AI use and occupationsFatih Kansoy ↗
Occupation observations April–May 2026Five observation windows Definitions
Employment context

US bls employment

National Employment Matrix includes self-employment; projections excluded

831rows
12fields
1geography identifiers
CSVcomplete download
Download complete table · 0.29 MBAll datasets

What one row represents

BLS detailed line item

Units: Base-year jobs; source tokens in thousands

Data preview

First 8 rows of 831. Choose the columns to inspect; the download includes every field.

Choose preview columns (12 available)
Country codecountryPeriodperiodClassificationclassificationSOC codeocc_codeOcc titleocc_titleEmploymentemployment
USA2025BLS_NEM_SOC2018_based11-1011Chief executives291600.0
USA2025BLS_NEM_SOC2018_based11-1021General and operations managers3599000.0
USA2025BLS_NEM_SOC2018_based11-2011Advertising and promotions managers33200.0
USA2025BLS_NEM_SOC2018_based11-2021Marketing managers421600.0
USA2025BLS_NEM_SOC2018_based11-2022Sales managers650100.0
USA2025BLS_NEM_SOC2018_based11-2032Public relations managers80800.0
USA2025BLS_NEM_SOC2018_based11-2033Fundraising managers48800.0
USA2025BLS_NEM_SOC2018_based11-3012Administrative services managers279000.0

Field definitions

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
Technical provenance and reuse terms

Primary key: occ_code

Source table: outputs/evidence/us_bls_employment.csv

SHA-256: eaafb3e1ddeebe5561655e8e64b95a7f7857091a56f3ee3ac54106cfa84bef82

Source attribution and reuse terms · Machine-readable manifest