|---|---|
| Jean-Christophe Maur | World Bank | jmaur@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 |
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