Claude Occupation
EvidenceBy Fatih Kansoy
fatih.ai ↗
Occupation evidence

Facet comparison

Task and occupation mass counted before expansion

235rows
36fields
121country / area identifiers
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What one row represents

country-month

Key: country,date_start
Units: Counts and percentage points

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First 8 rows. The download contains all 235 rows.

countrycountry_namedate_startdate_endreleasesample_kindpublished_task_cellspublished_usage_pct_sumresidual_usage_pctsource_numeric_task_cellssource_zero_share_task_cellsresidual_rounding_low_pctresidual_rounding_high_pctcurrent_onet_matched_cellscurrent_onet_matched_usage_pctstrict_id_matched_cellsstrict_id_matched_usage_pctexact_current_text_matched_cellsexact_current_text_matched_usage_pctfallback_added_cellsfallback_added_usage_pctmultiple_primary_task_id_cellsminimum_published_pctcountry_count_availablebridge_methodpublished_occupation_share_pctpositive_occupation_cellsnumeric_occupation_cellsrounded_zero_occupation_cellsoccupation_mass_rounding_low_pctoccupation_mass_rounding_high_pctoccupation_residual_pctusage_share_global_pctanthropic_usage_indexoccupation_minus_task_mass_pctoccupations_with_positive_tasks
AGOAngola2026-04-012026-05-01release_2026_06_26calendar_month814.885.28.00.085.1685.24000000000001814.8814.800.000.001.52Falsepublished_task_id37.571919037.47537.66562.430.030.0822.778
AGOAngola2026-05-012026-06-01release_2026_06_26calendar_month1622.078.016.00.077.9278.081622.01622.000.000.000.81Falsepublished_task_id58.283838058.0958.4741.720.050.136.2816
ALBAlbania2026-04-012026-05-01release_2026_06_26calendar_month11.998.11.00.098.09598.10511.911.900.000.001.9Falsepublished_task_id36.631515036.55536.70500000000000563.370.030.8334.7300000000000041
ALBAlbania2026-05-012026-06-01release_2026_06_26calendar_month711.8688.147.00.088.10588.175711.86711.8600.000.000.96Falsepublished_task_id51.9100000000000043030051.76000000000000552.0648.0899999999999960.041.0240.0500000000000047
AREUnited Arab Emirates2026-04-012026-05-01release_2026_06_26calendar_month17354.5399999999999945.46000000000001173.00.044.59500000000000646.3250000000000117354.5399999999999917354.5399999999999900.000.000.09Falsepublished_task_id89.28214216288.290.3610.7199999999999990.552.7334.74000000000001115
AREUnited Arab Emirates2026-05-012026-06-01release_2026_06_26calendar_month23561.04000000000000638.959999999999994235.00.037.78540.1349999999999923561.04000000000000623561.04000000000000600.000.000.06Falsepublished_task_id93.2252258691.9194.490000000000016.7999999999999970.612.8432.16148
ARGArgentina2026-04-012026-05-01release_2026_06_26calendar_month25668.032.0256.00.030.7233.2825668.025668.000.000.000.05Falsepublished_task_id90.78264264089.4600000000000192.19.2199999999999990.91.3422.78153
ARGArgentina2026-05-012026-06-01release_2026_06_26calendar_month34674.0099999999999925.99000000000001346.00.024.2600000000000127.7200000000000134674.0099999999999934674.0099999999999900.000.000.03Falsepublished_task_id95.73320320094.1300000000000197.334.2699999999999961.051.4821.720000000000013192

Field dictionary

FieldUnitDefinitionMissingness
countryidentifierCanonical ISO3 or explicitly labelled additional source geographyBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
country_namelabelProject display name; original provider name retained separatelyBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
date_startdateSource observation-window start, not retrieval dateBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
date_enddateSource observation-window endBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
releaseversionPinned publisher release directoryBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
sample_kindcategoryOne-week snapshot or calendar month; not a harmonized frequency panelBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
published_task_cellscountNumber of positive published source task cells; original source-cell denominatorBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
published_usage_pct_sumpercentage pointsSum of positive published task shares before occupation expansionBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
residual_usage_pctpercentage points100 minus summed published task shares; combines missing/unclassified/rounding massBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
source_numeric_task_cellscountModern published numeric task rows, including rounded zero sharesBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
source_zero_share_task_cellscountModern numeric task rows whose displayed share equals zeroBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
residual_rounding_low_pctpercentage pointsResidual lower sensitivity accounting for all numeric modern cells, including zerosBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
residual_rounding_high_pctpercentage pointsResidual upper sensitivity accounting for positive modern cells and nonnegative actual sharesBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
current_onet_matched_cellscountPositive source task cells with at least one current O*NET task under the primary bridge; each source cell counted onceBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
current_onet_matched_usage_pctpercentage pointsSum of published shares for positive source cells matched by the primary bridge, counted once before occupation expansionBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
strict_id_matched_cellscountPositive source cells matched by strict legacy task ID, or by the directly published task ID in monthly dataBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
strict_id_matched_usage_pctpercentage pointsPublished share sum of strict legacy-ID matches, or direct published-ID matches in monthly dataBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
exact_current_text_matched_cellscountPositive historical source cells with an exact normalized current-text candidate, including cells also matched by strict ID; zero in monthly files where this route is unusedBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
exact_current_text_matched_usage_pctpercentage pointsHistorical published share sum with an exact current-text candidate; a separate overlapping diagnostic, not additional mass beyond the strict routeBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
fallback_added_cellscountPositive historical source cells assigned a current task by exact text only because no strict legacy-ID match survivedBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
fallback_added_usage_pctpercentage pointsPublished share sum of source cells newly matched by the primary exact-text fallback; each source cell counted onceBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
multiple_primary_task_id_cellscountPositive source cells assigned more than one distinct current task ID by the selected primary bridgeBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
minimum_published_pctpercentage pointsSmallest strictly positive task share displayed for this country-period; not an inferred disclosure-count thresholdBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
country_count_availablebooleanSource edition supplies country task counts in the weekly schema; false for monthly country-share files; this is not a numerical country countBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
bridge_methodcategoryPublished numeric task ID or explicit historical bridge ruleBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
published_occupation_share_pctpercentage pointsSum of numeric direct occupation source shares before any mappingBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
positive_occupation_cellscountSource occupation rows with value strictly above zeroBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
numeric_occupation_cellscountAll numeric published occupation rows, including displayed zerosBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
rounded_zero_occupation_cellscountPublished occupation rows rounded to zeroBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
occupation_mass_rounding_low_pctsee method/sourceField retained in table schema; see docs/method_country.md, docs/country_statistics.md or docs/piaac_validation.md for its source-specific definitionBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
occupation_mass_rounding_high_pctsee method/sourceField retained in table schema; see docs/method_country.md, docs/country_statistics.md or docs/piaac_validation.md for its source-specific definitionBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
occupation_residual_pctsee method/sourceField retained in table schema; see docs/method_country.md, docs/country_statistics.md or docs/piaac_validation.md for its source-specific definitionBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
usage_share_global_pctpercentage pointsPublished share of global consumer usage for this country and periodBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
anthropic_usage_indexindexUsage share divided by working-age population share; 1 means proportional, not universal adoptionBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
occupation_minus_task_mass_pctsee method/sourceField retained in table schema; see docs/method_country.md, docs/country_statistics.md or docs/piaac_validation.md for its source-specific definitionBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
occupations_with_positive_taskssee method/sourceField retained in table schema; see docs/method_country.md, docs/country_statistics.md or docs/piaac_validation.md for its source-specific definitionBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning

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Frozen source table: outputs/evidence/facet_comparison.csv

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