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  ],
  "sections": [
    "overview",
    "markets",
    "opportunities",
    "sectors",
    "faq",
    "data-source"
  ],
  "methodology": {
    "summary": "Reported trade observations and calculated indicators are shown separately. Validate buyers, tariffs, standards, logistics, pricing, and competition before acting.",
    "url": "https://www.yugalinks.com/methodology"
  },
  "faq": [
    {
      "question": "Should Singapore focus on Africa?",
      "answer": "Use the market ranking as a starting point, then check product fit, buyer requirements, route costs, tariffs, standards, and competitive conditions."
    },
    {
      "question": "What does calculated opportunity mean?",
      "answer": "It is a screening indicator built from demand and exporter-position signals. It is not a confirmed order, sales forecast, or guarantee of market entry."
    },
    {
      "question": "How should exporters use this page?",
      "answer": "Prioritize one market and product combination, then validate buyers, compliance, logistics, pricing, and continuity before making a commercial decision."
    }
  ],
  "links": {
    "home": "https://www.yugalinks.com/",
    "trade": "https://www.yugalinks.com/trade/",
    "workspace": "https://www.yugalinks.com/app/countries",
    "dataSources": "https://www.yugalinks.com/data-sources",
    "methodology": "https://www.yugalinks.com/methodology",
    "json": "https://www.yugalinks.com/trade/playbook/SGP/region/africa/index.json",
    "markdown": "https://www.yugalinks.com/trade/playbook/SGP/region/africa/index.md",
    "jsonLd": "https://www.yugalinks.com/trade/playbook/SGP/region/africa/index.ld.json"
  },
  "sourceAttribution": {
    "publisher": "OECD",
    "dataset": "Balanced international merchandise trade statistics (BIMTS) - HS2017-6D",
    "year": 2025,
    "citation": "OECD (2025), Balanced international merchandise trade statistics (BIMTS) - HS2017-6D, OECD Data Explorer (accessed on 2026-08-30)",
    "sourceUrl": "https://data-explorer.oecd.org/",
    "dataflowUrl": "https://sdmx.oecd.org/sti-public/rest/dataflow/OECD.SDD.TPS/DSD_BIMTS_6D@DF_BIMTS_HS2017_6D/1.0",
    "termsUrl": "https://www.oecd.org/termsandconditions/",
    "terms": "OECD Terms & Conditions",
    "accessed": "2026-08-30",
    "supportingSources": [
      {
        "publisher": "CEPII",
        "dataset": "BACI bilateral trade flows",
        "release": "202601",
        "citation": "Gaulier, G. and Zignago, S. (2010), BACI: International Trade Database at the Product-Level. The 1994-2007 Version, CEPII Working Paper No. 2010-23.",
        "sourceUrl": "https://www.cepii.fr/DATA_DOWNLOAD/baci/doc/baci_webpage.html",
        "datasetUrl": "https://www.cepii.fr/CEPII/en/bdd_modele/bdd_modele_item.asp?id=37",
        "licenseUrl": "https://www.etalab.gouv.fr/wp-content/uploads/2018/11/open-licence.pdf",
        "license": "Etalab 2.0 Open Licence",
        "accessed": "2026-08-30"
      }
    ]
  },
  "generatedAt": "2026-08-30T12:37:35.239Z"
}