{
  "source": "Riyadh_Household_Hiring_Clean_Checked.xlsx",
  "dataStatus": "Actual household research; confirmed by the data owner on 2026-09-12",
  "location": "Riyadh, Saudi Arabia",
  "households": 200,
  "period": {
    "start": "2025-09-01",
    "end": "2026-08-31",
    "cutoff": "2026-09-11"
  },
  "metrics": [
    {
      "row": 7,
      "measure": "Search to start of a placement retained 90 days",
      "unit": "days",
      "column": "I",
      "n": 112,
      "mean": 132.39285714285714,
      "p10": 29.1,
      "median": 112,
      "p90": 260
    },
    {
      "row": 24,
      "measure": "Total active household hiring time",
      "unit": "hours",
      "column": "N",
      "n": 196,
      "mean": 96.31377551020402,
      "p10": 8.2,
      "median": 94.85,
      "p90": 179.3
    },
    {
      "row": 28,
      "measure": "Placements through the retained person, successful subset",
      "unit": "count",
      "column": "DI",
      "n": 112,
      "mean": 2.1160714285714284,
      "p10": 1,
      "median": 2,
      "p90": 3
    },
    {
      "row": 46,
      "measure": "Extra family hours — before and after, total",
      "unit": "hours",
      "column": "O",
      "n": 188,
      "mean": 634.5148936170214,
      "p10": 100.3,
      "median": 412.65,
      "p90": 1446.96
    },
    {
      "row": 98,
      "measure": "Total household financial cost",
      "unit": "SAR",
      "column": "J",
      "n": 178,
      "mean": 32353.23033707865,
      "p10": 10122.5,
      "median": 31112.5,
      "p90": 54522
    },
    {
      "row": 101,
      "measure": "Net cash spending minus original budget",
      "unit": "SAR",
      "column": "K",
      "n": 174,
      "mean": -3973.074712643678,
      "p10": -17999.5,
      "median": -2720,
      "p90": 8003.0000000000055
    },
    {
      "row": 102,
      "measure": "Restart, extra services and overlap cash paid",
      "unit": "SAR",
      "column": "L",
      "n": 191,
      "mean": 10586.701570680629,
      "p10": 740,
      "median": 6465,
      "p90": 24250
    }
  ],
  "ownerCorrections": {
    "date": "2026-09-12",
    "scope": "Screening workload per hiring round; research setting: 200 household journeys",
    "cvs": {
      "range": [
        100,
        150
      ],
      "unit": "CVs per hiring round"
    },
    "interviews": {
      "range": [
        10,
        15
      ],
      "unit": "interviews per hiring round"
    },
    "note": "Latest owner clarification: ranges apply to each hiring round, including replacement rounds; no corrected round-level observations or round count supplied. These are ranges, not averages or percentiles. Outcomes: 25% of hires do not last trial; about 20% of retained hires leave households dissatisfied. These definitions supersede earlier aggregate labels. Keep 2.116 total placements through retention as its separate workbook measure; do not infer three hires, national failure counts, or cumulative screening totals.",
    "outcomes": {
      "trialFailure": {
        "approximateRate": 0.25,
        "unit": "hires",
        "period": "trial period"
      },
      "retainedDissatisfaction": {
        "approximateRate": 0.2,
        "unit": "retained hires"
      }
    }
  },
  "retained": {
    "n": 112,
    "unsatisfactory": 22
  },
  "waterfall": {
    "n": 178,
    "total": {
      "row": 98,
      "measure": "Total household financial cost",
      "unit": "SAR",
      "column": "J",
      "n": 178,
      "mean": 32353.23033707865,
      "p10": 10122.5,
      "median": 31112.5,
      "p90": 54522
    },
    "components": [
      {
        "key": "initial",
        "column": "DM",
        "en": "Initial hiring",
        "ar": "التوظيف الأول",
        "n": 178,
        "mean": 6286.488764044944
      },
      {
        "key": "restart",
        "column": "DN",
        "en": "Restarts & replacements",
        "ar": "إعادة التوظيف والاستبدال",
        "n": 178,
        "mean": 3792.5842696629215
      },
      {
        "key": "before",
        "column": "DO",
        "en": "Extra help before a hire",
        "ar": "مساعدة إضافية قبل التوظيف",
        "n": 178,
        "mean": 2692.3314606741574
      },
      {
        "key": "after",
        "column": "DP",
        "en": "Extra help after a hire",
        "ar": "مساعدة إضافية بعد التوظيف",
        "n": 178,
        "mean": 4146.797752808989
      },
      {
        "key": "employment",
        "column": "DR",
        "en": "Employment paid",
        "ar": "تكاليف العمل المدفوعة",
        "n": 178,
        "mean": 16533.11797752809
      },
      {
        "key": "owed",
        "column": "BH",
        "en": "Amounts still owed",
        "ar": "المبالغ المستحقة",
        "n": 178,
        "mean": 111.06741573033707
      },
      {
        "key": "earnings",
        "column": "AW",
        "en": "Earnings lost",
        "ar": "الدخل المفقود",
        "n": 178,
        "mean": 556.685393258427
      },
      {
        "key": "refund",
        "column": "BI",
        "en": "Refunds received",
        "ar": "المبالغ المستردة",
        "n": 178,
        "mean": -1765.8426966292134
      }
    ]
  }
}