{
 "story": "same-pay-different-telework",
 "csv": "same-pay-different-telework.csv",
 "csv_sha256": "22f20480a531d53f87bd6cbfa1ee9672524d49b41526b8a29c76fcd65a12b41b",
 "how_to_reproduce": "Load the CSV with the column types in package.json; evaluate each spec (ops documented in omni/stories.py: count, share_pct, spearman, boot_ci with seed 15 and 1,000 draws, range_placement, group_stat, pairs, closest_pair). Every value must equal the published one.",
 "findings": [
  {
   "id": "S1-F1",
   "text": "Across 208 U.S. occupations, those with higher median pay tend to have a larger share of workers with the ability to telework: the Spearman rank correlation is 0.60 (95% bootstrap interval 0.52 to 0.69), based on BLS Occupational Requirements Survey 2025 preliminary estimates and OEWS May 2025 wages.",
   "checks": [],
   "reproduce": {
    "n": {
     "spec": {
      "op": "count"
     },
     "format": "int",
     "value": 208
    },
    "rho": {
     "spec": {
      "op": "spearman",
      "x": "oews_median_annual_wage_usd_may2025",
      "y": "ors_telework_rank_value"
     },
     "format": "r2",
     "value": 0.6
    },
    "ci": {
     "spec": {
      "op": "boot_ci",
      "x": "oews_median_annual_wage_usd_may2025",
      "y": "ors_telework_rank_value"
     },
     "format": "ci",
     "value": [
      0.52,
      0.69
     ]
    }
   }
  },
  {
   "id": "S1-F2",
   "text": "The relationship holds however the published ranges are treated: placing every BLS range at its upper bound, its midpoint or zero gives a rank correlation of 0.57 to 0.61 across the same 208 occupations (ORS 2025 preliminary, OEWS May 2025).",
   "checks": [],
   "reproduce": {
    "rr": {
     "spec": {
      "op": "range_placement",
      "x": "oews_median_annual_wage_usd_may2025",
      "v": "ors_telework_value_pct",
      "t": "ors_telework_estimate_type"
     },
     "format": "rng2",
     "value": [
      0.57,
      0.61
     ]
    },
    "n": {
     "spec": {
      "op": "count"
     },
     "format": "int",
     "value": 208
    }
   }
  },
  {
   "id": "S1-F3",
   "text": "In 51 of the 52 occupations with a national median wage under $40,000 in May 2025, BLS estimates that fewer than 5% of workers had the ability to telework (ORS 2025 preliminary).",
   "checks": [],
   "reproduce": {
    "k": {
     "spec": {
      "op": "count",
      "where": [
       [
        "pay_band",
        "==",
        "Under $40k"
       ],
       [
        "telework_below_5pct",
        "==",
        "yes"
       ]
      ]
     },
     "format": "int",
     "value": 51
    },
    "m": {
     "spec": {
      "op": "count",
      "where": [
       [
        "pay_band",
        "==",
        "Under $40k"
       ]
      ]
     },
     "format": "int",
     "value": 52
    }
   }
  },
  {
   "id": "S1-F4",
   "text": "Higher pay does not settle it: of the 31 occupations with a national median wage of $100,000 or more (OEWS May 2025), 11 had at least half of workers with the ability to telework, while 8 had fewer than 5% (BLS ORS 2025 preliminary).",
   "checks": [],
   "reproduce": {
    "m": {
     "spec": {
      "op": "count",
      "where": [
       [
        "pay_band",
        "==",
        "$100k+"
       ]
      ]
     },
     "format": "int",
     "value": 31
    },
    "a": {
     "spec": {
      "op": "count",
      "where": [
       [
        "pay_band",
        "==",
        "$100k+"
       ],
       [
        "telework_50pct_or_more",
        "==",
        "yes"
       ]
      ]
     },
     "format": "int",
     "value": 11
    },
    "b": {
     "spec": {
      "op": "count",
      "where": [
       [
        "pay_band",
        "==",
        "$100k+"
       ],
       [
        "telework_below_5pct",
        "==",
        "yes"
       ]
      ]
     },
     "format": "int",
     "value": 8
    }
   }
  },
  {
   "id": "S1-F5",
   "text": "Education administrators, kindergarten through secondary (national median $105,870) and computer systems analysts ($105,850) earn within $20 a year of each other, yet BLS estimates that 4.5% of workers in the first occupation and 86.1% in the second had the ability to telework (OEWS May 2025; ORS 2025 preliminary).",
   "checks": [],
   "reproduce": {
    "lo": {
     "spec": {
      "op": "closest_pair",
      "pay": "oews_median_annual_wage_usd_may2025",
      "v": "ors_telework_value_pct",
      "t": "ors_telework_estimate_type",
      "pct": 0.03,
      "gap": 50,
      "field": "lo_name"
     },
     "format": "str",
     "value": "Education administrators, kindergarten through secondary"
    },
    "lop": {
     "spec": {
      "op": "closest_pair",
      "pay": "oews_median_annual_wage_usd_may2025",
      "v": "ors_telework_value_pct",
      "t": "ors_telework_estimate_type",
      "pct": 0.03,
      "gap": 50,
      "field": "lo_pay"
     },
     "format": "money",
     "value": 105870
    },
    "hi": {
     "spec": {
      "op": "closest_pair",
      "pay": "oews_median_annual_wage_usd_may2025",
      "v": "ors_telework_value_pct",
      "t": "ors_telework_estimate_type",
      "pct": 0.03,
      "gap": 50,
      "field": "hi_name"
     },
     "format": "lower",
     "value": "Computer systems analysts"
    },
    "hip": {
     "spec": {
      "op": "closest_pair",
      "pay": "oews_median_annual_wage_usd_may2025",
      "v": "ors_telework_value_pct",
      "t": "ors_telework_estimate_type",
      "pct": 0.03,
      "gap": 50,
      "field": "hi_pay"
     },
     "format": "money",
     "value": 105850
    },
    "gap": {
     "spec": {
      "op": "closest_pair",
      "pay": "oews_median_annual_wage_usd_may2025",
      "v": "ors_telework_value_pct",
      "t": "ors_telework_estimate_type",
      "pct": 0.03,
      "gap": 50,
      "field": "pay_gap_usd"
     },
     "format": "money",
     "value": 20
    },
    "lot": {
     "spec": {
      "op": "closest_pair",
      "pay": "oews_median_annual_wage_usd_may2025",
      "v": "ors_telework_value_pct",
      "t": "ors_telework_estimate_type",
      "pct": 0.03,
      "gap": 50,
      "field": "lo_tw"
     },
     "format": "pct",
     "value": 4.5
    },
    "hit": {
     "spec": {
      "op": "closest_pair",
      "pay": "oews_median_annual_wage_usd_may2025",
      "v": "ors_telework_value_pct",
      "t": "ors_telework_estimate_type",
      "pct": 0.03,
      "gap": 50,
      "field": "hi_tw"
     },
     "format": "pct",
     "value": 86.1
    }
   }
  },
  {
   "id": "S1-F6",
   "text": "TryHired found 12 pairs of occupations whose national median wages are within 3% of each other but whose shares of workers with the ability to telework differ by 50 percentage points or more (OEWS May 2025; ORS 2025 preliminary point estimates).",
   "checks": [],
   "reproduce": {
    "p": {
     "spec": {
      "op": "pairs",
      "pay": "oews_median_annual_wage_usd_may2025",
      "v": "ors_telework_value_pct",
      "t": "ors_telework_estimate_type",
      "pct": 0.03,
      "gap": 50
     },
     "format": "int",
     "value": 12
    }
   }
  },
  {
   "id": "S1-F7",
   "text": "For 103 of the 208 occupations, BLS publishes the share of workers with the ability to telework only as less than 0.5% (ORS 2025 preliminary); 48 of them have a national median wage under $40,000 (OEWS May 2025).",
   "checks": [],
   "reproduce": {
    "k": {
     "spec": {
      "op": "count",
      "where": [
       [
        "ors_telework_published",
        "==",
        "<0.5"
       ]
      ]
     },
     "format": "int",
     "value": 103
    },
    "n": {
     "spec": {
      "op": "count"
     },
     "format": "int",
     "value": 208
    },
    "k40": {
     "spec": {
      "op": "count",
      "where": [
       [
        "ors_telework_published",
        "==",
        "<0.5"
       ],
       [
        "pay_band",
        "==",
        "Under $40k"
       ]
      ]
     },
     "format": "int",
     "value": 48
    }
   }
  }
 ]
}