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

April–May occupation comparison

Same source release and fixed allocation weights in both months. Original denominators retained; published source support may differ. Earlier weekly windows are excluded.

5,016rows
9fields
114geography identifiers
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What one row represents

Country × ISCO2 group, common country-month support

Units: See field definitions

Data preview

First 8 rows of 5,016. Choose the columns to inspect; the download includes every field.

Choose preview columns (9 available)
April–May occupation comparison · first 8 of 5,016 rows
Country codecountryOccupation codeoccupation_codeOccupation titleoccupation_titleUsage share pct aprilusage_share_pct_aprilUsage share pct mayusage_share_pct_maySource status aprilsource_status_april
AGO01Commissioned armed forces officers00no_published_source_support
AGO02Non-commissioned armed forces officers00no_published_source_support
AGO03Armed forces occupations, other ranks00no_published_source_support
AGO11Chief executives, senior officials and legislators00no_published_source_support
AGO12Administrative and commercial managers01.68333333333no_published_source_support
AGO13Production and specialised services managers1.4952.385published_source_support
AGO14Hospitality, retail and other services managers00no_published_source_support
AGO21Science and engineering professionals0.8052.7published_source_support

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
Occupation codeoccupation_code

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

Unit: see definition
Occupation titleoccupation_title

Official destination label where available

Unit: see definition
Usage share pct aprilusage_share_pct_april

Usage share pct april; see dataset notes and source columns

Unit: see definition
Usage share pct mayusage_share_pct_may

Usage share pct may; see dataset notes and source columns

Unit: see definition
Source status aprilsource_status_april

Source status april; see dataset notes and source columns

Unit: see definition
Source status maysource_status_may

Source status may; see dataset notes and source columns

Unit: see definition
Change ppchange_pp

Change pp; see dataset notes and source columns

Unit: see definition
Interpretationinterpretation

Interpretation; see dataset notes and source columns

Unit: see definition
Technical provenance and reuse terms

Primary key: country,occupation_code

Source table: outputs/allocation/monthly-occupation-comparison.csv

SHA-256: 6aeb6a3e0ee800053907bc4eb2a29356603b3a0846e5858ef701fd488e7d08c3

Source attribution and reuse terms · Machine-readable manifest