{
  "sentiment_by_source": [
    {
      "source": "regulations_gov",
      "sampled": 120,
      "negative": 58,
      "mixed": 19,
      "positive": 32,
      "n_a": 11,
      "pct_negative": 53.2,
      "audited_at": "2026-08-14"
    },
    {
      "source": "sdn",
      "sampled": 120,
      "negative": 24,
      "mixed": 9,
      "positive": 10,
      "n_a": 77,
      "pct_negative": 55.8,
      "audited_at": "2026-08-14"
    },
    {
      "source": "stackexchange",
      "sampled": 120,
      "negative": 18,
      "mixed": 30,
      "positive": 29,
      "n_a": 43,
      "pct_negative": 23.4,
      "audited_at": "2026-08-14"
    },
    {
      "source": "youtube",
      "sampled": 120,
      "negative": 24,
      "mixed": 19,
      "positive": 37,
      "n_a": 40,
      "pct_negative": 30.0,
      "audited_at": "2026-08-14"
    },
    {
      "source": "blogs",
      "sampled": 100,
      "negative": 23,
      "mixed": 23,
      "positive": 28,
      "n_a": 26,
      "pct_negative": 31.1,
      "audited_at": "2026-08-14"
    },
    {
      "source": "commoncrawl",
      "sampled": 100,
      "negative": 2,
      "mixed": 37,
      "positive": 30,
      "n_a": 31,
      "pct_negative": 2.9,
      "audited_at": "2026-08-14"
    },
    {
      "source": "podcast",
      "sampled": 100,
      "negative": 12,
      "mixed": 31,
      "positive": 37,
      "n_a": 20,
      "pct_negative": 15.0,
      "audited_at": "2026-08-14"
    },
    {
      "source": "govinfo",
      "sampled": 63,
      "negative": 1,
      "mixed": 14,
      "positive": 3,
      "n_a": 45,
      "pct_negative": 5.6,
      "audited_at": "2026-08-14"
    },
    {
      "source": "essay",
      "sampled": 5,
      "negative": 1,
      "mixed": 1,
      "positive": 0,
      "n_a": 3,
      "pct_negative": 50.0,
      "audited_at": "2026-08-14"
    }
  ],
  "gss": {
    "very_satisfied_nurses_pct": 61.1,
    "very_satisfied_all_pct": 47.4,
    "source": "General Social Survey (GSS) NIOSH Quality of Worklife (QWL) module, downloaded directly (SPSS format, no registration needed)",
    "note": "Sample size is small: only 42 registered-nurse respondents in the entire dataset (1972-2014, QWL module fielded 2002/2006/2010/2014). Treat percentages as suggestive, not statistically precise for this subgroup. Of those 42, all responses come from just the 2012 and 2014 GSS waves (23 and 19 respectively) -- the 2002/2006/2010 waves happened to draw zero RN respondents into the module in this extract. QWL module last fielded in 2014 -- this is a 12-year-old dataset as of 2026, not currently being updated (GSS page still lists a never-realized \"next expected 2018\"). worryjob (\"do you worry about losing your job\") was not asked to any of the 42 nurse respondents (0/42 non-null, vs 1785/36805 non-null in the full sample) -- likely a split-sample/rotation design, not a data error on my end. Omitted from results rather than shown as a misleading 0%."
  },
  "toll": {
    "dafw_total": 51070,
    "dafw_sprains": 17210,
    "dart_total": 75890,
    "period": "2023-2024 combined",
    "caveat": "PRIVATE INDUSTRY ONLY -- this table excludes public-sector/government hospitals, which employ a real share of nurses. Treat as a lower-bound / partial picture, not a total.",
    "source": "https://www.bls.gov/iif/nonfatal-injuries-and-illnesses-tables/case-and-demographic-characteristics-table-r9-2023-2024.xlsx"
  },
  "skew_gap": "neg=41% vs GSS<= 39% -> gap +2pts"
}