{
  "ok": true,
  "country": {
    "code": "UG",
    "name": "Uganda",
    "flag": "🇺🇬"
  },
  "model": {
    "meanMonthly": 66,
    "sigma": 0.9472,
    "mu": 3.7408,
    "gini": 42.7,
    "giniAdjusted": 49.7,
    "giniBasis": "consumption",
    "giniEstimated": false
  },
  "source": {
    "gniPerCapitaUsd": 1120,
    "gniYear": 2025,
    "giniYear": 2019
  },
  "bands": {
    "survival": {
      "monthlyUsd": 633,
      "annualUsd": 7596,
      "local": {
        "currency": "UGX",
        "monthly": 2280693,
        "annual": 27368312
      }
    },
    "minimum": {
      "monthlyUsd": 35,
      "annualUsd": 420,
      "local": {
        "currency": "UGX",
        "monthly": 126105,
        "annual": 1513256
      }
    },
    "minimumNote": "ILOSTAT statutory monthly minimum wage, 2024 (USD).",
    "minimumSource": "ilostat",
    "median": {
      "monthlyUsd": 42,
      "annualUsd": 504,
      "local": {
        "currency": "UGX",
        "monthly": 151326,
        "annual": 1815907
      }
    },
    "comfortable": {
      "monthlyUsd": 80,
      "annualUsd": 960,
      "local": {
        "currency": "UGX",
        "monthly": 288239,
        "annual": 3458870
      }
    },
    "top10": {
      "monthlyUsd": 142,
      "annualUsd": 1704,
      "local": {
        "currency": "UGX",
        "monthly": 511625,
        "annual": 6139495
      }
    },
    "top1": {
      "monthlyUsd": 382,
      "annualUsd": 4584,
      "local": {
        "currency": "UGX",
        "monthly": 1376342,
        "annual": 16516106
      }
    }
  },
  "curve": [
    {
      "p": 10,
      "monthlyUsd": 13
    },
    {
      "p": 25,
      "monthlyUsd": 22
    },
    {
      "p": 50,
      "monthlyUsd": 42
    },
    {
      "p": 75,
      "monthlyUsd": 80
    },
    {
      "p": 90,
      "monthlyUsd": 142
    },
    {
      "p": 95,
      "monthlyUsd": 200
    },
    {
      "p": 99,
      "monthlyUsd": 382
    }
  ],
  "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": "2025/2019",
        "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/uganda/",
    "permalink": "https://geo-parity.com/wage-bands/uganda/",
    "terms": "Free to use and quote with attribution. Figures are estimates for orientation, not advice."
  }
}