{
  "title": "Understanding Export Diversification: Key Drivers and Policy Implications",
  "publication": "IMF Working Papers, May 10, 2019",
  "sourceUrl": "https://www.imf.org/en/publications/wp/issues/2019/05/14/understanding-export-diversification-key-drivers-and-policy-implications-46851",
  "canonical": "https://www.imf.org/en/publications/wp/issues/2019/05/14/understanding-export-diversification-key-drivers-and-policy-implications-46851",
  "overlayPath": "/en/publications/wp/issues/2019/05/14/understanding-export-diversification-key-drivers-and-policy-implications-46851/index.md",
  "summary": "We identify key factors, from large set of potential determinants, that explain the variation in export diversification across countries and over time using Bayesian Model Averaging (BMA), which addresses model uncertainty and ranks factors in order of importance vis-a-vis their explanatory power.",
  "sections": [
    {
      "heading": "Research question and methodology",
      "content": "- Objective: Identify key factors that explain variation in export diversification across countries and over time.\n- Method: Bayesian Model Averaging (BMA), which addresses model uncertainty and ranks factors in order of importance vis-à-vis their explanatory power."
    },
    {
      "heading": "Main findings",
      "content": "- Core determinants of greater export diversification:\n  - Human capital accumulation.\n  - Reduction of barriers to trade.\n- Additional influential policy areas:\n  - Improving quality of institutions.\n  - Developing the financial sector.\n- For commodity exporters, the ranked importance is:\n  - Reducing barriers to trade (most important).\n  - Improving education outcomes at the secondary level.\n  - Financial sector development."
    },
    {
      "heading": "Policy implications and recommendations",
      "content": "- Prioritize policies that boost human capital (education and related outcomes) to support diversification.\n- Implement trade policy reforms to reduce barriers to trade and facilitate entry into new export products and markets.\n- Strengthen institutional quality to create a conducive environment for diversification.\n- Promote financial sector development to enable firms to invest in new products and activities.\n- For commodity-dependent countries, emphasize trade liberalization and secondary education improvements alongside financial deepening."
    },
    {
      "heading": "Publication and metadata",
      "content": "- Authors: Rahul Giri, Saad N Quayyum, Rujun Yin\n- Date: May 10, 2019\n- Series: Working Paper No. 2019/105\n- Issue: 105\n- Volume: 2019\n- Pages: 29\n- DOI: https://doi.org/10.5089/9781498313087.001\n- Stock No: WPIEA2019105\n- ISBN: 9781498313087\n- ISSN: 1018-5941"
    },
    {
      "heading": "Subjects and keywords",
      "content": "- Subjects: Commodities; Environment; Export diversification; Exports; Human capital; International trade; Labor; Natural resources\n- Keywords: achieving diversification; Central Africa; commodity exporter; Diversification; diversification index; East Africa; Education; Export diversification; export product space; Exports; Human capital; margin diversification; Middle East; natural resource; Natural Resource Rent; Natural resources; North Africa; Trade; WP\n\nSource: \"Understanding Export Diversification: Key Drivers and Policy Implications\", IMF Working Papers, May 10, 2019.\n\n---\n\n Content in this bundle\n\n- Working Paper\n  - Working Paper (Markdown version){rel=\"alternate\" type=\"text/markdown\"}\n  - Working Paper (PDF){rel=\"external\" type=\"application/pdf\"}\n\n---\n\nSource: https://www.imf.org/en/publications/wp/issues/2019/05/14/understanding-export-diversification-key-drivers-and-policy-implications-46851"
    }
  ],
  "bullets": [
    "[Markdown version](/en/publications/wp/issues/2019/05/14/understanding-export-diversification-key-drivers-and-policy-implications-46851/index.md)",
    "[Structured JSON version](/en/publications/wp/issues/2019/05/14/understanding-export-diversification-key-drivers-and-policy-implications-46851/index.json)",
    "[Bundle manifest](/en/publications/wp/issues/2019/05/14/understanding-export-diversification-key-drivers-and-policy-implications-46851/bundle-manifest.json)",
    "Authors: Rahul Giri, Saad N Quayyum, Rujun Yin",
    "Published: May 10, 2019",
    "Series: IMF Working Papers",
    "DOI: https://doi.org/10.5089/9781498313087.001",
    "Objective: Identify key factors that explain variation in export diversification across countries and over time.",
    "Method: Bayesian Model Averaging (BMA), which addresses model uncertainty and ranks factors in order of importance vis-à-vis their explanatory power.",
    "Core determinants of greater export diversification:",
    "Additional influential policy areas:",
    "For commodity exporters, the ranked importance is:",
    "Prioritize policies that boost human capital (education and related outcomes) to support diversification.",
    "Implement trade policy reforms to reduce barriers to trade and facilitate entry into new export products and markets.",
    "Strengthen institutional quality to create a conducive environment for diversification.",
    "Promote financial sector development to enable firms to invest in new products and activities.",
    "For commodity-dependent countries, emphasize trade liberalization and secondary education improvements alongside financial deepening.",
    "Authors: Rahul Giri, Saad N Quayyum, Rujun Yin",
    "Date: May 10, 2019",
    "Series: Working Paper No. 2019/105",
    "Issue: 105",
    "Volume: 2019",
    "Pages: 29",
    "DOI: https://doi.org/10.5089/9781498313087.001",
    "Stock No: WPIEA2019105",
    "ISBN: 9781498313087",
    "ISSN: 1018-5941",
    "Subjects: Commodities; Environment; Export diversification; Exports; Human capital; International trade; Labor; Natural resources",
    "Keywords: achieving diversification; Central Africa; commodity exporter; Diversification; diversification index; East Africa; Education; Export diversification; export product space; Exports; Human capital; margin diversification; Middle East; natural resource; Natural Resource Rent; Natural resources; North Africa; Trade; WP",
    "**Working Paper**"
  ],
  "related": [
    {
      "title": "Working Paper",
      "role": "paper",
      "sourceUrl": "https://www.imf.org/-/media/files/publications/wp/2019/wpiea2019105.pdf",
      "summary": {
        "path": "/-/media/files/publications/wp/2019/wpiea2019105.pdf.md",
        "mime": "text/markdown"
      },
      "binary": {
        "path": "/-/media/files/publications/wp/2019/wpiea2019105.pdf",
        "mime": "application/pdf"
      }
    }
  ],
  "alternates": {
    "markdown": "/en/publications/wp/issues/2019/05/14/understanding-export-diversification-key-drivers-and-policy-implications-46851/index.md",
    "json": "/en/publications/wp/issues/2019/05/14/understanding-export-diversification-key-drivers-and-policy-implications-46851/index.json",
    "bundleManifest": "/en/publications/wp/issues/2019/05/14/understanding-export-diversification-key-drivers-and-policy-implications-46851/bundle-manifest.json"
  },
  "generatedAtUtc": "2026-09-18T15:15:16.617Z"
}