Weighers, Measurers, Checkers, and Samplers, Recordkeeping
Office and Administrative Support Occupations- O*NET-SOC コード
- 43-5111.00
Weigh, measure, and check materials, supplies, and equipment for the purpose of keeping relevant records. Duties are primarily clerical by nature. Includes workers who collect and keep record of samples of products or materials.
- データ出典: BLS公表時点: 2026-08
中程度· 相対
低い4段階の相対区分非常に高い職業群単位の値
尺度・母数・出典
4段階の相対区分（低い / 中程度 / 高い / 非常に高い）
BLS雇用見通し表の詳細職業831件が母数。値は NEM(全国雇用マトリクス)コード単位で付与されるため、同じ NEM コードの職業は同じバンドになります
- データ出典: Anthropic公表時点: 2026-03
0.000
0.000ここに掲載された値の範囲0.745尺度・母数・出典
観測エクスポージャー指数、公開されたまま0–1
O*NETタスクへの対応づけが基準
SOC 2018の職業単位で公表された値で、同じSOC 2018コードを持つO*NET職業はすべてこの値になります
- データ出典: ILO公表時点: 2025
0.37
0.09ここに掲載された値の範囲0.70職業群単位の値
尺度・母数・出典
生成AI露出度指数、公開されたまま0–1
ISCO-08の細分類（4桁）単位で公表された値です。米国労働統計局（BLS）の公式対応表（ISCO-08→2010 SOC、2010 SOC→2018 SOC）を公表どおり適用してこの職業に結び付けており、対応は全部または一部です
この出典がどのような性格の値か
BLSの区分は絶対水準ではなく相対順位であり、一次測定でもありません。複数の既存研究が付けた職業別パーセンタイル順位を4段階にまとめた値です。雇用や賃金の予測でもなく、導入確率でもなく、自動化と増強を区別しません。
Task-level exposure
露出のある作業のみ評価済みタスク 22 件 · β ≥ 0.5 のタスク 10 件（45.5%）
β = 直接的な露出（E1）+ 0.5 × ツール利用時の露出（E2）。原典リポジトリの定義に従います。
- 原典の単位：O*NET 27.2 のタスク → O*NET 31.0 の職業コード
- 評価済みタスクのうち 4 件は O*NET 31.0 のタスク一覧になく、O*NET 27.2 基準で公表されたスコアをそのまま残しています。
- 出典
- OpenAI "GPTs are GPTs" exposure rubric
- 版
- gh-main-0471612
- ライセンス
- MIT License, Copyright (c) 2024 OpenAI
| Task (O*NET 20.1) | Claude.aiRaw / share % |
|---|---|
Prepare measurement tables and conversion charts, using standard formulas.43-5111.00 | 0.013280.0 |
Weigh or measure materials, equipment, or products to maintain relevant records, using volume meters, scales, rules, or calipers.43-5111.00 | 0.003320.0 |
| Not observed on any surface — 20 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | |
Collect or prepare measurement, weight, or identification labels and attach them to products. | —0 |
Document quantity, quality, type, weight, test result data, and value of materials or products to maintain shipping, receiving, and production records and files. | —0 |
Compare product labels, tags, or tickets, shipping manifests, purchase orders, and bills of lading to verify accuracy of shipment contents, quality specifications, or weights. | —0 |
Count or estimate quantities of materials, parts, or products received or shipped. | —0 |
Communicate with customers and vendors to exchange information regarding products, materials, and services. | —0 |
Compute product totals and charges for shipments. | —0 |
Collect product samples and prepare them for laboratory analysis or testing. | —0 |
Unload or unpack incoming shipments. | —0 |
Operate scalehouse computers to obtain weight information about incoming shipments such as those from waste haulers. | —0 |
Fill orders for products and samples, following order tickets, and forward or mail items. | —0 |
Sort products or materials into predetermined sequences or groupings for display, packing, shipping, or storage. | —0 |
Signal or instruct other workers to weigh, move, or check products. | —0 |
Maintain financial records, such as accounts of daily collections and billings, and records of receipts issued. | —0 |
Store samples of finished products in labeled cartons and record their location. | —0 |
Remove from stock products or loads not meeting quality standards, and notify supervisors or appropriate departments of discrepancies or shortages. | —0 |
Maintain, monitor, and clean work areas, such as recycling collection sites, drop boxes, counters and windows, and areas around scale houses. | —0 |
Inspect incoming loads of waste to identify contents and to screen for the presence of specific regulated or hazardous wastes. | —0 |
Examine products or materials, parts, subassemblies, and packaging for damage, defects, or shortages, using specification sheets, gauges, and standards charts. | —0 |
Transport materials, products, or samples to processing, shipping, or storage areas, manually or using conveyors, pumps, or hand trucks. | —0 |
Inspect products and examination records to determine the number of defects per worker and the reasons for examiners' rejections. | —0 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task (O*NET 27.2) | βE1 + 0.5 × E2 |
|---|---|
Document quantity, quality, type, weight, test result data, and value of materials or products to maintain shipping, receiving, and production records and files.O*NET Task ID 11380 | 1.0 |
Compute product totals and charges for shipments.O*NET Task ID 11385 | 1.0 |
Operate scalehouse computers to obtain weight information about incoming shipments such as those from waste haulers.O*NET Task ID 11388 | 1.0 |
Maintain financial records, such as accounts of daily collections and billings, and records of receipts issued.O*NET Task ID 11392 | 1.0 |
Prepare measurement tables and conversion charts, using standard formulas.O*NET Task ID 11399 | 1.0 |
Compare product labels, tags, or tickets, shipping manifests, purchase orders, and bills of lading to verify accuracy of shipment contents, quality specifications, or weights.O*NET Task ID 11381 | 0.5 |
Count or estimate quantities of materials, parts, or products received or shipped.O*NET Task ID 11382 | 0.5 |
Communicate with customers and vendors to exchange information regarding products, materials, and services.O*NET Task ID 11384 | 0.5 |
Inspect incoming loads of waste to identify contents and to screen for the presence of specific regulated or hazardous wastes.O*NET Task ID 11396 | 0.5 |
Inspect products and examination records to determine the number of defects per worker and the reasons for examiners' rejections.O*NET Task ID 11400 | 0.5 |
Collect or prepare measurement, weight, or identification labels and attach them to products.O*NET Task ID 11379 | 0.0 |
Weigh or measure materials, equipment, or products to maintain relevant records, using volume meters, scales, rules, or calipers.O*NET Task ID 11383 | 0.0 |
Collect product samples and prepare them for laboratory analysis or testing.O*NET Task ID 11386 | 0.0 |
Unload or unpack incoming shipments.O*NET Task ID 11387 | 0.0 |
Fill orders for products and samples, following order tickets, and forward or mail items.O*NET Task ID 11389 | 0.0 |
Sort products or materials into predetermined sequences or groupings for display, packing, shipping, or storage.O*NET Task ID 11390 | 0.0 |
Signal or instruct other workers to weigh, move, or check products.O*NET Task ID 11391 | 0.0 |
Store samples of finished products in labeled cartons and record their location.O*NET Task ID 11393 | 0.0 |
Remove from stock products or loads not meeting quality standards, and notify supervisors or appropriate departments of discrepancies or shortages.O*NET Task ID 11394 | 0.0 |
Maintain, monitor, and clean work areas, such as recycling collection sites, drop boxes, counters and windows, and areas around scale houses.O*NET Task ID 11395 | 0.0 |
Examine products or materials, parts, subassemblies, and packaging for damage, defects, or shortages, using specification sheets, gauges, and standards charts.O*NET Task ID 11397 | 0.0 |
Transport materials, products, or samples to processing, shipping, or storage areas, manually or using conveyors, pumps, or hand trucks.O*NET Task ID 11398 | 0.0 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
O*NET 31.0 のタスク全件（18件）
この職業の O*NET 31.0 のタスク全件（英語原文、種別はコア・補足）。露出値はこの一覧には載せず、上の表で各出典が用いた O*NET 版の文言の横にあります。
| タスク（O*NET 31.0） | 種類 |
|---|---|
| Collect or prepare measurement, weight, or identification labels and attach them to products. | コア |
| Document quantity, quality, type, weight, test result data, and value of materials or products to maintain shipping, receiving, and production records and files. | コア |
| Weigh or measure materials, equipment, or products to maintain relevant records, using volume meters, scales, rules, or calipers. | コア |
| Collect product samples and prepare them for laboratory analysis or testing. | コア |
| Signal or instruct other workers to weigh, move, or check products. | コア |
| Maintain, monitor, and clean work areas, such as recycling collection sites, drop boxes, counters and windows, and areas around scale houses. | コア |
| Examine products or materials, parts, subassemblies, and packaging for damage, defects, or shortages, using specification sheets, gauges, and standards charts. | コア |
| Compare product labels, tags, or tickets, shipping manifests, purchase orders, and bills of lading to verify accuracy of shipment contents, quality specifications, or weights. | 補足 |
| Count or estimate quantities of materials, parts, or products received or shipped. | 補足 |
| Communicate with customers and vendors to exchange information regarding products, materials, and services. | 補足 |
| Unload or unpack incoming shipments. | 補足 |
| Operate scalehouse computers to obtain weight information about incoming shipments such as those from waste haulers. | 補足 |
| Fill orders for products and samples, following order tickets, and forward or mail items. | 補足 |
| Sort products or materials into predetermined sequences or groupings for display, packing, shipping, or storage. | 補足 |
| Store samples of finished products in labeled cartons and record their location. | 補足 |
| Remove from stock products or loads not meeting quality standards, and notify supervisors or appropriate departments of discrepancies or shortages. | 補足 |
| Transport materials, products, or samples to processing, shipping, or storage areas, manually or using conveyors, pumps, or hand trucks. | 補足 |
| Inspect products and examination records to determine the number of defects per worker and the reasons for examiners' rejections. | 補足 |
0.89/ 3· ロボット露出指数
尺度・母数・出典
身体的なタスクそれぞれに、実際に導入・販売・実演されたロボットがこなせる環境に応じて 0–3 の等級を付け（0 不可 · 1 フェンスで囲われた機械セルや瓶詰めラインのようなロボット専用設備 · 2 病院の薬剤部やコンテナ港のような管理された施設 · 3 一般家庭や建設現場のような非定型の環境）、勤務時間に占める割合で平均した値
この職業の O*NET 29.3 タスクのうち身体的なタスクが対象
等級と時間の割合は Anthropic が Claude Opus 5（ウェブ検索）で推定しました（2026年時点）。
ロボット露出指数は、このサイトの AI 露出度とは別の指標であり、足し合わせたり比べたりすることはできません。実際の導入やコスト競争力を示すものではなく、0 には身体的なタスクのない職業も含まれます。
身体的なタスクごとの等級
ロボット環境等級（E0–E3）
E0 ロボット不可詳細
実際に導入・販売・実演されたロボットでは、ロボット専用設備でもこなせないと評価
E1 ロボット専用設備詳細
フェンスで囲われた機械セルや瓶詰めラインのように、機械を中心に作られた設備でこなせると評価
E2 管理された施設詳細
病院の薬剤部やコンテナ港のように、機関が作業基準を保っている人の作業施設でこなせると評価
E3 非定型の環境詳細
一般家庭や建設現場のように、作業基準を保つ機関がない環境でこなせると評価
身体的なタスクに分類されたタスクのみを掲載しています。その他のタスクには出典で等級がないため載せていません。
| タスク（O*NET 29.3） | ロボット環境等級 |
|---|---|
| Collect or prepare measurement, weight, or identification labels and attach them to products. | E1 ロボット専用設備 |
| Weigh or measure materials, equipment, or products to maintain relevant records, using volume meters, scales, rules, or calipers. | E1 ロボット専用設備 |
| Collect product samples and prepare them for laboratory analysis or testing. | E1 ロボット専用設備 |
| Maintain, monitor, and clean work areas, such as recycling collection sites, drop boxes, counters and windows, and areas around scale houses. | E1 ロボット専用設備 |
| Examine products or materials, parts, subassemblies, and packaging for damage, defects, or shortages, using specification sheets, gauges, and standards charts. | E1 ロボット専用設備 |
| Compare product labels, tags, or tickets, shipping manifests, purchase orders, and bills of lading to verify accuracy of shipment contents, quality specifications, or weights. | E2 管理された施設 |
| Count or estimate quantities of materials, parts, or products received or shipped. | E2 管理された施設 |
| Unload or unpack incoming shipments. | E1 ロボット専用設備 |
| Fill orders for products and samples, following order tickets, and forward or mail items. | E1 ロボット専用設備 |
| Sort products or materials into predetermined sequences or groupings for display, packing, shipping, or storage. | E1 ロボット専用設備 |
| Store samples of finished products in labeled cartons and record their location. | E1 ロボット専用設備 |
| Remove from stock products or loads not meeting quality standards, and notify supervisors or appropriate departments of discrepancies or shortages. | E1 ロボット専用設備 |
| Transport materials, products, or samples to processing, shipping, or storage areas, manually or using conveyors, pumps, or hand trucks. | E2 管理された施設 |
| Inspect products and examination records to determine the number of defects per worker and the reasons for examiners' rejections. | E1 ロボット専用設備 |
職業情報
雇用見通し（BLS）
- 雇用者数、2025
- 54K
- 雇用者数見通し、2035
- 51K
- 変化率 (2025–35)
- -4.8%
- 年間賃金の中央値、2025
- $46,380
- 入職時に通常必要な学歴
- High school diploma or equivalent
韓国職業分類との対応（KSCO）
AI Changing Work が作成した Korea Occupation Direct Crosswalk v1.1 現行版の対応です。関係の値は O*NET-SOC 職業の側から読みます。
| KSCO コード | KSCO 名称 | 関係 | 状態 |
|---|---|---|---|
| 32110 | 자재관리 사무원 | この職業のほうが狭い | 確定 |
関係と状態の定義(kr-direct v1.1)
ILO（国際労働機関）の職業説明
以下のISCO-08職業群は、AI Changing Workが米国労働統計局（BLS）の発行するクロスウォーク（2018 SOC→2010 SOC、2010 SOC→ISCO-08）を個別の選択なしにそのまま適用して、この職業に結び付けたものです。結び付きは全体的な対応の場合も部分的な対応の場合もあります。
- ISCO-08 4321Stock Clerks
在庫管理事務員
出典: 総務省「国際標準職業分類（ISCO）2008年改定版（仮訳）分類項目名一覧（和英対照）」— 原著：ILO ISCO-08 © International Labour Organization（日本語訳は総務省がILOの許可を得て作成）
以下の定義・作業・職業例は、この職業ではなく、当該ISCO-08職業群についてのILOによる説明です。
Stock clerks maintain records of goods produced and production materials received, weighed, issued, dispatched or put into stock.
作業
- (a) arranging and controlling receipt and dispatch of goods and keeping relevant records;
- (b) maintaining stock records, verifying issue of goods, estimating needs and making requisitions of new stocks;
- (c) receiving, storing and issuing tools, spare parts, or various equipment and maintaining relevant records;
- (d) weighing goods received or produced, or for issue or dispatch and maintaining relevant records;
- (e) compiling inventories of furniture and other items received for storage;
職業例
Dispatch clerk (stock) · Freight clerk · Stock clerk · Storeroom clerk · Weighing clerk
Sources: ILO ISCO-08 — details: Credits
ESCO 職業語彙
以下の各項目は、公開されているESCO-O*NET Crosswalk（バージョン1、2022年）で、この職業と一つずつ対応付けられたものです。対応の種類はそのクロスウォークによるもので、表現はAI Changing Workによるものです。
- raw material reception operatorESCO 4321.1.3この職業のほうが広い
Raw material reception operators operate and maintain tools and equipment to ensure that qualitative and quantitative requirements in the reception of the raw material are met. They use equipment to evaluate products such as grains, potatoes, cassava root, etc. They store and distribute products to the different processing factory units.
- product graderESCO 7543.8重なるが同じではない
Product graders perform preventive and operational quality control on products and rescources. They inspect, grade and evaluate the materials at various stages to make sure it conforms to the desired standard, and send the product back for repair or improvement if necessary. They work in companies and industrial facilities to ensure the produced commodities achieve quality standards.
- weights and measures inspectorESCO 3359.8重なるが同じではない
Weights and measures inspectors ensure adherance to regulations and agreements pertaining to the weights and measures of packaged goods. They investigate and document compliance issues and violations to promote best practice. Weights and measures inspectors confirm that packaged goods are in accordance to agreements such as quantity, content and packaging.
出典: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
ライセンス: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
フランス職業分類との対応（ROME）
この職業と ROME 4.0 の職業票（fiche）との対応で、AI Changing Work が AI モデルを用いて判定したものです。関係はこの職業の側から読みます。「暫定」と表示した対応は、同じモデル系列（Claude）の二人の判定者による判定のみ、またはその判定に運営者の規則を適用して採用したものであり、確定した対応より根拠が弱くなります。
| ROME コード | ROME 名称（フランス語） | 関係 |
|---|---|---|
| H3302 | Agent / Agente de conditionnement | 関連（対応ではない） |
| N1116 | Inventoriste | 関連（対応ではない） |
Source: France Travail — Répertoire Opérationnel des Métiers et des Emplois (ROME 4.0), version 61, last updated 15 June 2026 (https://www.data.gouv.fr/datasets/repertoire-operationnel-des-metiers-et-des-emplois-rome). Licence Ouverte 2.0.
ROME codes and titles are reproduced unchanged; the links to O*NET-SOC occupations are AI Changing Work's own judgment and are not a France Travail correspondence.
(AI Changing Work link release: fr-direct v1)
スペイン職業分類との対応（CNO-11）
この職業と CNO-11 の職業との対応で、AI Changing Work が AI モデルを用いて判定したものです。関係はこの職業の側から読みます。
| CNO-11 コード | CNO-11 名称（スペイン語） | 関係 |
|---|---|---|
| 4121 | Empleados de control de abastecimientos e inventario | この職業のほうが狭い暫定 |
| 7893 | Clasificadores y probadores de productos (excepto alimentos, bebidas y tabaco) | 関連（対応ではない）暫定 |
Source: Instituto Nacional de Estadística (INE), National Classification of Occupations 2011 (CNO-11, Royal Decree 1591/2010) — www.ine.es · Licensed CC BY 4.0. CNO-11 codes and Spanish titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not an INE correspondence.
(AI Changing Work link release: es-direct v1)
ドイツ職業分類との対応（KldB）
この職業と KldB の職業との対応で、AI Changing Work が AI モデルを用いて判定したものです。関係はこの職業の側から読みます。
| KldB コード | KldB 名称（ドイツ語） | 関係 |
|---|---|---|
| 27312 | Berufe in der technischen Qualitätssicherung - fachlich ausgerichtete Tätigkeiten | 関連（対応ではない） |
| 51311 | Berufe in der Lagerwirtschaft - Helfer-/Anlerntätigkeiten | 関連（対応ではない） |
| 51312 | Berufe in der Lagerwirtschaft - fachlich ausgerichtete Tätigkeiten | 関連（対応ではない） |
Source: © Statistik der Bundesagentur für Arbeit — Klassifikation der Berufe 2010 – überarbeitete Fassung 2020, https://statistik.arbeitsagentur.de. KldB codes and titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own mapping (eigene Zuordnung) and are not a Bundesagentur für Arbeit correspondence.
(AI Changing Work link release: de-direct v1)
日本職業分類との対応（JSCO）
この職業と JSCO の職業との対応で、AI Changing Work が AI モデルを用いて判定したものです。関係はこの職業の側から読みます。
| JSCO コード | JSCO 名称（日本語） | 関係 |
|---|---|---|
| 249 | 他に分類されない専門的職業従事者 | 関連（対応ではない） |
| 272 | 出荷・受荷事務員 | 関連（対応ではない） |
Source: Ministry of Internal Affairs and Communications (MIC), Japan Standard Occupational Classification (Dec. 2009, MIC Notification No. 555). JSCO codes and Japanese titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not a MIC correspondence.
(AI Changing Work link release: jp-direct v1)
このページのデータの出典・ライセンスと AI Changing Work による改変・翻訳の告知：クレジットと出典