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

Allocation accounting checks

Allocated plus unmatched equals original published occupation mass. Unpublished residual is separate. Arithmetic tolerance 1e-9 percentage points.

2,852rows
10fields
121geography identifiers
CSVcomplete download
Download complete table · 180.5 KiBAll datasets

What one row represents

Country × month × classification × level × scenario

Units: See field definitions

Data preview

First 8 rows of 2,852. Choose the columns to inspect; the download includes every field.

Choose preview columns (10 available)
Allocation accounting checks · first 8 of 2,852 rows
Country codecountryPeriodperiodClassificationclassificationLevellevelRouteroutePublished mass pctpublished_mass_pct
AGO2026-04ISCO081equal_all37.57
AGO2026-05ISCO081equal_all58.28
ALB2026-04ISCO081equal_all36.63
ALB2026-05ISCO081equal_all51.91
ARE2026-04ISCO081equal_all89.28
ARE2026-05ISCO081equal_all93.2
ARG2026-04ISCO081equal_all90.78
ARG2026-05ISCO081equal_all95.73

Field definitions

Blank means unavailable or not applicable; never substitute zero

Country codecountry

ISO3 country or area attached to source activity; not worker residence verified by this project

Unit: see definition
Periodperiod

Month of AI activity; not employment reference period

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
Published mass pctpublished_mass_pct

Sum of published source occupation shares before mapping; source rounding retained

Unit: percent of original country usage
Allocated mass pctallocated_mass_pct

Sum of allocated shares excluding UNMATCHED

Unit: percent of original country usage
Unmatched mass pctunmatched_mass_pct

Published source mass not resolvable at the requested destination detail

Unit: percent of original country usage
Publication residual pctpublication_residual_pct

100 minus published source occupation mass; not the same as unmatched mapped mass

Unit: percent of original country usage
Mass error ppmass_error_pp

Allocated plus unmatched minus original published mass, in percentage points

Unit: see definition
Technical provenance and reuse terms

Primary key: country,period,classification,level,route

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

SHA-256: 6486f11c157e33b1abd4d309f0b1402ee374420f0d699cc9009416629405da5a

Source attribution and reuse terms · Machine-readable manifest