Employment context

US native soc panel

Exact codes only; unmatched BLS codes remain missing

4,155rows

20fields

1geography identifiers

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What one row represents

US-month-BLS detailed code

Units: Job counts, native published shares and ratios

Data preview

First 8 rows of 4,155. Choose the columns to inspect; the download includes every field.

Choose preview columns (20 available)

Country codecountry	Periodperiod	Classificationclassification	SOC codeocc_code	Occ titleocc_title	Employmentemployment	Employment statusemployment_status	Source employment tokensource_employment_token	Official employment totalofficial_employment_total	Populationpopulation	Source urlsource_url	Source sha256source_sha256	Observation startdate_start	Coveragecoverage	Usage weighted intensityusage_weighted_intensity	O*NET membersonet_members	Employment share nationalemployment_share_national
USA	2025	BLS_NEM_SOC2018_based	11-1011	Chief executives	291600.0	Published	291.6	170280800.0	National Employment Matrix all jobs, including unincorporated self-employment; jobs, not individual workers	https://www.bls.gov/emp/tables/occupational-projections-and-characteristics.htm	987ced8ba3b093f1affb70c63ba533394cfa4b0fddd931441a50a5b8b294352f	2025-08-04	0.04838709677419355	4.346007251092309e-05	2.0	0.0017124655275286469
USA	2025	BLS_NEM_SOC2018_based	11-1021	General and operations managers	3599000.0	Published	3599.0	170280800.0	National Employment Matrix all jobs, including unincorporated self-employment; jobs, not individual workers	https://www.bls.gov/emp/tables/occupational-projections-and-characteristics.htm	987ced8ba3b093f1affb70c63ba533394cfa4b0fddd931441a50a5b8b294352f	2025-08-04	0.1176470588235294	2.175509973441824e-05	1.0	0.02113567706987517
USA	2025	BLS_NEM_SOC2018_based	11-2011	Advertising and promotions managers	33200.0	Published	33.2	170280800.0	National Employment Matrix all jobs, including unincorporated self-employment; jobs, not individual workers	https://www.bls.gov/emp/tables/occupational-projections-and-characteristics.htm	987ced8ba3b093f1affb70c63ba533394cfa4b0fddd931441a50a5b8b294352f	2025-08-04	0.1333333333333333	6.17995517130963e-05	1.0	0.00019497206966375539
USA	2025	BLS_NEM_SOC2018_based	11-2021	Marketing managers	421600.0	Published	421.6	170280800.0	National Employment Matrix all jobs, including unincorporated self-employment; jobs, not individual workers	https://www.bls.gov/emp/tables/occupational-projections-and-characteristics.htm	987ced8ba3b093f1affb70c63ba533394cfa4b0fddd931441a50a5b8b294352f	2025-08-04	0.25	6.268011527377505e-05	1.0	0.002475910378621665
USA	2025	BLS_NEM_SOC2018_based	11-2022	Sales managers	650100.0	Published	650.1	170280800.0	National Employment Matrix all jobs, including unincorporated self-employment; jobs, not individual workers	https://www.bls.gov/emp/tables/occupational-projections-and-characteristics.htm	987ced8ba3b093f1affb70c63ba533394cfa4b0fddd931441a50a5b8b294352f	2025-08-04	0.0588235294117647	4.520540204554413e-06	1.0	0.003817811520735162
USA	2025	BLS_NEM_SOC2018_based	11-2032	Public relations managers	80800.0	Published	80.8	170280800.0	National Employment Matrix all jobs, including unincorporated self-employment; jobs, not individual workers	https://www.bls.gov/emp/tables/occupational-projections-and-characteristics.htm	987ced8ba3b093f1affb70c63ba533394cfa4b0fddd931441a50a5b8b294352f	2025-08-04	0.2	0.0001085494716618	1.0	0.00047451033821781436
USA	2025	BLS_NEM_SOC2018_based	11-2033	Fundraising managers	48800.0	Published	48.8	170280800.0	National Employment Matrix all jobs, including unincorporated self-employment; jobs, not individual workers	https://www.bls.gov/emp/tables/occupational-projections-and-characteristics.htm	987ced8ba3b093f1affb70c63ba533394cfa4b0fddd931441a50a5b8b294352f	2025-08-04	0.0625	7.624879923150812e-05	1.0	0.00028658545179491757
USA	2025	BLS_NEM_SOC2018_based	11-3012	Administrative services managers	279000.0	Published	279.0	170280800.0	National Employment Matrix all jobs, including unincorporated self-employment; jobs, not individual workers	https://www.bls.gov/emp/tables/occupational-projections-and-characteristics.htm	987ced8ba3b093f1affb70c63ba533394cfa4b0fddd931441a50a5b8b294352f	2025-08-04	0.0	0.0	1.0	0.0016384701034996311

Field definitions

Find a field or definition

Blank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning

Country codecountry: Canonical ISO3 or explicitly labelled additional source geography
Unit: identifier
Periodperiod: Official reference year or source period identifier; survey profiles use 2022-2023 and UK APS uses the end month of its rolling year
Unit: source period
Classificationclassification: Occupation taxonomy used for this source or comparison; official employment retains ISCO08/SOC2020, while sensitivity tables identify their mapped taxonomy
Unit: category
SOC codeocc_code: US native detailed occupation code; NEM-specific unmatched codes are retained
Unit: identifier
Occ titleocc_title: Original BLS detailed occupation title
Unit: label
Employmentemployment: Official source employment: persons in survey tables, jobs in the US National Employment Matrix; source population and period retained
Unit: source employment count
Employment statusemployment_status: Retained official source attribute; definitions/periods are not harmonized across countries; see docs/country_statistics.md
Unit: source metadata
Source employment tokensource_employment_token: Original 2025 National Employment Matrix displayed employment token, before multiplying by1000
Unit: thousands of jobs
Official employment totalofficial_employment_total: Official population total; for BLS NEM, jobs including self-employment
Unit: source employment count
Populationpopulation: Statistical universe covered by the official source, including employment/employee, residency and definition qualifications
Unit: source metadata
Source urlsource_url: Original provider download URL for the recorded source file
Unit: URL
Source sha256source_sha256: Cryptographic identifier of the named input, request or protocol bytes; provenance evidence, not a statistical quantity
Unit: SHA256
Observation startdate_start: Source observation-window start, not retrieval date
Unit: date
Coveragecoverage: Positive published matched tasks / all catalogue tasks of this O*NET occupation
Unit: fraction
Usage weighted intensityusage_weighted_intensity: Sum published country share fractions / all catalogue tasks
Unit: share fraction per task
O*NET membersonet_members: Field retained in table schema; see docs/method_country.md, docs/country_statistics.md or docs/piaac_validation.md for its source-specific definition
Unit: see method/source
Source published rowssource_published_rows: Field retained in table schema; see docs/method_country.md, docs/country_statistics.md or docs/piaac_validation.md for its source-specific definition
Unit: see method/source
Published occupation sharepublished_occupation_share: Direct occupation source share/100; absent source row has zero published mass and unknown actual use
Unit: fraction
Employment share nationalemployment_share_national: BLS occupation jobs divided by the official total jobs
Unit: fraction
Published usage to employment ratiopublished_usage_to_employment_ratio: Native US published occupation usage share divided by national BLS job share; not a worker adoption probability
Unit: ratio

Technical provenance and reuse terms

Primary key: date_start,occ_code

Source table: outputs/evidence/us_native_soc_panel.csv

SHA-256: 52d889a321e4798df19c398f8a34850939620df48d447d757fe26003cd869432

Source attribution and reuse terms · Machine-readable manifest