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"college_count", "kind": "survey estimate", "label": "Adults with a bachelor’s degree or higher", "period": "2020–2024 ACS 5-year estimate", "price_basis": null, "sampling": true, "source": "U.S. Census Bureau, ACS 2024 5-year", "uncertainty": "approximate 90% margin of error; sum formula omits covariance", "unit": "people", "universe": "Residents age 25 and older", "variables": ["B15003_022E", "B15003_023E", "B15003_024E", "B15003_025E"]}, {"breaks": [1, 2, 4, 6, 10, 15], "denominator_variables": ["C24010_001E"], "id": "technical_share", "kind": "survey estimate", "label": "Computer, engineering & science occupations", "period": "2020–2024 ACS 5-year estimate", "price_basis": null, "sampling": true, "source": "U.S. Census Bureau, ACS 2024 5-year", "uncertainty": "approximate 90% margin of error for a subset proportion", "unit": "%", "universe": "Civilian employed residents age 16 and older", "variables": ["C24010_007E", "C24010_043E"]}, {"breaks": [100, 1000, 5000, 10000, 50000, 100000], "id": "technical_count", "kind": "survey estimate", "label": "Computer, engineering & science workers", "period": "2020–2024 ACS 5-year estimate", "price_basis": null, "sampling": true, "source": "U.S. Census Bureau, ACS 2024 5-year", "uncertainty": "approximate 90% margin of error; sum formula omits covariance", "unit": "people", "universe": "Civilian employed residents age 16 and older", "variables": ["C24010_007E", "C24010_043E"]}, {"breaks": [5, 10, 15, 20, 30, 50], "denominator_variables": ["C24010_001E"], "id": "management_share", "kind": "survey estimate", "label": "Management, business, science & arts occupations", "period": "2020–2024 ACS 5-year estimate", "price_basis": null, "sampling": true, "source": "U.S. Census Bureau, ACS 2024 5-year", "uncertainty": "approximate 90% margin of error for a subset proportion", "unit": "%", "universe": "Civilian employed residents age 16 and older", "variables": ["C24010_003E", "C24010_039E"]}, {"breaks": [5, 10, 15, 20, 30, 50], "denominator_variables": ["C24010_001E"], "id": "service_share", "kind": "survey estimate", "label": "Service occupations", "period": "2020–2024 ACS 5-year estimate", "price_basis": null, "sampling": true, "source": "U.S. Census Bureau, ACS 2024 5-year", "uncertainty": "approximate 90% margin of error for a subset proportion", "unit": "%", "universe": "Civilian employed residents age 16 and older", "variables": ["C24010_019E", "C24010_055E"]}, {"breaks": [5, 10, 15, 20, 30, 50], "denominator_variables": ["C24010_001E"], "id": "sales_office_share", "kind": "survey estimate", "label": "Sales & office occupations", "period": "2020–2024 ACS 5-year estimate", "price_basis": null, "sampling": true, "source": "U.S. Census Bureau, ACS 2024 5-year", "uncertainty": "approximate 90% margin of error for a subset proportion", "unit": "%", "universe": "Civilian employed residents age 16 and older", "variables": ["C24010_027E", "C24010_063E"]}, {"breaks": [5, 10, 15, 20, 30, 50], "denominator_variables": ["C24010_001E"], "id": "construction_maintenance_share", "kind": "survey estimate", "label": "Natural resources, construction & maintenance occupations", "period": "2020–2024 ACS 5-year estimate", "price_basis": null, "sampling": true, "source": "U.S. Census Bureau, ACS 2024 5-year", "uncertainty": "approximate 90% margin of error for a subset proportion", "unit": "%", "universe": "Civilian employed residents age 16 and older", "variables": ["C24010_030E", "C24010_066E"]}, {"breaks": [5, 10, 15, 20, 30, 50], "denominator_variables": ["C24010_001E"], "id": "production_transport_share", "kind": "survey estimate", "label": "Production, transportation & material moving occupations", "period": "2020–2024 ACS 5-year estimate", "price_basis": null, "sampling": true, "source": "U.S. Census Bureau, ACS 2024 5-year", "uncertainty": "approximate 90% margin of error for a subset proportion", "unit": "%", "universe": "Civilian employed residents age 16 and older", 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QCEW describes covered jobs at workplaces, and this view selects private ownership.", "Missing and suppressed values are unavailable, not zero. Published zeros remain zero. Medians are never summed.", "ACS margins are 90% sampling margins; derived margins use Census approximations that omit covariance.", "Specialization compares county private industry share with the official national private industry share.", "County joins use exact FIPS; no interpolation across changed boundaries. Alaska and Hawaii are map insets.", "Reviewed source vintages: ACS 2024, QCEW 2025, population 2025, boundaries 2025. 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