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

Occupation allocation weights

Each source row sums to one, including UNMATCHED. Independent of country employment and outcomes. UK lexical_all uses reverse title counts, not worker transition probabilities.

83,260rows
6fields
—geography identifiers
CSV.gzcomplete download
Download complete table · 400.7 KiBAll datasets

What one row represents

Source occupation × destination × classification × level × scenario

Units: See field definitions

Data preview

First 8 rows of 83,260. Choose the columns to inspect; the download includes every field.

Choose preview columns (6 available)
Occupation allocation weights · first 8 of 83,260 rows
O*NET codeonet_codeOccupation codeoccupation_codeWeightweightClassificationclassificationLevellevelRouteroute
11-1011.0011ISCO081equal_all
11-1011.0310.5ISCO081equal_all
11-1011.0320.5ISCO081equal_all
11-1021.0011ISCO081equal_all
11-1031.0011ISCO081equal_all
11-2011.0010.666666666667ISCO081equal_all
11-2011.0020.333333333333ISCO081equal_all
11-2021.0010.666666666667ISCO081equal_all

Field definitions

Blank means unavailable or not applicable; never substitute zero

O*NET codeonet_code

Original O*NET-SOC source identifier

Unit: see definition
Occupation codeoccupation_code

Destination code; leading zeros retained; UNMATCHED records unresolved published activity

Unit: see definition
Weightweight

Fraction of one source occupation allocated to this destination; sums to one within source, route, classification and level

Unit: see definition
Classificationclassification

ISCO08 or UK SOC2020 destination taxonomy

Unit: see definition
Levellevel

Number of digits in destination occupation code

Unit: see definition
Routeroute

Allocation scenario: equal_all is primary; exact_narrow, exact_only and UK lexical_all are sensitivity alternatives

Unit: see definition
Technical provenance and reuse terms

Primary key: onet_code,classification,level,route,occupation_code

Source table: outputs/allocation/allocation-weights.csv

SHA-256: 37e94fd07697f14d94232e3cf10cfc8ce7bbde4019e2ff3854ee846e6fadc1b9

Source attribution and reuse terms · Machine-readable manifest