Fatih Kansoy

Projects · AI Use and Occupations · 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.

Observations
April and May 2026
Source
Anthropic Economic Index
Project pages
83,260rows
6fields
—geography identifiers
CSV.gzcomplete download

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