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

US measure validation

Cross-construct and cross-period comparison with March exposure

12rows
6fields
0geography identifiers
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What one row represents

US-month-measure comparison

Units: Spearman rank correlation

Data preview

First 8 rows of 12. Choose the columns to inspect; the download includes every field.

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Observation startdate_startMeasuremeasureN commonn_commonSpearmanspearmanComparatorcomparatorInterpretationinterpretation
2025-08-04coverage7560.7060201000968739Anthropic March2026 published observed exposureConstruct/period comparison, not exact same-sample exposure replication
2025-08-04usage_weighted_intensity7560.716288095801201Anthropic March2026 published observed exposureConstruct/period comparison, not exact same-sample exposure replication
2025-11-13coverage7560.6990906648855474Anthropic March2026 published observed exposureConstruct/period comparison, not exact same-sample exposure replication
2025-11-13usage_weighted_intensity7560.7197021462384782Anthropic March2026 published observed exposureConstruct/period comparison, not exact same-sample exposure replication
2026-02-05coverage7560.6954608588324556Anthropic March2026 published observed exposureConstruct/period comparison, not exact same-sample exposure replication
2026-02-05usage_weighted_intensity7560.7192057572847531Anthropic March2026 published observed exposureConstruct/period comparison, not exact same-sample exposure replication
2026-04-01coverage7560.5985421621947229Anthropic March2026 published observed exposureConstruct/period comparison, not exact same-sample exposure replication
2026-04-01usage_weighted_intensity7560.5895515113332728Anthropic March2026 published observed exposureConstruct/period comparison, not exact same-sample exposure replication

Field definitions

Blank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning

Observation startdate_start

Source observation-window start, not retrieval date

Unit: date
Measuremeasure

Named coverage/intensity specification; generic mapped tables also carry the published_task_coverage_proxy family label; consult quantity for units

Unit: measure identifier
N commonn_common

Occupation pairs with nonmissing values in both compared measures

Unit: count
Spearmanspearman

Pearson correlation of average ranks on the stated common sample

Unit: correlation
Comparatorcomparator

Field retained in table schema; see docs/method_country.md, docs/country_statistics.md or docs/piaac_validation.md for its source-specific definition

Unit: see method/source
Interpretationinterpretation

Explicit availability/quantity/source interpretation; do not infer missing values as zero

Unit: metadata
Technical provenance and reuse terms

Primary key: date_start,measure

Source table: outputs/evidence/us_measure_validation.csv

SHA-256: 4c32ba5a442eae409bdaef85fb2ac1a03f3b137bec2bc899e9cb6131f4dda291

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