Transportation Inspectors
Transportation and Material Moving Occupations- O*NET-SOC コード
- 53-6051.00
Inspect equipment or goods in connection with the safe transport of cargo or people. Includes rail transportation inspectors, such as freight inspectors, rail inspectors, and other inspectors of transportation vehicles not elsewhere classified.
- 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職業群単位の値
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
0.24
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 21 件 · β ≥ 0.5 のタスク 13 件（61.9%）
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 30.2) | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Recommend remedial procedures to correct any violations found during inspections.53-6051.00 | 0.0100100.0 | 0.0100100.0 |
Calculate gross and net tonnage, hold capacities, volumes of stored fuel and water, cargo weights, and vessel stability factors, using mathematical formulas.53-6051.00 | 0.00000.0 | —0 |
| Not observed on any surface — 15 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. | ||
Prepare and submit reports after completion of freight shipments. | —0 | —0 |
Inspect shipments to ensure that freight is securely braced and blocked. | —0 | —0 |
Record details about freight conditions, handling of freight, and any problems encountered. | —0 | —0 |
Advise crews in techniques of stowing dangerous and heavy cargo. | —0 | —0 |
Observe loading of freight to ensure that crews comply with procedures. | —0 | —0 |
Inspect loaded cargo, cargo lashed to decks or in storage facilities, and cargo handling devices to determine compliance with health and safety regulations and need for maintenance. | —0 | —0 |
Notify workers of any special treatment required for shipments. | —0 | —0 |
Direct crews to reload freight or to insert additional bracing or packing as necessary. | —0 | —0 |
Check temperatures and humidities of shipping and storage areas to ensure that they are at appropriate levels to protect cargo. | —0 | —0 |
Determine cargo transportation capabilities by reading documents that set forth cargo loading and securing procedures, capacities, and stability factors. | —0 | —0 |
Read draft markings to determine depths of vessels in water. | —0 | —0 |
Post warning signs on vehicles containing explosives or flammable or radioactive materials. | —0 | —0 |
Measure heights and widths of loads to ensure they will pass over bridges or through tunnels on scheduled routes. | —0 | —0 |
Measure vessels' holds and depths of fuel and water in tanks, using sounding lines and tape measures. | —0 | —0 |
Visually inspect cargo for damage upon arrival or discharge. | —0 | —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 |
|---|---|
Prepare and submit reports after completion of freight shipments.O*NET Task ID 23850 | 1.0 |
Record details about freight conditions, handling of freight, and any problems encountered.O*NET Task ID 23852 | 1.0 |
Determine cargo transportation capabilities by reading documents that set forth cargo loading and securing procedures, capacities, and stability factors.O*NET Task ID 23860 | 1.0 |
Write certificates of admeasurement that list details such as designs, lengths, depths, and breadths of vessels, and methods of propulsion.O*NET Task ID 23863 | 1.0 |
Determine types of licenses and safety equipment required, and compute applicable fees such as tolls and wharfage fees.O*NET Task ID 23867 | 1.0 |
Calculate gross and net tonnage, hold capacities, volumes of stored fuel and water, cargo weights, and vessel stability factors, using mathematical formulas.O*NET Task ID 23868 | 1.0 |
Recommend remedial procedures to correct any violations found during inspections.O*NET Task ID 23855 | 0.5 |
Notify workers of any special treatment required for shipments.O*NET Task ID 23857 | 0.5 |
Check temperatures and humidities of shipping and storage areas to ensure that they are at appropriate levels to protect cargo.O*NET Task ID 23859 | 0.5 |
Read draft markings to determine depths of vessels in water.O*NET Task ID 23861 | 0.5 |
Issue certificates of compliance for vessels without violations.O*NET Task ID 23862 | 0.5 |
Measure heights and widths of loads to ensure they will pass over bridges or through tunnels on scheduled routes.O*NET Task ID 23865 | 0.5 |
Visually inspect cargo for damage upon arrival or discharge.O*NET Task ID 23870 | 0.5 |
Inspect shipments to ensure that freight is securely braced and blocked.O*NET Task ID 23851 | 0.0 |
Advise crews in techniques of stowing dangerous and heavy cargo.O*NET Task ID 23853 | 0.0 |
Observe loading of freight to ensure that crews comply with procedures.O*NET Task ID 23854 | 0.0 |
Inspect loaded cargo, cargo lashed to decks or in storage facilities, and cargo handling devices to determine compliance with health and safety regulations and need for maintenance.O*NET Task ID 23856 | 0.0 |
Direct crews to reload freight or to insert additional bracing or packing as necessary.O*NET Task ID 23858 | 0.0 |
Post warning signs on vehicles containing explosives or flammable or radioactive materials.O*NET Task ID 23864 | 0.0 |
Time rolls of ships, using stopwatches.O*NET Task ID 23866 | 0.0 |
Measure vessels' holds and depths of fuel and water in tanks, using sounding lines and tape measures.O*NET Task ID 23869 | 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（17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 |
|---|---|
| Prepare and submit reports after completion of freight shipments. | コア |
| Inspect shipments to ensure that freight is securely braced and blocked. | コア |
| Record details about freight conditions, handling of freight, and any problems encountered. | コア |
| Advise crews in techniques of stowing dangerous and heavy cargo. | コア |
| Observe loading of freight to ensure that crews comply with procedures. | コア |
| Recommend remedial procedures to correct any violations found during inspections. | コア |
| Inspect loaded cargo, cargo lashed to decks or in storage facilities, and cargo handling devices to determine compliance with health and safety regulations and need for maintenance. | コア |
| Notify workers of any special treatment required for shipments. | コア |
| Direct crews to reload freight or to insert additional bracing or packing as necessary. | コア |
| Check temperatures and humidities of shipping and storage areas to ensure that they are at appropriate levels to protect cargo. | コア |
| Determine cargo transportation capabilities by reading documents that set forth cargo loading and securing procedures, capacities, and stability factors. | コア |
| Read draft markings to determine depths of vessels in water. | コア |
| Post warning signs on vehicles containing explosives or flammable or radioactive materials. | 補足 |
| Measure heights and widths of loads to ensure they will pass over bridges or through tunnels on scheduled routes. | 補足 |
| Calculate gross and net tonnage, hold capacities, volumes of stored fuel and water, cargo weights, and vessel stability factors, using mathematical formulas. | — |
| Measure vessels' holds and depths of fuel and water in tanks, using sounding lines and tape measures. | — |
| Visually inspect cargo for damage upon arrival or discharge. | — |
0.43/ 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 |
|---|---|
| Inspect shipments to ensure that freight is securely braced and blocked. | E0 ロボット不可 |
| Observe loading of freight to ensure that crews comply with procedures. | E0 ロボット不可 |
| Inspect loaded cargo, cargo lashed to decks or in storage facilities, and cargo handling devices to determine compliance with health and safety regulations and need for maintenance. | E1 ロボット専用設備 |
| Check temperatures and humidities of shipping and storage areas to ensure that they are at appropriate levels to protect cargo. | E2 管理された施設 |
| Read draft markings to determine depths of vessels in water. | E2 管理された施設 |
| Post warning signs on vehicles containing explosives or flammable or radioactive materials. | E1 ロボット専用設備 |
| Measure heights and widths of loads to ensure they will pass over bridges or through tunnels on scheduled routes. | E2 管理された施設 |
| Measure vessels' holds and depths of fuel and water in tanks, using sounding lines and tape measures. | E1 ロボット専用設備 |
| Visually inspect cargo for damage upon arrival or discharge. | E2 管理された施設 |
職業情報
雇用見通し（BLS）
この O*NET 職業だけの値ではなく、SOC 53-6051 グループ（Transportation inspectors）全体の値です。
- 雇用者数、2025
- 25K
- 雇用者数見通し、2035
- 26K
- 変化率 (2025–35)
- +2.2%
- 年間賃金の中央値、2025
- $92,100
- 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 |
|---|---|---|---|
| 75234 | 여객차 및 화차 정비원 | 関連（対応ではない） | 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 3257Environmental and Occupational Health Inspectors and Associates
環境衛生・労働安全衛生の准専門職
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。
Environmental and occupational health inspectors and associates investigate the implementation of rules and regulations relating to environmental factors that may affect human health, safety in the workplace, and safety of processes for the production of goods and services. They may implement and evaluate programmes to restore or improve safety and sanitary conditions under the supervision of a health professional.
作業
- (a) advising employers’ and workers’ representatives on the implementation of government and other rules and regulations concerning occupational safety and the working environment;
- (b) inspecting places of work to ensure that the working environment, machinery and equipment conform to government and other rules, regulations and standards related to sanitation and/or occupational and environmental health and safety;
- (c) giving advice on environmental sanitary problems and techniques;
- (d) inspecting places of work and, by interviews, observations and other means, obtaining information about work practices and accidents to determine compliance with safety rules and regulations;
- (e) inspecting areas of production, processing, transport, handling, storage and sale of products to ensure conformity with government and other rules, regulations and standards;
- (f) advising enterprises and the general public on the implementation of government and other rules and regulations concerning hygiene, sanitation, purity and grading of primary products, food, drugs, cosmetics and similar goods;
- (g) inspecting establishments to ensure that they conform to government and other rules and regulations concerning emission of pollutants and disposal of dangerous wastes;
- (h) initiating action to maintain or improve hygiene and prevent pollution of water, air, food or soil;
- (i) promoting preventive and corrective measures such as control of disease carrying organisms and of harmful substances in the air, hygienic food handling, proper disposal of waste and cleaning of public places;
- (j) estimating quantities and costs of materials and labour required for health, safety and sanitation remediation projects;
職業例
Food sanitation and safety inspector · Health inspector · Occupational health and safety inspector · Pollution inspector · Production safety inspector · Sanitarian · Sanitary inspector
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。
- dangerous goods safety adviserESCO 4323.5この職業のほうが広い
Dangerous goods safety advisers inspect and make transport recommendations in line with the European regulations regarding the transport of dangerous goods. They may advise on the transport of dangerous goods by road, rail, sea and air. Dangerous goods safety advisers also prepare safety reports and investigate safety infringements. They provide individuals with the procedures and instructions to follow during the loading, unloading and transporting of these goods.
- freight inspectorESCO 3359.5この職業のほうが広い
Freight inspectors determine if freight is secure and comes with the proper documentation. They inspect, manage and document freight shipments while verifying that the content comply with local, national and international regulations.
- marine cargo inspectorESCO 3359.5.1この職業のほうが広い
Marine cargo inspectors investigate all baggage and freight listed on the ship's manifest. They are responsible for checking the condition of the cargo and verifying the cargo's documentation and compliance with rules and regulations. Marine cargo inspectors analyse the vessels' capabilities, the fuel compartments, the safety equipment and the specific licenses required.
- marine surveyorESCO 3115.1.8この職業のほうが広い
Marine surveyors inspect vessels intended for operations in maritime or open sea waters. They ensure that vessels and equipment follow the regulations laid down by the International Maritime Organisation (IMO). They may also act as third parties for the review of offshore facilities and construction projects.
- rolling stock assembly inspectorESCO 7543.7.6この職業のほうが広い
Rolling stock assembly inspectors use measuring and testing equipment to inspect and monitor rolling stock assemblies to ensure conformity to engineering specifications and to safety standards and regulations. They examine the assemblies to detect malfunction and damage and check repair work. They also provide detailed inspection documentation and recommend action where problems were discovered.
- rolling stock inspectorESCO 3115.1.19この職業のほうが広い
Rolling stock inspectors inspect wagons and carriages to asses their technical condition while grouped together and before they are used for transportation activities. They check technical devices, ensure complete and correct operation of the rolling stock, and prepare required technical documents and/or checklists. Depending on work organisation they are also responsible for limited ad-hoc maintenance or exchange work and the performance of brake tests.
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 |
|---|---|---|
| H1301 | Inspecteur / Inspectrice de conformité | 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 |
|---|---|---|
| 3160 | Técnicos de control de calidad de las ciencias físicas, químicas y de las ingenierías | この職業のほうが狭い |
| 7893 | Clasificadores y probadores de productos (excepto alimentos, bebidas y tabaco) | この職業のほうが広い暫定 |
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 |
|---|---|---|
| 51123 | Berufe im technischen Luftverkehrsbetrieb - komplexe Spezialistentätigkeiten | この職業のほうが広い暫定 |
| 51113 | Berufe im technischen Eisenbahnbetrieb - komplexe Spezialistentätigkeiten | 重なるが同じではない暫定 |
| 51332 | Berufe im Güter- und Warenumschlag - fachlich ausgerichtete Tätigkeiten | 関連（対応ではない） |
| 51583 | Berufe in der Überwachung und Steuerung des Verkehrsbetriebs (sonstige spezifische Tätigkeitsangabe) - komplexe Spezialistentätigkeiten | 関連（対応ではない）暫定 |
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）暫定 |
| 584 | 輸送機械検査従事者（自動車を除く） | 関連（対応ではない）暫定 |
| 639 | 他に分類されない輸送従事者 | 関連（対応ではない）暫定 |
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