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

US native weighted summary

Official total includes unmatched job groups

15rows
9fields
1geography identifiers
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What one row represents

US-month-measure

Units: Conditional job-weighted mean in measure units

Data preview

First 8 rows of 15. Choose the columns to inspect; the download includes every field.

Choose preview columns (9 available)
Country codecountryObservation startdate_startMeasuremeasureWeighted value conditionalweighted_value_conditionalMatched employment fractionmatched_employment_fractionMatched SOC occupationsmatched_soc_occupations
USA2025-08-04coverage0.091572448771223920.9253227609924313772
USA2025-08-04usage_weighted_intensity6.187065204533118e-050.9253227609924313772
USA2025-08-04published_occupation_share0.00
USA2025-11-13coverage0.11220100371262640.9253227609924313772
USA2025-11-13usage_weighted_intensity6.734854611608875e-050.9253227609924313772
USA2025-11-13published_occupation_share0.00
USA2026-02-05coverage0.120176614760289850.9253227609924313772
USA2026-02-05usage_weighted_intensity7.422476261278458e-050.9253227609924313772

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
Observation startdate_start

Source observation-window start, not retrieval date

Unit: date
Measuremeasure

Named coverage/intensity specification; generic mapped tables also carry the published_task_coverage_proxy family label; consult quantity for units

Unit: measure identifier
Weighted value conditionalweighted_value_conditional

Weighted mean on the stated available-score and usable-weight support; units follow quantity and measure, not the fraction of workers using AI

Unit: measure-specific
Matched employment fractionmatched_employment_fraction

Employment in scored statistical groups / official employment total; rounding can slightly exceed one

Unit: fraction
Matched SOC occupationsmatched_soc_occupations

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
Employment periodemployment_period

Reference period of the selected employment statistics; distinct from the Claude observation dates and source retrieval date

Unit: source period
Routeroute

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
Detail aggregationdetail_aggregation

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
Technical provenance and reuse terms

Primary key: country,date_start,measure

Source table: outputs/evidence/us_native_weighted_summary.csv

SHA-256: 308ce7d5ed6c6313ba58d671c5e00459196b9ea3b5767e33cd98cb98a42fdc4b

Source attribution and reuse terms · Machine-readable manifest