{
  "ok": true,
  "country": {
    "code": "ZM",
    "name": "Zambia",
    "flag": "🇿🇲"
  },
  "model": {
    "meanMonthly": 94,
    "sigma": 1.1528,
    "mu": 3.8825,
    "gini": 51.5,
    "giniAdjusted": 58.5,
    "giniBasis": "consumption",
    "giniEstimated": false
  },
  "source": {
    "gniPerCapitaUsd": 1200,
    "gniYear": 2025,
    "giniYear": 2022
  },
  "bands": {
    "survival": {
      "monthlyUsd": 610,
      "annualUsd": 7320,
      "local": {
        "currency": "ZMW",
        "monthly": 15418,
        "annual": 185020
      }
    },
    "minimum": {
      "monthlyUsd": 50,
      "annualUsd": 600,
      "local": {
        "currency": "ZMW",
        "monthly": 1264,
        "annual": 15166
      }
    },
    "minimumNote": "ILOSTAT statutory monthly minimum wage, 2024 (USD).",
    "minimumSource": "ilostat",
    "median": {
      "monthlyUsd": 49,
      "annualUsd": 588,
      "local": {
        "currency": "ZMW",
        "monthly": 1239,
        "annual": 14862
      }
    },
    "comfortable": {
      "monthlyUsd": 106,
      "annualUsd": 1272,
      "local": {
        "currency": "ZMW",
        "monthly": 2679,
        "annual": 32151
      }
    },
    "top10": {
      "monthlyUsd": 213,
      "annualUsd": 2556,
      "local": {
        "currency": "ZMW",
        "monthly": 5384,
        "annual": 64605
      }
    },
    "top1": {
      "monthlyUsd": 709,
      "annualUsd": 8508,
      "local": {
        "currency": "ZMW",
        "monthly": 17921,
        "annual": 215048
      }
    }
  },
  "curve": [
    {
      "p": 10,
      "monthlyUsd": 11
    },
    {
      "p": 25,
      "monthlyUsd": 22
    },
    {
      "p": 50,
      "monthlyUsd": 49
    },
    {
      "p": 75,
      "monthlyUsd": 106
    },
    {
      "p": 90,
      "monthlyUsd": 213
    },
    {
      "p": 95,
      "monthlyUsd": 323
    },
    {
      "p": 99,
      "monthlyUsd": 709
    }
  ],
  "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": "2025/2022",
        "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/zambia/",
    "permalink": "https://geo-parity.com/wage-bands/zambia/",
    "terms": "Free to use and quote with attribution. Figures are estimates for orientation, not advice."
  }
}