{ "series_id": "SALARIES_BY_OCC", "last_fetched_utc": "2026-07-01T03:23:25Z", "years_pooled": [ 2023, 2024 ], "sample_notes": "CPS Merged Outgoing Rotation Groups (NBER), pooled 2023-2024. Full-time (usual hours >= 35) wage/salary workers aged 25-64, non-agricultural. Allocated (imputed) earnings dropped. Hourly wage = usual weekly earnings / usual hours. Weighted with CPS earnwt. pct_topcoded is the share of observations at that year's CPS weekly-earnings top-code; large values mean both ratios understate the true dispersion for that occupation.", "columns": [ { "label": "Raw ratio", "source_id": "earnwke/uhourse", "issuer": "CPS ORG via NBER" }, { "label": "Adjusted ratio", "source_id": "WLS log(wage) ~ female + hours + potexp + potexp^2 + edu + region + year + union", "issuer": "CPS ORG via NBER" } ], "controls_included": [ "usual hours per week", "potential experience (age - years of school - 6) and its square", "education level (7 buckets)", "Census region (4)", "survey year", "union membership" ], "controls_excluded": [ "marital status", "presence of children" ], "data": [ { "occ_code": 3090, "label": "Physicians", "n_male": 399, "n_female": 383, "median_wage_male": 64.1, "median_wage_female": 72.0, "raw_ratio": 112.3, "adjusted_ratio": 99.1, "adjusted_ci_lo": 90.3, "adjusted_ci_hi": 108.9, "pct_topcoded": 3.2 }, { "occ_code": 4720, "label": "Cashiers", "n_male": 184, "n_female": 529, "median_wage_male": 16.0, "median_wage_female": 15.03, "raw_ratio": 93.9, "adjusted_ratio": 97.0, "adjusted_ci_lo": 92.1, "adjusted_ci_hi": 102.1, "pct_topcoded": 0.0 }, { "occ_code": 2310, "label": "Elementary & middle school teachers", "n_male": 751, "n_female": 2650, "median_wage_male": 31.25, "median_wage_female": 28.85, "raw_ratio": 92.3, "adjusted_ratio": 95.7, "adjusted_ci_lo": 92.9, "adjusted_ci_hi": 98.6, "pct_topcoded": 0.1 }, { "occ_code": 2205, "label": "Postsecondary teachers", "n_male": 509, "n_female": 455, "median_wage_male": 43.25, "median_wage_female": 40.38, "raw_ratio": 93.4, "adjusted_ratio": 94.8, "adjusted_ci_lo": 88.7, "adjusted_ci_hi": 101.2, "pct_topcoded": 0.4 }, { "occ_code": 2100, "label": "Lawyers", "n_male": 623, "n_female": 548, "median_wage_male": 57.69, "median_wage_female": 57.69, "raw_ratio": 100.0, "adjusted_ratio": 94.1, "adjusted_ci_lo": 88.0, "adjusted_ci_hi": 100.8, "pct_topcoded": 2.0 }, { "occ_code": 800, "label": "Accountants & auditors", "n_male": 523, "n_female": 881, "median_wage_male": 42.31, "median_wage_female": 37.5, "raw_ratio": 88.6, "adjusted_ratio": 93.5, "adjusted_ci_lo": 88.9, "adjusted_ci_hi": 98.3, "pct_topcoded": 0.4 }, { "occ_code": 1021, "label": "Software developers", "n_male": 1730, "n_female": 434, "median_wage_male": 62.5, "median_wage_female": 57.69, "raw_ratio": 92.3, "adjusted_ratio": 90.4, "adjusted_ci_lo": 85.8, "adjusted_ci_hi": 95.3, "pct_topcoded": 0.7 }, { "occ_code": 3050, "label": "Pharmacists", "n_male": 122, "n_female": 159, "median_wage_male": 66.22, "median_wage_female": 64.1, "raw_ratio": 96.8, "adjusted_ratio": 89.9, "adjusted_ci_lo": 82.6, "adjusted_ci_hi": 97.9, "pct_topcoded": 0.0 }, { "occ_code": 3255, "label": "Registered nurses", "n_male": 364, "n_female": 2319, "median_wage_male": 45.0, "median_wage_female": 40.0, "raw_ratio": 88.9, "adjusted_ratio": 89.0, "adjusted_ci_lo": 85.4, "adjusted_ci_hi": 92.9, "pct_topcoded": 0.0 }, { "occ_code": 10, "label": "Chief executives", "n_male": 877, "n_female": 489, "median_wage_male": 64.9, "median_wage_female": 62.5, "raw_ratio": 96.3, "adjusted_ratio": 87.2, "adjusted_ci_lo": 81.3, "adjusted_ci_hi": 93.4, "pct_topcoded": 1.9 }, { "occ_code": 5240, "label": "Customer service representatives", "n_male": 544, "n_female": 1195, "median_wage_male": 25.95, "median_wage_female": 21.0, "raw_ratio": 80.9, "adjusted_ratio": 86.4, "adjusted_ci_lo": 82.6, "adjusted_ci_hi": 90.3, "pct_topcoded": 0.1 }, { "occ_code": 9130, "label": "Truck drivers", "n_male": 2141, "n_female": 128, "median_wage_male": 25.0, "median_wage_female": 19.25, "raw_ratio": 77.0, "adjusted_ratio": 86.2, "adjusted_ci_lo": 80.1, "adjusted_ci_hi": 92.8, "pct_topcoded": 0.0 }, { "occ_code": 20, "label": "General & operations managers", "n_male": 899, "n_female": 496, "median_wage_male": 38.5, "median_wage_female": 32.75, "raw_ratio": 85.1, "adjusted_ratio": 85.9, "adjusted_ci_lo": 81.2, "adjusted_ci_hi": 90.9, "pct_topcoded": 0.1 }, { "occ_code": 630, "label": "Human resources workers", "n_male": 199, "n_female": 685, "median_wage_male": 38.0, "median_wage_female": 32.73, "raw_ratio": 86.1, "adjusted_ratio": 85.6, "adjusted_ci_lo": 79.3, "adjusted_ci_hi": 92.3, "pct_topcoded": 0.6 }, { "occ_code": 4110, "label": "Waiters & waitresses", "n_male": 124, "n_female": 256, "median_wage_male": 17.14, "median_wage_female": 15.85, "raw_ratio": 92.5, "adjusted_ratio": 84.2, "adjusted_ci_lo": 75.0, "adjusted_ci_hi": 94.6, "pct_topcoded": 0.0 }, { "occ_code": 3870, "label": "Police officers", "n_male": 490, "n_female": 80, "median_wage_male": 40.0, "median_wage_female": 31.25, "raw_ratio": 78.1, "adjusted_ratio": 83.4, "adjusted_ci_lo": 75.8, "adjusted_ci_hi": 91.6, "pct_topcoded": 0.4 }, { "occ_code": 120, "label": "Financial managers", "n_male": 629, "n_female": 848, "median_wage_male": 52.88, "median_wage_female": 38.46, "raw_ratio": 72.7, "adjusted_ratio": 79.6, "adjusted_ci_lo": 75.3, "adjusted_ci_hi": 84.2, "pct_topcoded": 0.4 }, { "occ_code": 4760, "label": "Retail salespersons", "n_male": 691, "n_female": 416, "median_wage_male": 25.96, "median_wage_female": 18.4, "raw_ratio": 70.9, "adjusted_ratio": 78.3, "adjusted_ci_lo": 73.6, "adjusted_ci_hi": 83.2, "pct_topcoded": 0.2 } ] }