Inspectors, Testers, Sorters, Samplers, and Weighers

Production Occupations
Code O*NET-SOC
51-9061.00

Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Les intitulés des métiers et les énoncés de tâches sont affichés en anglais, tels que publiés. Les libellés, y compris les types de tâches, sont traduits.

Exposition à l'IA

  • Source des données: BLSPublié: 2026-08

    Modérée· relative

    FaibleQuatre bandes relativesTrès élevée

    Valeur par groupe professionnel

    Échelle, base et source

    Quatre bandes relatives (Faible / Modérée / Élevée / Très élevée)

    831 métiers détaillés du tableau des projections d'emploi du BLS. La valeur est attribuée par code de la National Employment Matrix (NEM), si bien que les métiers partageant un code NEM reçoivent la même bande

    Jeu de données source (téléchargement XLSX)

  • Source des données: AnthropicPublié: 2026-03

    0.032

    0.000Étendue des valeurs présentées ici0.745
    Échelle, base et source

    Indice d'exposition observée, 0–1 tel que publié

    Rapporté aux tâches O*NET

    Publié par profession SOC 2018 ; chaque profession O*NET ayant le même code SOC 2018 reçoit cette valeur

    Jeu de données source (téléchargement CSV)

  • Source des données: ILOPublié: 2025

    0.31

    0.09Étendue des valeurs présentées ici0.70

    Valeur par groupe professionnel

    Échelle, base et source

    Indice d'exposition à l'IA générative, 0–1 tel que publié

    Publié par groupe de base ISCO-08. Relié à ce métier, en tout ou en partie, en appliquant tels que publiés les tableaux de correspondance du U.S. Bureau of Labor Statistics (ISCO-08 vers SOC 2010, SOC 2010 vers SOC 2018)

    Jeu de données source (téléchargement PDF)

Quelle est la nature de la valeur publiée par cette source

La catégorie BLS est un rang relatif et non un niveau absolu, et ce n'est pas une mesure de première main : elle regroupe en quatre bandes les rangs centiles du métier dans plusieurs études publiées. Ce n'est ni une prévision d'emploi ou de salaire, ni une probabilité d'adoption, et elle ne distingue pas automatisation et augmentation.

Exposition à l’IA (grille d’OpenAI)

32 tâches évaluées · 18 tâches avec β ≥ 0,5 (56.3%)

β = exposition directe (E1) + 0,5 × exposition lorsque des outils sont disponibles (E2), selon la définition du dépôt source.

  • Unité source : tâches O*NET 27.2 → code de métier O*NET 31.0
  • 1 tâche notée ne figure pas dans la liste des tâches O*NET 31.0 ; sa note est conservée telle que publiée pour O*NET 27.2.
Source
OpenAI "GPTs are GPTs" exposure rubric
Version
gh-main-0471612
Licence
MIT License, Copyright (c) 2024 OpenAI

Tâches

Énoncés de tâches de l’O*NET® 31.0 Database, les tâches principales d’abord.

TâcheTypeβ (OpenAI)
Discard or reject products, materials, or equipment not meeting specifications.Principale0
Inspect, test, or measure materials, products, installations, or work for conformance to specifications.Principale0,5
Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.Principale1
Mark items with details, such as grade or acceptance-rejection status.Principale1
Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.Principale0
Collect or select samples for testing or for use as models.Principale0
Write test or inspection reports describing results, recommendations, or needed repairs.Principale1
Read dials or meters to verify that equipment is functioning at specified levels.Principale0,5
Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.Principale0
Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.Principale0
Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.Principale1
Notify supervisors or other personnel of production problems.Principale1
Recommend necessary corrective actions, based on inspection results.Principale0,5
Position products, components, or parts for testing.Principale0
Stack or arrange tested products for further processing, shipping, or packaging.Principale0
Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.Principale0,5
Analyze test data, making computations as necessary, to determine test results.Complémentaire1
Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.Complémentaire0,5
Adjust, clean, or repair products or processing equipment to correct defects found during inspections.Complémentaire0
Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.Complémentaire0
Grade, classify, or sort products according to sizes, weights, colors, or other specifications.Complémentaire0,5
Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.Complémentaire0,5
Inspect or test raw materials, parts, or products to determine compliance with environmental standards.Complémentaire0
Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.Complémentaire0
Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.Complémentaire0,5
Compute defect percentages or averages, using formulas and calculators.Complémentaire1
Monitor machines that automatically measure, sort, or inspect products.Complémentaire0,5
Compute usable amounts of items in shipments.Complémentaire1
Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.Complémentaire0
Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.Complémentaire0
Administer tests to assess whether engineers or operators are qualified to use equipment.Complémentaire0,5

Informations professionnelles

Sources et attribution

This page includes information from the O*NET® 31.0 Database (https://www.onetcenter.org/database.html) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). Used under the CC BY 4.0 license (https://creativecommons.org/licenses/by/4.0/). O*NET® is a trademark of USDOL/ETA. AI Changing Work has modified all or some of this information: the O*NET-SOC code, title and task statements are reproduced in English without change; task-type labels are shown in the page's language and tasks are listed core first; any Korean occupation title shown on the Korean-language page is AI Changing Work's translation; any KSCO-8 unit groups linked to this occupation were paired with it by AI Changing Work's judgment, and the relation labels and statuses are AI Changing Work's additions. USDOL/ETA has not approved, endorsed, or tested these modifications.

Any AI exposure figures on this page are published by third parties, not by AI Changing Work, and none is part of the O*NET information. OpenAI publishes task-level scores (MIT License) for O*NET 27.2 task statements; each is shown next to the O*NET 31.0 task statement with the same task ID, whose wording can differ from the 27.2 statement that was scored. OpenAI also publishes occupation-level scores for O*NET-SOC codes in the same release, and any such score is shown on the O*NET occupation with the same code. Anthropic publishes an observed exposure index in the Anthropic Economic Index (CC-BY), and the U.S. Bureau of Labor Statistics publishes relative AI exposure categories (public domain); both are published per SOC code, and each value is shown on every O*NET occupation with that code. The International Labour Organization publishes a generative AI exposure index in ILO Working Paper 140 (CC BY 4.0) for ISCO-08 unit groups; AI Changing Work links those groups to O*NET occupations by applying the U.S. Bureau of Labor Statistics ISCO-08 to 2010 SOC and 2010 SOC to 2018 SOC crosswalks as published, without case-by-case selection, and these crosswalks match many groups only in part. Where several unit groups are linked, each group's published value is listed, and any summary shows only the lowest and highest of those values with the number of groups; no exposure figure is averaged or recalculated. Any employment figures are published by the U.S. Bureau of Labor Statistics for the SOC group containing this occupation. Each source is credited where its figures are shown.

O*NET OnLine: 51-9061.00 Inspectors, Testers, Sorters, Samplers, and Weighers

KSCO 코드·명칭: 한국표준직업분류(제8차 개정) — 통계청 고시 제2024-328호 (2024-07-01 고시, 2025-01-01 시행). 저작권법 제7조 제2호의 고시 항목이다. 명칭 표기(가운뎃점·띄어쓰기)는 해설서 2차 정오 반영판의 표기를 따랐으며, 고시 항목표와는 18개 명칭에서 가운뎃점 글리프나 띄어쓰기만 다르다. 통계청은 2025년 10월 국가데이터처로 개편되었다. 이 페이지의 KSCO 연결은 통계청·국가데이터처의 공식 연계표가 아니다.

Attribution et licences complètes