Fatih Kansoy

Projects · AI Use and Occupations · Allocated usage

Allocated occupation usage

Conditional allocation of published usage. equal_all splits each source evenly across distinct finest known ISCO destinations and then sums; UK continues through an equal reverse ONS bridge. Three-digit nodes remain unmatched at four digits. Sensitivity scenarios and marginal mapping bounds are not confidence intervals. Shares retain the country consumer denominator. Employment ratios use full official totals and separate vintages; not adoption rates.

Observations
April and May 2026
Source
Anthropic Economic Index
Project pages
357,880rows
24fields
121geography identifiers
CSV.gzcomplete download

What one row represents

Country × month × classification × level × scenario × occupation

Units: See field definitions

Data preview

First 8 rows of 357,880. Choose the columns to inspect; the download includes every field.

Choose preview columns (24 available)
Allocated occupation usage · first 8 of 357,880 rows
Country codecountryPeriodperiodClassificationclassificationLevellevelRouterouteOccupation codeoccupation_code
AGO2026-04ISCO081equal_all0
AGO2026-04ISCO081equal_all1
AGO2026-04ISCO081equal_all2
AGO2026-04ISCO081equal_all3
AGO2026-04ISCO081equal_all4
AGO2026-04ISCO081equal_all5
AGO2026-04ISCO081equal_all6
AGO2026-04ISCO081equal_all7

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
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 pctusage_share_pct

Allocated published activity as a percentage of original country consumer usage; not a workforce adoption rate

Unit: percent of original country usage
Mapping low pctmapping_low_pct

Smallest group allocation across any source-level split among the selected scenario candidates; conditional on published rows

Unit: percent of original country usage
Mapping high pctmapping_high_pct

Largest group allocation across any source-level split among selected candidates; marginal bounds are not jointly attainable or confidence intervals

Unit: percent of original country usage
Source donorssource_donors

Number of catalogue source occupations with a positive allocation weight to this group

Unit: see definition
Published donorspublished_donors

Number of linked source rows actually published in this country and month, including rounded zeros

Unit: see definition
Source statussource_status

published_source_support or no_published_source_support; a zero allocation does not establish zero actual use

Unit: see definition
Usage employment ratiousage_employment_ratio

Allocated published-usage share / official national employment share; descriptive concentration, not individual adoption or causal effect

Unit: see definition
Employmentemployment

Official employment count with source population and vintage; blank remains unknown

Unit: see definition
Employment share pctemployment_share_pct

Official group employment / full national employment total, times 100; unmatched occupations remain in denominator

Unit: see definition
Employment flagsemployment_flags

Original provider observation flags, including unreliable/break/suppression notices

Unit: see definition
Employment periodemployment_period

Actual year or rolling-year end of employment statistic

Unit: see definition
Employment period labelemployment_period_label

Provider-readable employment reference period; rolling-year labels are not single-month observations

Unit: see definition
Employment sourceemployment_source

Official employment dataset identifier from the frozen source selection

Unit: see definition
Employment unitemployment_unit

Provider employment count unit; numerator and national total use this same unit

Unit: see definition
Employment populationemployment_population

Provider statistical population; differs from the consumer conversation population

Unit: see definition
National employmentnational_employment

Full official national employment total, including unclassified/unmatched groups

Unit: see definition
Ratio statusratio_status

Reason a ratio is available or withheld

Unit: see definition
Technical provenance and reuse terms

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

Source table: outputs/allocation/allocated-occupation-usage.csv

SHA-256: b416e4e08b3b6640581ace7cfc2b3f58873a2522b07ed7e9d209483d8f30c5c3

Source attribution and reuse terms · Machine-readable manifest