{
  "study": {
    "slug": "nursing-home-staffing-deserts-by-county",
    "title": "County-Level Nursing-Home RN Staffing Deserts",
    "url": "https://fonteum.com/research/nursing-home-staffing-deserts-by-county",
    "methodology_version": "county-staffing-deserts/v1"
  },
  "data_as_of": "2026-06-03",
  "temporal_coverage": "2025-04-01/2025-06-30",
  "sources": [
    {
      "name": "CMS Payroll-Based Journal (PBJ) Daily Nurse Staffing",
      "publisher": "U.S. Centers for Medicare & Medicaid Services",
      "url": "https://data.cms.gov/quality-of-care/payroll-based-journal-daily-nurse-staffing",
      "release_date": "2025-06-30",
      "retrieved_at": "2026-06-03",
      "license": "U.S. Government Works (17 U.S.C. §105)"
    }
  ],
  "headline": {
    "published": "2026-06-03",
    "snapshot_quarter": "2025Q2",
    "qualifying_counties": 1362,
    "counties_below_rn_floor": 550,
    "pct_below_rn_floor": 40.4,
    "facilities_covered": 12447,
    "facilities_in_full_quarter": 14537,
    "pooled_rn_hprd": 0.623,
    "median_county_rn_hprd": 0.596,
    "lowest_county_rn_hprd": 0.156,
    "federal_rn_hprd_standard": 0.55,
    "federal_total_hprd_standard": 3.48,
    "min_facilities_per_county": 3,
    "ranked_deserts_published": 50
  },
  "sections": [
    {
      "id": "desert_counties",
      "label": "The 50 lowest-staffed qualifying counties",
      "columns": [
        "county_fips",
        "county",
        "state",
        "state_name",
        "region",
        "rank",
        "facilities",
        "rn_hprd",
        "rn_direct_hprd",
        "total_nurse_hprd",
        "resident_days",
        "share_of_federal_standard",
        "below_standard"
      ],
      "rows": [
        {
          "county_fips": "22013",
          "county": "Bienville",
          "state": "LA",
          "state_name": "Louisiana",
          "region": "South",
          "rank": 1,
          "facilities": 3,
          "rn_hprd": 0.156,
          "rn_direct_hprd": 0.101,
          "total_nurse_hprd": 3.679,
          "resident_days": 25853,
          "share_of_federal_standard": 0.284,
          "below_standard": true
        },
        {
          "county_fips": "22101",
          "county": "St. Mary",
          "state": "LA",
          "state_name": "Louisiana",
          "region": "South",
          "rank": 2,
          "facilities": 3,
          "rn_hprd": 0.157,
          "rn_direct_hprd": 0.038,
          "total_nurse_hprd": 3.268,
          "resident_days": 26593,
          "share_of_federal_standard": 0.285,
          "below_standard": true
        },
        {
          "county_fips": "22045",
          "county": "Iberia",
          "state": "LA",
          "state_name": "Louisiana",
          "region": "South",
          "rank": 3,
          "facilities": 4,
          "rn_hprd": 0.176,
          "rn_direct_hprd": 0.021,
          "total_nurse_hprd": 3.665,
          "resident_days": 29229,
          "share_of_federal_standard": 0.32,
          "below_standard": true
        },
        {
          "county_fips": "22055",
          "county": "Lafayette",
          "state": "LA",
          "state_name": "Louisiana",
          "region": "South",
          "rank": 4,
          "facilities": 10,
          "rn_hprd": 0.177,
          "rn_direct_hprd": 0.04,
          "total_nurse_hprd": 3.793,
          "resident_days": 86150,
          "share_of_federal_standard": 0.322,
          "below_standard": true
        },
        {
          "county_fips": "40131",
          "county": "Rogers",
          "state": "OK",
          "state_name": "Oklahoma",
          "region": "South",
          "rank": 5,
          "facilities": 5,
          "rn_hprd": 0.192,
          "rn_direct_hprd": 0.099,
          "total_nurse_hprd": 3.557,
          "resident_days": 31463,
          "share_of_federal_standard": 0.349,
          "below_standard": true
        },
        {
          "county_fips": "06031",
          "county": "Kings",
          "state": "CA",
          "state_name": "California",
          "region": "West",
          "rank": 6,
          "facilities": 3,
          "rn_hprd": 0.195,
          "rn_direct_hprd": 0.127,
          "total_nurse_hprd": 4.013,
          "resident_days": 23209,
          "share_of_federal_standard": 0.355,
          "below_standard": true
        },
        {
          "county_fips": "40051",
          "county": "Grady",
          "state": "OK",
          "state_name": "Oklahoma",
          "region": "South",
          "rank": 7,
          "facilities": 4,
          "rn_hprd": 0.197,
          "rn_direct_hprd": 0.098,
          "total_nurse_hprd": 3.915,
          "resident_days": 20767,
          "share_of_federal_standard": 0.358,
          "below_standard": true
        },
        {
          "county_fips": "29159",
          "county": "Pettis",
          "state": "MO",
          "state_name": "Missouri",
          "region": "Midwest",
          "rank": 8,
          "facilities": 5,
          "rn_hprd": 0.199,
          "rn_direct_hprd": 0.142,
          "total_nurse_hprd": 2.043,
          "resident_days": 47443,
          "share_of_federal_standard": 0.362,
          "below_standard": true
        },
        {
          "county_fips": "40091",
          "county": "Mcintosh",
          "state": "OK",
          "state_name": "Oklahoma",
          "region": "South",
          "rank": 9,
          "facilities": 3,
          "rn_hprd": 0.199,
          "rn_direct_hprd": 0.04,
          "total_nurse_hprd": 3.603,
          "resident_days": 16588,
          "share_of_federal_standard": 0.362,
          "below_standard": true
        },
        {
          "county_fips": "40015",
          "county": "Caddo",
          "state": "OK",
          "state_name": "Oklahoma",
          "region": "South",
          "rank": 10,
          "facilities": 3,
          "rn_hprd": 0.2,
          "rn_direct_hprd": 0.039,
          "total_nurse_hprd": 3.899,
          "resident_days": 12371,
          "share_of_federal_standard": 0.364,
          "below_standard": true
        },
        {
          "county_fips": "48361",
          "county": "Orange",
          "state": "TX",
          "state_name": "Texas",
          "region": "South",
          "rank": 11,
          "facilities": 3,
          "rn_hprd": 0.202,
          "rn_direct_hprd": 0.127,
          "total_nurse_hprd": 3.031,
          "resident_days": 25345,
          "share_of_federal_standard": 0.367,
          "below_standard": true
        },
        {
          "county_fips": "06025",
          "county": "Imperial",
          "state": "CA",
          "state_name": "California",
          "region": "West",
          "rank": 12,
          "facilities": 3,
          "rn_hprd": 0.207,
          "rn_direct_hprd": 0.128,
          "total_nurse_hprd": 3.978,
          "resident_days": 19479,
          "share_of_federal_standard": 0.376,
          "below_standard": true
        },
        {
          "county_fips": "22061",
          "county": "Lincoln",
          "state": "LA",
          "state_name": "Louisiana",
          "region": "South",
          "rank": 13,
          "facilities": 3,
          "rn_hprd": 0.21,
          "rn_direct_hprd": 0.082,
          "total_nurse_hprd": 3.522,
          "resident_days": 27394,
          "share_of_federal_standard": 0.382,
          "below_standard": true
        },
        {
          "county_fips": "40049",
          "county": "Garvin",
          "state": "OK",
          "state_name": "Oklahoma",
          "region": "South",
          "rank": 14,
          "facilities": 3,
          "rn_hprd": 0.217,
          "rn_direct_hprd": 0.114,
          "total_nurse_hprd": 3.295,
          "resident_days": 13408,
          "share_of_federal_standard": 0.395,
          "below_standard": true
        },
        {
          "county_fips": "48405",
          "county": "San Augustine",
          "state": "TX",
          "state_name": "Texas",
          "region": "South",
          "rank": 15,
          "facilities": 3,
          "rn_hprd": 0.221,
          "rn_direct_hprd": 0.078,
          "total_nurse_hprd": 3.53,
          "resident_days": 12641,
          "share_of_federal_standard": 0.402,
          "below_standard": true
        },
        {
          "county_fips": "22001",
          "county": "Acadia",
          "state": "LA",
          "state_name": "Louisiana",
          "region": "South",
          "rank": 16,
          "facilities": 5,
          "rn_hprd": 0.223,
          "rn_direct_hprd": 0.111,
          "total_nurse_hprd": 3.834,
          "resident_days": 45700,
          "share_of_federal_standard": 0.405,
          "below_standard": true
        },
        {
          "county_fips": "48497",
          "county": "Wise",
          "state": "TX",
          "state_name": "Texas",
          "region": "South",
          "rank": 17,
          "facilities": 4,
          "rn_hprd": 0.223,
          "rn_direct_hprd": 0.11,
          "total_nurse_hprd": 2.954,
          "resident_days": 29380,
          "share_of_federal_standard": 0.405,
          "below_standard": true
        },
        {
          "county_fips": "22073",
          "county": "Ouachita",
          "state": "LA",
          "state_name": "Louisiana",
          "region": "South",
          "rank": 18,
          "facilities": 9,
          "rn_hprd": 0.228,
          "rn_direct_hprd": 0.083,
          "total_nurse_hprd": 3.826,
          "resident_days": 72725,
          "share_of_federal_standard": 0.415,
          "below_standard": true
        },
        {
          "county_fips": "40089",
          "county": "Mccurtain",
          "state": "OK",
          "state_name": "Oklahoma",
          "region": "South",
          "rank": 19,
          "facilities": 3,
          "rn_hprd": 0.229,
          "rn_direct_hprd": 0.129,
          "total_nurse_hprd": 2.925,
          "resident_days": 16034,
          "share_of_federal_standard": 0.416,
          "below_standard": true
        },
        {
          "county_fips": "40147",
          "county": "Washington",
          "state": "OK",
          "state_name": "Oklahoma",
          "region": "South",
          "rank": 20,
          "facilities": 5,
          "rn_hprd": 0.229,
          "rn_direct_hprd": 0.113,
          "total_nurse_hprd": 3.942,
          "resident_days": 27374,
          "share_of_federal_standard": 0.416,
          "below_standard": true
        },
        {
          "county_fips": "40135",
          "county": "Sequoyah",
          "state": "OK",
          "state_name": "Oklahoma",
          "region": "South",
          "rank": 21,
          "facilities": 4,
          "rn_hprd": 0.23,
          "rn_direct_hprd": 0.066,
          "total_nurse_hprd": 4.27,
          "resident_days": 20260,
          "share_of_federal_standard": 0.418,
          "below_standard": true
        },
        {
          "county_fips": "48265",
          "county": "Kerr",
          "state": "TX",
          "state_name": "Texas",
          "region": "South",
          "rank": 22,
          "facilities": 4,
          "rn_hprd": 0.231,
          "rn_direct_hprd": 0.136,
          "total_nurse_hprd": 3.282,
          "resident_days": 31578,
          "share_of_federal_standard": 0.42,
          "below_standard": true
        },
        {
          "county_fips": "40031",
          "county": "Comanche",
          "state": "OK",
          "state_name": "Oklahoma",
          "region": "South",
          "rank": 23,
          "facilities": 4,
          "rn_hprd": 0.231,
          "rn_direct_hprd": 0.128,
          "total_nurse_hprd": 3.815,
          "resident_days": 32448,
          "share_of_federal_standard": 0.42,
          "below_standard": true
        },
        {
          "county_fips": "34033",
          "county": "Salem",
          "state": "NJ",
          "state_name": "New Jersey",
          "region": "Northeast",
          "rank": 24,
          "facilities": 4,
          "rn_hprd": 0.232,
          "rn_direct_hprd": 0.133,
          "total_nurse_hprd": 3.506,
          "resident_days": 41983,
          "share_of_federal_standard": 0.422,
          "below_standard": true
        },
        {
          "county_fips": "22113",
          "county": "Vermilion",
          "state": "LA",
          "state_name": "Louisiana",
          "region": "South",
          "rank": 25,
          "facilities": 6,
          "rn_hprd": 0.232,
          "rn_direct_hprd": 0.112,
          "total_nurse_hprd": 3.693,
          "resident_days": 46858,
          "share_of_federal_standard": 0.422,
          "below_standard": true
        },
        {
          "county_fips": "22105",
          "county": "Tangipahoa",
          "state": "LA",
          "state_name": "Louisiana",
          "region": "South",
          "rank": 26,
          "facilities": 6,
          "rn_hprd": 0.234,
          "rn_direct_hprd": 0.139,
          "total_nurse_hprd": 3.959,
          "resident_days": 56230,
          "share_of_federal_standard": 0.425,
          "below_standard": true
        },
        {
          "county_fips": "22067",
          "county": "Morehouse",
          "state": "LA",
          "state_name": "Louisiana",
          "region": "South",
          "rank": 27,
          "facilities": 4,
          "rn_hprd": 0.235,
          "rn_direct_hprd": 0.1,
          "total_nurse_hprd": 3.904,
          "resident_days": 25218,
          "share_of_federal_standard": 0.427,
          "below_standard": true
        },
        {
          "county_fips": "40079",
          "county": "Le Flore",
          "state": "OK",
          "state_name": "Oklahoma",
          "region": "South",
          "rank": 28,
          "facilities": 6,
          "rn_hprd": 0.236,
          "rn_direct_hprd": 0.093,
          "total_nurse_hprd": 3.387,
          "resident_days": 28301,
          "share_of_federal_standard": 0.429,
          "below_standard": true
        },
        {
          "county_fips": "29055",
          "county": "Crawford",
          "state": "MO",
          "state_name": "Missouri",
          "region": "Midwest",
          "rank": 29,
          "facilities": 3,
          "rn_hprd": 0.237,
          "rn_direct_hprd": 0.157,
          "total_nurse_hprd": 2.749,
          "resident_days": 12764,
          "share_of_federal_standard": 0.431,
          "below_standard": true
        },
        {
          "county_fips": "48245",
          "county": "Jefferson",
          "state": "TX",
          "state_name": "Texas",
          "region": "South",
          "rank": 30,
          "facilities": 13,
          "rn_hprd": 0.24,
          "rn_direct_hprd": 0.126,
          "total_nurse_hprd": 3.409,
          "resident_days": 89681,
          "share_of_federal_standard": 0.436,
          "below_standard": true
        },
        {
          "county_fips": "22039",
          "county": "Evangeline",
          "state": "LA",
          "state_name": "Louisiana",
          "region": "South",
          "rank": 31,
          "facilities": 4,
          "rn_hprd": 0.241,
          "rn_direct_hprd": 0.154,
          "total_nurse_hprd": 3.907,
          "resident_days": 30852,
          "share_of_federal_standard": 0.438,
          "below_standard": true
        },
        {
          "county_fips": "22033",
          "county": "E. Baton Rouge",
          "state": "LA",
          "state_name": "Louisiana",
          "region": "South",
          "rank": 32,
          "facilities": 25,
          "rn_hprd": 0.243,
          "rn_direct_hprd": 0.119,
          "total_nurse_hprd": 3.687,
          "resident_days": 216008,
          "share_of_federal_standard": 0.442,
          "below_standard": true
        },
        {
          "county_fips": "22071",
          "county": "Orleans",
          "state": "LA",
          "state_name": "Louisiana",
          "region": "South",
          "rank": 33,
          "facilities": 11,
          "rn_hprd": 0.243,
          "rn_direct_hprd": 0.124,
          "total_nurse_hprd": 3.83,
          "resident_days": 106495,
          "share_of_federal_standard": 0.442,
          "below_standard": true
        },
        {
          "county_fips": "22019",
          "county": "Calcasieu",
          "state": "LA",
          "state_name": "Louisiana",
          "region": "South",
          "rank": 34,
          "facilities": 10,
          "rn_hprd": 0.245,
          "rn_direct_hprd": 0.143,
          "total_nurse_hprd": 3.81,
          "resident_days": 79725,
          "share_of_federal_standard": 0.445,
          "below_standard": true
        },
        {
          "county_fips": "48021",
          "county": "Bastrop",
          "state": "TX",
          "state_name": "Texas",
          "region": "South",
          "rank": 35,
          "facilities": 5,
          "rn_hprd": 0.245,
          "rn_direct_hprd": 0.123,
          "total_nurse_hprd": 2.626,
          "resident_days": 41117,
          "share_of_federal_standard": 0.445,
          "below_standard": true
        },
        {
          "county_fips": "13143",
          "county": "Haralson",
          "state": "GA",
          "state_name": "Georgia",
          "region": "South",
          "rank": 36,
          "facilities": 3,
          "rn_hprd": 0.245,
          "rn_direct_hprd": 0.168,
          "total_nurse_hprd": 3.11,
          "resident_days": 18487,
          "share_of_federal_standard": 0.445,
          "below_standard": true
        },
        {
          "county_fips": "05033",
          "county": "Crawford",
          "state": "AR",
          "state_name": "Arkansas",
          "region": "South",
          "rank": 37,
          "facilities": 4,
          "rn_hprd": 0.245,
          "rn_direct_hprd": 0.088,
          "total_nurse_hprd": 3.981,
          "resident_days": 31325,
          "share_of_federal_standard": 0.445,
          "below_standard": true
        },
        {
          "county_fips": "22109",
          "county": "Terrebonne",
          "state": "LA",
          "state_name": "Louisiana",
          "region": "South",
          "rank": 38,
          "facilities": 3,
          "rn_hprd": 0.246,
          "rn_direct_hprd": 0.149,
          "total_nurse_hprd": 3.471,
          "resident_days": 34402,
          "share_of_federal_standard": 0.447,
          "below_standard": true
        },
        {
          "county_fips": "48149",
          "county": "Fayette",
          "state": "TX",
          "state_name": "Texas",
          "region": "South",
          "rank": 39,
          "facilities": 5,
          "rn_hprd": 0.249,
          "rn_direct_hprd": 0.169,
          "total_nurse_hprd": 2.964,
          "resident_days": 29987,
          "share_of_federal_standard": 0.453,
          "below_standard": true
        },
        {
          "county_fips": "13233",
          "county": "Polk",
          "state": "GA",
          "state_name": "Georgia",
          "region": "South",
          "rank": 40,
          "facilities": 3,
          "rn_hprd": 0.249,
          "rn_direct_hprd": 0.134,
          "total_nurse_hprd": 4.44,
          "resident_days": 19885,
          "share_of_federal_standard": 0.453,
          "below_standard": true
        },
        {
          "county_fips": "22041",
          "county": "Franklin",
          "state": "LA",
          "state_name": "Louisiana",
          "region": "South",
          "rank": 41,
          "facilities": 4,
          "rn_hprd": 0.249,
          "rn_direct_hprd": 0.058,
          "total_nurse_hprd": 3.839,
          "resident_days": 27352,
          "share_of_federal_standard": 0.453,
          "below_standard": true
        },
        {
          "county_fips": "29113",
          "county": "Lincoln",
          "state": "MO",
          "state_name": "Missouri",
          "region": "Midwest",
          "rank": 42,
          "facilities": 4,
          "rn_hprd": 0.251,
          "rn_direct_hprd": 0.166,
          "total_nurse_hprd": 2.294,
          "resident_days": 24062,
          "share_of_federal_standard": 0.456,
          "below_standard": true
        },
        {
          "county_fips": "29101",
          "county": "Johnson",
          "state": "MO",
          "state_name": "Missouri",
          "region": "Midwest",
          "rank": 43,
          "facilities": 5,
          "rn_hprd": 0.252,
          "rn_direct_hprd": 0.157,
          "total_nurse_hprd": 2.799,
          "resident_days": 23943,
          "share_of_federal_standard": 0.458,
          "below_standard": true
        },
        {
          "county_fips": "48241",
          "county": "Jasper",
          "state": "TX",
          "state_name": "Texas",
          "region": "South",
          "rank": 44,
          "facilities": 3,
          "rn_hprd": 0.252,
          "rn_direct_hprd": 0.082,
          "total_nurse_hprd": 3.25,
          "resident_days": 14835,
          "share_of_federal_standard": 0.458,
          "below_standard": true
        },
        {
          "county_fips": "29175",
          "county": "Randolph",
          "state": "MO",
          "state_name": "Missouri",
          "region": "Midwest",
          "rank": 45,
          "facilities": 3,
          "rn_hprd": 0.255,
          "rn_direct_hprd": 0.16,
          "total_nurse_hprd": 2.183,
          "resident_days": 28343,
          "share_of_federal_standard": 0.464,
          "below_standard": true
        },
        {
          "county_fips": "13255",
          "county": "Spalding",
          "state": "GA",
          "state_name": "Georgia",
          "region": "South",
          "rank": 46,
          "facilities": 3,
          "rn_hprd": 0.255,
          "rn_direct_hprd": 0.15,
          "total_nurse_hprd": 3.569,
          "resident_days": 28804,
          "share_of_federal_standard": 0.464,
          "below_standard": true
        },
        {
          "county_fips": "29041",
          "county": "Chariton",
          "state": "MO",
          "state_name": "Missouri",
          "region": "Midwest",
          "rank": 47,
          "facilities": 3,
          "rn_hprd": 0.256,
          "rn_direct_hprd": 0.145,
          "total_nurse_hprd": 2.196,
          "resident_days": 17315,
          "share_of_federal_standard": 0.465,
          "below_standard": true
        },
        {
          "county_fips": "48099",
          "county": "Coryell",
          "state": "TX",
          "state_name": "Texas",
          "region": "South",
          "rank": 48,
          "facilities": 4,
          "rn_hprd": 0.259,
          "rn_direct_hprd": 0.193,
          "total_nurse_hprd": 3.461,
          "resident_days": 31055,
          "share_of_federal_standard": 0.471,
          "below_standard": true
        },
        {
          "county_fips": "40101",
          "county": "Muskogee",
          "state": "OK",
          "state_name": "Oklahoma",
          "region": "South",
          "rank": 49,
          "facilities": 10,
          "rn_hprd": 0.26,
          "rn_direct_hprd": 0.15,
          "total_nurse_hprd": 3.809,
          "resident_days": 57415,
          "share_of_federal_standard": 0.473,
          "below_standard": true
        },
        {
          "county_fips": "22111",
          "county": "Union",
          "state": "LA",
          "state_name": "Louisiana",
          "region": "South",
          "rank": 50,
          "facilities": 3,
          "rn_hprd": 0.262,
          "rn_direct_hprd": 0.193,
          "total_nurse_hprd": 3.639,
          "resident_days": 22791,
          "share_of_federal_standard": 0.476,
          "below_standard": true
        }
      ]
    },
    {
      "id": "by_state",
      "label": "State rollups",
      "columns": [
        "state",
        "state_name",
        "state_fips",
        "region",
        "qualifying_counties",
        "desert_counties",
        "desert_share",
        "pooled_rn_hprd",
        "facilities"
      ],
      "rows": [
        {
          "state": "LA",
          "state_name": "Louisiana",
          "state_fips": "22",
          "region": "South",
          "qualifying_counties": 32,
          "desert_counties": 32,
          "desert_share": 1,
          "pooled_rn_hprd": 0.258,
          "facilities": 214
        },
        {
          "state": "OK",
          "state_name": "Oklahoma",
          "state_fips": "40",
          "region": "South",
          "qualifying_counties": 37,
          "desert_counties": 37,
          "desert_share": 1,
          "pooled_rn_hprd": 0.318,
          "facilities": 228
        },
        {
          "state": "TX",
          "state_name": "Texas",
          "state_fips": "48",
          "region": "South",
          "qualifying_counties": 108,
          "desert_counties": 102,
          "desert_share": 0.9444444444444444,
          "pooled_rn_hprd": 0.401,
          "facilities": 1019
        },
        {
          "state": "AR",
          "state_name": "Arkansas",
          "state_fips": "05",
          "region": "South",
          "qualifying_counties": 26,
          "desert_counties": 24,
          "desert_share": 0.9230769230769231,
          "pooled_rn_hprd": 0.387,
          "facilities": 148
        },
        {
          "state": "MO",
          "state_name": "Missouri",
          "state_fips": "29",
          "region": "Midwest",
          "qualifying_counties": 59,
          "desert_counties": 52,
          "desert_share": 0.8813559322033898,
          "pooled_rn_hprd": 0.404,
          "facilities": 402
        },
        {
          "state": "GA",
          "state_name": "Georgia",
          "state_fips": "13",
          "region": "South",
          "qualifying_counties": 42,
          "desert_counties": 31,
          "desert_share": 0.7380952380952381,
          "pooled_rn_hprd": 0.451,
          "facilities": 218
        },
        {
          "state": "NC",
          "state_name": "North Carolina",
          "state_fips": "37",
          "region": "South",
          "qualifying_counties": 51,
          "desert_counties": 32,
          "desert_share": 0.6274509803921569,
          "pooled_rn_hprd": 0.533,
          "facilities": 341
        },
        {
          "state": "NY",
          "state_name": "New York",
          "state_fips": "36",
          "region": "Northeast",
          "qualifying_counties": 50,
          "desert_counties": 29,
          "desert_share": 0.58,
          "pooled_rn_hprd": 0.669,
          "facilities": 577
        },
        {
          "state": "SC",
          "state_name": "South Carolina",
          "state_fips": "45",
          "region": "South",
          "qualifying_counties": 22,
          "desert_counties": 12,
          "desert_share": 0.5454545454545454,
          "pooled_rn_hprd": 0.536,
          "facilities": 147
        },
        {
          "state": "TN",
          "state_name": "Tennessee",
          "state_fips": "47",
          "region": "South",
          "qualifying_counties": 38,
          "desert_counties": 20,
          "desert_share": 0.5263157894736842,
          "pooled_rn_hprd": 0.584,
          "facilities": 218
        },
        {
          "state": "NJ",
          "state_name": "New Jersey",
          "state_fips": "34",
          "region": "Northeast",
          "qualifying_counties": 21,
          "desert_counties": 11,
          "desert_share": 0.5238095238095238,
          "pooled_rn_hprd": 0.611,
          "facilities": 346
        },
        {
          "state": "CA",
          "state_name": "California",
          "state_fips": "06",
          "region": "West",
          "qualifying_counties": 39,
          "desert_counties": 19,
          "desert_share": 0.48717948717948717,
          "pooled_rn_hprd": 0.557,
          "facilities": 1121
        },
        {
          "state": "VA",
          "state_name": "Virginia",
          "state_fips": "51",
          "region": "South",
          "qualifying_counties": 37,
          "desert_counties": 18,
          "desert_share": 0.4864864864864865,
          "pooled_rn_hprd": 0.566,
          "facilities": 184
        },
        {
          "state": "IL",
          "state_name": "Illinois",
          "state_fips": "17",
          "region": "Midwest",
          "qualifying_counties": 60,
          "desert_counties": 28,
          "desert_share": 0.4666666666666667,
          "pooled_rn_hprd": 0.674,
          "facilities": 608
        },
        {
          "state": "MA",
          "state_name": "Massachusetts",
          "state_fips": "25",
          "region": "Northeast",
          "qualifying_counties": 12,
          "desert_counties": 5,
          "desert_share": 0.4166666666666667,
          "pooled_rn_hprd": 0.615,
          "facilities": 334
        },
        {
          "state": "NM",
          "state_name": "New Mexico",
          "state_fips": "35",
          "region": "West",
          "qualifying_counties": 8,
          "desert_counties": 3,
          "desert_share": 0.375,
          "pooled_rn_hprd": 0.603,
          "facilities": 45
        },
        {
          "state": "OH",
          "state_name": "Ohio",
          "state_fips": "39",
          "region": "Midwest",
          "qualifying_counties": 78,
          "desert_counties": 24,
          "desert_share": 0.3076923076923077,
          "pooled_rn_hprd": 0.6,
          "facilities": 900
        },
        {
          "state": "OR",
          "state_name": "Oregon",
          "state_fips": "41",
          "region": "West",
          "qualifying_counties": 14,
          "desert_counties": 4,
          "desert_share": 0.2857142857142857,
          "pooled_rn_hprd": 0.642,
          "facilities": 111
        },
        {
          "state": "MS",
          "state_name": "Mississippi",
          "state_fips": "28",
          "region": "South",
          "qualifying_counties": 25,
          "desert_counties": 7,
          "desert_share": 0.28,
          "pooled_rn_hprd": 0.567,
          "facilities": 118
        },
        {
          "state": "FL",
          "state_name": "Florida",
          "state_fips": "12",
          "region": "South",
          "qualifying_counties": 40,
          "desert_counties": 10,
          "desert_share": 0.25,
          "pooled_rn_hprd": 0.726,
          "facilities": 653
        },
        {
          "state": "AL",
          "state_name": "Alabama",
          "state_fips": "01",
          "region": "South",
          "qualifying_counties": 28,
          "desert_counties": 6,
          "desert_share": 0.21428571428571427,
          "pooled_rn_hprd": 0.614,
          "facilities": 168
        },
        {
          "state": "PA",
          "state_name": "Pennsylvania",
          "state_fips": "42",
          "region": "Northeast",
          "qualifying_counties": 52,
          "desert_counties": 11,
          "desert_share": 0.21153846153846154,
          "pooled_rn_hprd": 0.671,
          "facilities": 627
        },
        {
          "state": "NE",
          "state_name": "Nebraska",
          "state_fips": "31",
          "region": "Midwest",
          "qualifying_counties": 19,
          "desert_counties": 3,
          "desert_share": 0.15789473684210525,
          "pooled_rn_hprd": 0.733,
          "facilities": 99
        },
        {
          "state": "IA",
          "state_name": "Iowa",
          "state_fips": "19",
          "region": "Midwest",
          "qualifying_counties": 65,
          "desert_counties": 10,
          "desert_share": 0.15384615384615385,
          "pooled_rn_hprd": 0.721,
          "facilities": 337
        },
        {
          "state": "IN",
          "state_name": "Indiana",
          "state_fips": "18",
          "region": "Midwest",
          "qualifying_counties": 56,
          "desert_counties": 8,
          "desert_share": 0.14285714285714285,
          "pooled_rn_hprd": 0.609,
          "facilities": 453
        },
        {
          "state": "KY",
          "state_name": "Kentucky",
          "state_fips": "21",
          "region": "South",
          "qualifying_counties": 22,
          "desert_counties": 3,
          "desert_share": 0.13636363636363635,
          "pooled_rn_hprd": 0.69,
          "facilities": 144
        },
        {
          "state": "KS",
          "state_name": "Kansas",
          "state_fips": "20",
          "region": "Midwest",
          "qualifying_counties": 30,
          "desert_counties": 4,
          "desert_share": 0.13333333333333333,
          "pooled_rn_hprd": 0.671,
          "facilities": 209
        },
        {
          "state": "AZ",
          "state_name": "Arizona",
          "state_fips": "04",
          "region": "West",
          "qualifying_counties": 10,
          "desert_counties": 1,
          "desert_share": 0.1,
          "pooled_rn_hprd": 0.663,
          "facilities": 136
        },
        {
          "state": "MI",
          "state_name": "Michigan",
          "state_fips": "26",
          "region": "Midwest",
          "qualifying_counties": 39,
          "desert_counties": 3,
          "desert_share": 0.07692307692307693,
          "pooled_rn_hprd": 0.662,
          "facilities": 354
        },
        {
          "state": "WV",
          "state_name": "West Virginia",
          "state_fips": "54",
          "region": "South",
          "qualifying_counties": 13,
          "desert_counties": 1,
          "desert_share": 0.07692307692307693,
          "pooled_rn_hprd": 0.675,
          "facilities": 63
        },
        {
          "state": "CT",
          "state_name": "Connecticut",
          "state_fips": "09",
          "region": "Northeast",
          "qualifying_counties": 9,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 0.625,
          "facilities": 191
        },
        {
          "state": "WA",
          "state_name": "Washington",
          "state_fips": "53",
          "region": "West",
          "qualifying_counties": 18,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 0.868,
          "facilities": 173
        },
        {
          "state": "MD",
          "state_name": "Maryland",
          "state_fips": "24",
          "region": "South",
          "qualifying_counties": 19,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 0.735,
          "facilities": 211
        },
        {
          "state": "WI",
          "state_name": "Wisconsin",
          "state_fips": "55",
          "region": "Midwest",
          "qualifying_counties": 43,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 0.931,
          "facilities": 281
        },
        {
          "state": "RI",
          "state_name": "Rhode Island",
          "state_fips": "44",
          "region": "Northeast",
          "qualifying_counties": 5,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 0.714,
          "facilities": 71
        },
        {
          "state": "ID",
          "state_name": "Idaho",
          "state_fips": "16",
          "region": "West",
          "qualifying_counties": 7,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 0.776,
          "facilities": 47
        },
        {
          "state": "NH",
          "state_name": "New Hampshire",
          "state_fips": "33",
          "region": "Northeast",
          "qualifying_counties": 10,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 0.735,
          "facilities": 74
        },
        {
          "state": "MN",
          "state_name": "Minnesota",
          "state_fips": "27",
          "region": "Midwest",
          "qualifying_counties": 41,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 1.061,
          "facilities": 263
        },
        {
          "state": "VT",
          "state_name": "Vermont",
          "state_fips": "50",
          "region": "Northeast",
          "qualifying_counties": 8,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 0.796,
          "facilities": 29
        },
        {
          "state": "NV",
          "state_name": "Nevada",
          "state_fips": "32",
          "region": "West",
          "qualifying_counties": 3,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 0.786,
          "facilities": 54
        },
        {
          "state": "SD",
          "state_name": "South Dakota",
          "state_fips": "46",
          "region": "Midwest",
          "qualifying_counties": 7,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 0.819,
          "facilities": 36
        },
        {
          "state": "CO",
          "state_name": "Colorado",
          "state_fips": "08",
          "region": "West",
          "qualifying_counties": 17,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 0.791,
          "facilities": 175
        },
        {
          "state": "MT",
          "state_name": "Montana",
          "state_fips": "30",
          "region": "West",
          "qualifying_counties": 5,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 0.874,
          "facilities": 23
        },
        {
          "state": "DE",
          "state_name": "Delaware",
          "state_fips": "10",
          "region": "South",
          "qualifying_counties": 3,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 0.84,
          "facilities": 43
        },
        {
          "state": "ND",
          "state_name": "North Dakota",
          "state_fips": "38",
          "region": "Midwest",
          "qualifying_counties": 8,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 0.911,
          "facilities": 34
        },
        {
          "state": "WY",
          "state_name": "Wyoming",
          "state_fips": "56",
          "region": "West",
          "qualifying_counties": 4,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 0.871,
          "facilities": 12
        },
        {
          "state": "ME",
          "state_name": "Maine",
          "state_fips": "23",
          "region": "Northeast",
          "qualifying_counties": 9,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 1.035,
          "facilities": 68
        },
        {
          "state": "UT",
          "state_name": "Utah",
          "state_fips": "49",
          "region": "West",
          "qualifying_counties": 7,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 1.058,
          "facilities": 81
        },
        {
          "state": "HI",
          "state_name": "Hawaii",
          "state_fips": "15",
          "region": "West",
          "qualifying_counties": 4,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 1.488,
          "facilities": 41
        },
        {
          "state": "DC",
          "state_name": "District of Columbia",
          "state_fips": "11",
          "region": "South",
          "qualifying_counties": 1,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 1.151,
          "facilities": 15
        },
        {
          "state": "AK",
          "state_name": "Alaska",
          "state_fips": "02",
          "region": "West",
          "qualifying_counties": 1,
          "desert_counties": 0,
          "desert_share": 0,
          "pooled_rn_hprd": 1.759,
          "facilities": 3
        }
      ]
    },
    {
      "id": "by_region",
      "label": "Census-region rollups",
      "columns": [
        "region",
        "qualifying_counties",
        "desert_counties",
        "desert_share",
        "pooled_rn_hprd"
      ],
      "rows": [
        {
          "region": "South",
          "qualifying_counties": 544,
          "desert_counties": 335,
          "desert_share": 0.616,
          "pooled_rn_hprd": 0.544
        },
        {
          "region": "Northeast",
          "qualifying_counties": 176,
          "desert_counties": 56,
          "desert_share": 0.318,
          "pooled_rn_hprd": 0.66
        },
        {
          "region": "Midwest",
          "qualifying_counties": 505,
          "desert_counties": 132,
          "desert_share": 0.261,
          "pooled_rn_hprd": 0.664
        },
        {
          "region": "West",
          "qualifying_counties": 137,
          "desert_counties": 27,
          "desert_share": 0.197,
          "pooled_rn_hprd": 0.664
        }
      ]
    },
    {
      "id": "by_market_size",
      "label": "Market size (facility-count buckets)",
      "columns": [
        "bucket",
        "counties",
        "desert_counties",
        "desert_share",
        "pooled_rn_hprd"
      ],
      "rows": [
        {
          "bucket": "3 facilities (smallest markets)",
          "counties": 371,
          "desert_counties": 173,
          "desert_share": 0.466,
          "pooled_rn_hprd": 0.584
        },
        {
          "bucket": "4–5 facilities",
          "counties": 394,
          "desert_counties": 175,
          "desert_share": 0.444,
          "pooled_rn_hprd": 0.58
        },
        {
          "bucket": "6–9 facilities",
          "counties": 284,
          "desert_counties": 99,
          "desert_share": 0.349,
          "pooled_rn_hprd": 0.626
        },
        {
          "bucket": "10+ facilities (largest markets)",
          "counties": 313,
          "desert_counties": 103,
          "desert_share": 0.329,
          "pooled_rn_hprd": 0.634
        }
      ]
    }
  ],
  "limitations": [
    "Single quarter. This snapshot covers 2025Q2 only; staffing varies seasonally and with local labor conditions, so a county's rank can move across quarters.",
    "Self-reported payroll. PBJ is payroll-derived and auditable, but it is still submitted by facilities. CMS audits a sample; this study does not independently re-audit hours.",
    "Census denominator. RN-HPRD uses MDS census as the resident count. Days with suppressed or missing census are excluded from that facility's contribution.",
    "Urbanicity is a proxy. The rural/urban view uses facility count as a stand-in for market size, not a Census rural-urban-commuting-area classification.",
    "County boundaries follow the PBJ file; independent cities and parish/borough equivalents are counted as their own counties. Puerto Rico municipios are present in the source but rarely meet the facility threshold.",
    "CMS now reports Connecticut under its nine 2022 Census planning regions. Every CT planning region reports RN-HPRD above the federal floor; all nine appear at full fidelity in the ranked dataset.",
    "No quality claim. Low RN-HPRD is a staffing-input measure, not an outcome judgment about any specific facility. Fonteum does not rate or rank individual homes."
  ],
  "reproducible_sql": "-- county-staffing-deserts.sql — canonical aggregation for the\n-- /research/nursing-home-staffing-deserts-by-county study.\n--\n-- Source table: public.pbj_daily_nurse_staffing\n--   CMS Payroll-Based Journal (PBJ) Daily Nurse Staffing public-use file.\n--   Grain: one row per facility (CCN) per calendar day.\n--   Snapshot: 2025Q2 (2025-04-01 .. 2025-06-30), 1,322,867 rows, 14,537 facilities.\n--\n-- Output: one JSON array (column `data`) of qualifying-county rows, ranked\n-- ascending by total RN hours-per-resident-day. Written verbatim to\n--   public/research/data/county-staffing-deserts-2025q2.json\n--\n-- Methodology:\n--   * Total RN hours = Direct-Care RN (job code 7, hrs_rn)\n--                    + RN Administrative (job code 6, hrs_rnadmin)\n--                    + RN Director of Nursing (job code 5, hrs_rndon).\n--   * Resident-days = Σ mds_census.\n--   * County RN-HPRD = Σ RN hours / Σ resident-days (census-weighted).\n--   * Minimum-facility threshold: ≥ 3 distinct reporting CCNs per county\n--     (damps small-county noise).\n--   * 5-digit FIPS = state FIPS (from the USPS→FIPS map) + 3-digit county_fips.\n--\n-- Re-run cadence: regenerate when a newer PBJ quarter is loaded into\n-- pbj_daily_nurse_staffing; bump SNAPSHOT_QUARTER + the committed JSON filename\n-- in src/lib/research/county-staffing-deserts.ts to match.\n\nWITH sfips(st, fp) AS (\n  VALUES\n    ('AL','01'),('AK','02'),('AZ','04'),('AR','05'),('CA','06'),('CO','08'),('CT','09'),\n    ('DE','10'),('DC','11'),('FL','12'),('GA','13'),('HI','15'),('ID','16'),('IL','17'),\n    ('IN','18'),('IA','19'),('KS','20'),('KY','21'),('LA','22'),('ME','23'),('MD','24'),\n    ('MA','25'),('MI','26'),('MN','27'),('MS','28'),('MO','29'),('MT','30'),('NE','31'),\n    ('NV','32'),('NH','33'),('NJ','34'),('NM','35'),('NY','36'),('NC','37'),('ND','38'),\n    ('OH','39'),('OK','40'),('OR','41'),('PA','42'),('RI','44'),('SC','45'),('SD','46'),\n    ('TN','47'),('TX','48'),('UT','49'),('VT','50'),('VA','51'),('WA','53'),('WV','54'),\n    ('WI','55'),('WY','56'),('PR','72')\n),\nfac AS (\n  SELECT state, county_name, county_fips, provnum,\n    SUM(COALESCE(hrs_rn,0) + COALESCE(hrs_rnadmin,0) + COALESCE(hrs_rndon,0)) AS rn_t,\n    SUM(COALESCE(hrs_rn,0)) AS rn_d,\n    SUM(COALESCE(hrs_rn,0) + COALESCE(hrs_rnadmin,0) + COALESCE(hrs_rndon,0)\n        + COALESCE(hrs_lpn,0) + COALESCE(hrs_lpnadmin,0)\n        + COALESCE(hrs_cna,0) + COALESCE(hrs_medaide,0)) AS tot,\n    SUM(COALESCE(mds_census,0)) AS rd\n  FROM public.pbj_daily_nurse_staffing\n  WHERE county_fips IS NOT NULL AND county_fips <> '' AND state IS NOT NULL\n  GROUP BY state, county_name, county_fips, provnum\n),\ncounty AS (\n  SELECT f.state, f.county_name, f.county_fips,\n    COUNT(DISTINCT f.provnum) AS fac,\n    SUM(f.rn_t) AS rn_t, SUM(f.rn_d) AS rn_d, SUM(f.tot) AS tot, SUM(f.rd) AS rd,\n    s.fp\n  FROM fac f\n  LEFT JOIN sfips s ON s.st = f.state\n  GROUP BY f.state, f.county_name, f.county_fips, s.fp\n)\nSELECT json_agg(row_to_json(o) ORDER BY o.rn_hprd ASC) AS data\nFROM (\n  SELECT\n    (fp || county_fips)                       AS fips,\n    state                                     AS st,\n    county_name                               AS county,\n    fac,\n    ROUND((rn_t / NULLIF(rd,0))::numeric, 3)  AS rn_hprd,\n    ROUND((rn_d / NULLIF(rd,0))::numeric, 3)  AS rn_direct_hprd,\n    ROUND((tot  / NULLIF(rd,0))::numeric, 3)  AS total_nurse_hprd,\n    rd                                        AS resident_days\n  FROM county\n  WHERE rd > 0 AND fac >= 3 AND fp IS NOT NULL\n) o;\n",
  "license": "U.S. Government Works (17 U.S.C. §105)",
  "generated_by": "Fonteum — https://fonteum.com",
  "notes": "Aggregate, source-traced figures frozen to the as-of date above. Re-derive by running the published query against the named source file; no per-person records are included."
}
