{
  "ok": true,
  "country": {
    "code": "ML",
    "name": "Mali",
    "flag": "🇲🇱"
  },
  "model": {
    "meanMonthly": 79,
    "sigma": 0.7971,
    "mu": 4.0499,
    "gini": 35.7,
    "giniAdjusted": 42.7,
    "giniBasis": "consumption",
    "giniEstimated": false
  },
  "source": {
    "gniPerCapitaUsd": 1120,
    "gniYear": 2025,
    "giniYear": 2021
  },
  "bands": {
    "survival": {
      "monthlyUsd": 608,
      "annualUsd": 7296,
      "local": {
        "currency": "XOF",
        "monthly": 353812,
        "annual": 4245747
      }
    },
    "minimum": {
      "monthlyUsd": 66,
      "annualUsd": 792,
      "local": {
        "currency": "XOF",
        "monthly": 38407,
        "annual": 460887
      }
    },
    "minimumNote": "ILOSTAT statutory monthly minimum wage, 2024 (USD).",
    "minimumSource": "ilostat",
    "median": {
      "monthlyUsd": 57,
      "annualUsd": 684,
      "local": {
        "currency": "XOF",
        "monthly": 33170,
        "annual": 398039
      }
    },
    "comfortable": {
      "monthlyUsd": 98,
      "annualUsd": 1176,
      "local": {
        "currency": "XOF",
        "monthly": 57029,
        "annual": 684347
      }
    },
    "top10": {
      "monthlyUsd": 159,
      "annualUsd": 1908,
      "local": {
        "currency": "XOF",
        "monthly": 92527,
        "annual": 1110319
      }
    },
    "top1": {
      "monthlyUsd": 367,
      "annualUsd": 4404,
      "local": {
        "currency": "XOF",
        "monthly": 213568,
        "annual": 2562811
      }
    }
  },
  "curve": [
    {
      "p": 10,
      "monthlyUsd": 21
    },
    {
      "p": 25,
      "monthlyUsd": 34
    },
    {
      "p": 50,
      "monthlyUsd": 57
    },
    {
      "p": 75,
      "monthlyUsd": 98
    },
    {
      "p": 90,
      "monthlyUsd": 159
    },
    {
      "p": 95,
      "monthlyUsd": 213
    },
    {
      "p": 99,
      "monthlyUsd": 367
    }
  ],
  "attribution": {
    "sources": [
      {
        "id": "worldbank-gni-gini",
        "label": "World Bank — GNI per capita & Gini index",
        "attribution": "Log-normal wage model calibrated on World Bank GNI per capita (adjusted by the employment-to-population ratio) and the Gini index. Estimates, not payroll data.",
        "updated": "2025/2021",
        "year": 2025,
        "url": "https://data.worldbank.org/indicator/NY.GNP.PCAP.CD"
      }
    ],
    "citation": "Geo-Parity — Local Salary Benchmarker. Data: World Bank — GNI per capita & Gini index (2025). https://geo-parity.com/wage-bands/mali/",
    "permalink": "https://geo-parity.com/wage-bands/mali/",
    "terms": "Free to use and quote with attribution. Figures are estimates for orientation, not advice."
  }
}