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      "label": "Administrative & Commercial Managers",
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      "prefix2": "22",
      "label": "Health Professionals",
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      "prefix2": "23",
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      "female_share": 0.6642
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      "prefix2": "24",
      "label": "Business & Administration Professionals",
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      "female_share": 0.5882
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      "prefix2": "25",
      "label": "Information & Communications Technology Professionals",
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      "female_share": 0.3001
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      "prefix2": "26",
      "label": "Legal, Social, Religious & Cultural Professionals",
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      "female_share": 0.6198
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      "prefix2": "31",
      "label": "Physical & Engineering Science Associate Professionals",
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      "female_share": 0.2182
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      "prefix2": "32",
      "label": "Health Associate Professionals",
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      "prefix2": "33",
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      "female_share": 0.608
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      "prefix2": "34",
      "label": "Legal, Social, Cultural & Related Associate Professionals",
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      "female_share": 0.4253
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      "prefix2": "35",
      "label": "Information & Communications Technicians",
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      "female_share": 0.2589
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      "female_share": 0.8359
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      "prefix2": "39",
      "label": "Other Associate Professionals Not Elsewhere Classified",
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      "female_share": 0.4444
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      "female_share": 0.5588
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      "prefix2": "41",
      "label": "General & Keyboard Clerks",
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      "prefix2": "42",
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      "female_share": 0.7563
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      "prefix2": "43",
      "label": "Numerical & Material-Recording Clerks",
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      "female_share": 0.7069
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      "prefix2": "53",
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      "prefix2": "59",
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      "female_share": 0.0417
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      "prefix2": "93",
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      "prefix2": "94",
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      "prefix2": "96",
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      "ssoc": "11203",
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      "ssoc": "12123",
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      "ssoc": "12131",
      "occupation": "Policy manager",
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      "ssoc": "12132",
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      "ssoc": "12133",
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      "ssoc": "12192",
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      "ssoc": "12194",
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      "ssoc": "12211",
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      "ssoc": "12212",
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      "ssoc": "12213",
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      "ssoc": "12214",
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      "ssoc": "12215",
      "occupation": "Online sales channel manager",
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      "gap_pct": -0.1314
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      "ssoc": "12221",
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      "gap_pct": -0.0313
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      "ssoc": "12222",
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      "ssoc": "12230",
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      "ssoc": "12241",
      "occupation": "Customer service manager",
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      "gap_pct": 0.1081
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      "gap_pct": 0.1871
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      "gap_pct": 0.1322
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      "gap_pct": -0.3642
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      "gap_pct": -0.0332
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      "gap_pct": 0.0669
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      "gap_pct": -0.1617
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      "gap_pct": -0.0605
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    },
    "96255": {
      "ssoc": "96255",
      "occupation": "Sports and recreational attendant (e.g. golf marshal, golf caddie, fun fair attendant, bowling alley attendant, swimming pool attendant)",
      "male_gross_wage": 2570,
      "female_gross_wage": null,
      "gap_pct": null
    },
    "96256": {
      "ssoc": "96256",
      "occupation": "Bus attendant",
      "male_gross_wage": 1600,
      "female_gross_wage": 1400,
      "gap_pct": -0.125
    },
    "96261": {
      "ssoc": "96261",
      "occupation": "Building caretaker/Watchman",
      "male_gross_wage": 2610,
      "female_gross_wage": 2500,
      "gap_pct": -0.0421
    },
    "96262": {
      "ssoc": "96262",
      "occupation": "Doorman",
      "male_gross_wage": 2629,
      "female_gross_wage": 2486,
      "gap_pct": -0.0544
    },
    "96272": {
      "ssoc": "96272",
      "occupation": "Concierge (hotel)",
      "male_gross_wage": 2886,
      "female_gross_wage": 3120,
      "gap_pct": 0.0811
    },
    "96291": {
      "ssoc": "96291",
      "occupation": "Leaflet and newspaper distributor/deliverer",
      "male_gross_wage": 1600,
      "female_gross_wage": 1600,
      "gap_pct": 0
    },
    "96293": {
      "ssoc": "96293",
      "occupation": "Odd job person",
      "male_gross_wage": 1600,
      "female_gross_wage": 1600,
      "gap_pct": 0
    }
  },
  "metadata": {
    "data_as_of": "2025",
    "notes": [
      "Broad-group worker composition uses Labour Force in Singapore 2025 Section D tables.",
      "Detailed gender anchors use published 2-digit occupation families from Table D8.",
      "Occupation-level male/female gross wage medians are only available for common occupations in the wages-by-sex tables.",
      "This artifact is contextual and does not feed into the canonical structural score."
    ]
  }
}