{
  "date": "2026-04-13",
  "workload_id": "snap_eligibility",
  "id": "snap_eligibility",
  "name": "SNAP Eligibility Processing",
  "soc_code": "13-1041",
  "soc_title": "Eligibility Interviewers, Government Programs",
  "human_cost": {
    "cost_per_unit": 25.133,
    "cost_per_unit_unit": "USD per workload unit",
    "fully_loaded_hourly": 33.5107,
    "annual_wage": 47930,
    "minutes_per_unit": 45,
    "source": "BLS OEWS May 2023 (static fallback)"
  },
  "ai_cost": {
    "cost_per_unit": 0.000256,
    "cost_per_unit_unit": "USD per workload unit",
    "task_type": "classification",
    "source": "Compute CPI basket live data (CPI=69.1)"
  },
  "displacement": {
    "displacement_per_unit": 25.132744,
    "annual_volume": 41000000,
    "total_annual_displacement": 1030442504.0,
    "displacement_ratio": 1.0,
    "displacement_pct": 100.0
  },
  "substitution_rate": {
    "rate": 0.021,
    "rate_pct": 2.1,
    "source": "FPDS procurement signal (contractor spend decline + AI procurement growth)",
    "current_fy_spend": 47960957191.3,
    "yoy_change_pct": 8.49,
    "ai_procurement_current": 0.0,
    "ai_procurement_prior": 0.0,
    "ai_procurement_yoy": null,
    "ai_growth_rate": 0.0524,
    "ai_growth_source": "global AI procurement growth (no workload-specific keyword match)"
  },
  "absorption": {
    "classification": "reallocated",
    "reasoning": "SNAP caseload growing while workforce is flat. Workers being redirected to complex cases and fraud detection as routine processing automates. JOLTS government sector: low separations, moderate reallocation signal.",
    "color": "warning",
    "fte_current": 16500,
    "fte_prior": 16800,
    "fte_delta_pct": -1.79,
    "absorption_quant": "frozen",
    "primary_agencies": [
      "USDA FNS",
      "State agency staff funded via federal pass-through"
    ],
    "fte_source": "OPM FedScope Employment Cube, Sep 2024 (static snapshot)"
  },
  "volume": {
    "annual_units": 41000000,
    "source": "USDA FNS FY2024: 41M SNAP participants, ~1 eligibility review/participant/year"
  },
  "_links": {
    "deep_dive_html": "/displacement/snap_eligibility.html",
    "composite_latest": "/data/ldi/latest.json",
    "historical": "/data/ldi/historical.json"
  }
}