Cost Estimators
Business and Financial Operations Occupations- O*NET-SOC 代码
- 13-1051.00
Prepare cost estimates for product manufacturing, construction projects, or services to aid management in bidding on or determining price of product or service. May specialize according to particular service performed or type of product manufactured.
- 数据来源: BLS发布时间: 2026-08
高· 相对
低四级相对区间很高职业群单位数值
尺度 · 母数 · 来源
四级相对类别(低 / 中等 / 高 / 很高)
以BLS就业预测表中831个细分职业为基数。取值按 NEM(全国就业矩阵)代码给定,因此共用同一 NEM 代码的职业得到相同分档
- 数据来源: Anthropic发布时间: 2026-03
0.000
0.000此处所载数值的范围0.745尺度 · 母数 · 来源
- 数据来源: ILO发布时间: 2025
0.44
0.09此处所载数值的范围0.70职业群单位数值
尺度 · 母数 · 来源
生成式AI暴露度指数,按发布原值0–1
按 ISCO-08 细类(4 位)发布的数值。按原样应用美国劳工统计局(BLS)的官方对照表(ISCO-08→2010 SOC、2010 SOC→2018 SOC)关联到本职业,对应关系为全部或部分对应
该来源发布的是什么性质的数值
BLS的类别是相对排位而非绝对水平,也不是一手测量:它把多项已发表研究给出的职业百分位排名归并为四个等级。它不是就业或工资预测,不是采用概率,也不区分自动化与增强。
Task-level exposure
显示隐藏的 11 项工作已评分任务 14 项 · β ≥ 0.5 的任务 14 项(100.0%)
β = 直接暴露(E1)+ 0.5 × 借助工具时的暴露(E2),依据原始代码库的定义。
- 原始单位:O*NET 27.2 任务 → O*NET 31.0 职业代码
- 所有已评分任务均在 O*NET 31.0 任务列表中。
- 来源
- OpenAI "GPTs are GPTs" exposure rubric
- 版本
- gh-main-0471612
- 许可
- MIT License, Copyright (c) 2024 OpenAI
| Task (O*NET 20.1) | Claude.aiRaw / share % |
|---|---|
Consult with clients, vendors, personnel in other departments or construction foremen to discuss and formulate estimates and resolve issues.13-1051.00 | 0.018986.8 |
Assess cost effectiveness of products, projects or services, tracking actual costs relative to bids as the project develops.13-1051.00 | 0.002913.2 |
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 |
|---|---|
Analyze blueprints and other documentation to prepare time, cost, materials, and labor estimates.O*NET Task ID 80 | 0.5 |
Assess cost effectiveness of products, projects or services, tracking actual costs relative to bids as the project develops.O*NET Task ID 81 | 0.5 |
Consult with clients, vendors, personnel in other departments, or construction foremen to discuss and formulate estimates and resolve issues.O*NET Task ID 82 | 0.5 |
Confer with engineers, architects, owners, contractors, and subcontractors on changes and adjustments to cost estimates.O*NET Task ID 83 | 0.5 |
Prepare estimates used by management for purposes such as planning, organizing, and scheduling work.O*NET Task ID 84 | 0.5 |
Prepare estimates for use in selecting vendors or subcontractors.O*NET Task ID 85 | 0.5 |
Review material and labor requirements to decide whether it is more cost-effective to produce or purchase components.O*NET Task ID 86 | 0.5 |
Prepare cost and expenditure statements and other necessary documentation at regular intervals for the duration of the project.O*NET Task ID 87 | 0.5 |
Prepare and maintain a directory of suppliers, contractors and subcontractors.O*NET Task ID 88 | 0.5 |
Set up cost monitoring and reporting systems and procedures.O*NET Task ID 89 | 0.5 |
Establish and maintain tendering process, and conduct negotiations.O*NET Task ID 90 | 0.5 |
Conduct special studies to develop and establish standard hour and related cost data or to reduce cost.O*NET Task ID 91 | 0.5 |
Visit site and record information about access, drainage and topography, and availability of utility services.O*NET Task ID 92 | 0.5 |
Collect historical cost data to estimate costs for current or future products.O*NET Task ID 20846 | 0.5 |
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 全部任务(14 项)
本职业在 O*NET 31.0 中的全部任务(英文原文;任务类型为核心或补充)。暴露值不列在此清单中,而在上方表格里,位于各来源所用 O*NET 版本的任务表述旁。
| 任务(O*NET 31.0) | 类型 |
|---|---|
| Analyze blueprints and other documentation to prepare time, cost, materials, and labor estimates. | 核心 |
| Assess cost effectiveness of products, projects or services, tracking actual costs relative to bids as the project develops. | 核心 |
| Consult with clients, vendors, personnel in other departments, or construction foremen to discuss and formulate estimates and resolve issues. | 核心 |
| Confer with engineers, architects, owners, contractors, and subcontractors on changes and adjustments to cost estimates. | 核心 |
| Prepare estimates used by management for purposes such as planning, organizing, and scheduling work. | 核心 |
| Prepare estimates for use in selecting vendors or subcontractors. | 核心 |
| Review material and labor requirements to decide whether it is more cost-effective to produce or purchase components. | 核心 |
| Prepare cost and expenditure statements and other necessary documentation at regular intervals for the duration of the project. | 核心 |
| Prepare and maintain a directory of suppliers, contractors and subcontractors. | 核心 |
| Set up cost monitoring and reporting systems and procedures. | 核心 |
| Establish and maintain tendering process, and conduct negotiations. | 核心 |
| Conduct special studies to develop and establish standard hour and related cost data or to reduce cost. | 核心 |
| Visit site and record information about access, drainage and topography, and availability of utility services. | 核心 |
| Collect historical cost data to estimate costs for current or future products. | 核心 |
0.07/ 3· 机器人暴露指数
尺度 · 母数 · 来源
对每项体力任务,按已实际部署、销售或演示的机器人能够完成它的环境评定 0–3 级(0 不可 · 1 围栏式机器单元、灌装线等机器人专用设施 · 2 医院药房、集装箱港口等受管理的设施 · 3 私人住宅、建筑工地等非结构化环境),再按工作时间占比求平均
以该职业 O*NET 29.3 任务中的体力任务为准
等级与时间占比由 Anthropic 使用 Claude Opus 5(网络搜索)估算(截至 2026 年)。
机器人暴露指数与本站的 AI 暴露度是不同的指标,不能相加或相互比较。该指数不代表实际采用情况或成本竞争力,0 也包括没有体力任务的职业。
每项体力任务的等级
机器人环境等级(E0–E3)
E0 机器人不可详情
评定为已实际部署、销售或演示的机器人即使在机器人专用设施中也无法完成
E1 机器人专用设施详情
评定为可在围绕机器搭建的设施中完成,例如围栏式机器单元或灌装线
E2 受管理的设施详情
评定为可在由机构按工作标准维护的人类工作设施中完成,例如医院药房或集装箱港口
E3 非结构化环境详情
评定为可在没有机构按工作标准维护的环境中完成,例如私人住宅或建筑工地
仅列出被归类为体力任务的任务;其他任务在来源中没有等级。
| 任务(O*NET 29.3) | 机器人环境等级 |
|---|---|
| Visit site and record information about access, drainage and topography, and availability of utility services. | E2 受管理的设施 |
职业信息
就业展望(BLS)
- 就业人数,2025
- 226K
- 预计就业人数,2035
- 220K
- 变化 (2025–35)
- -3.1%
- 年薪中位数,2025
- $78,740
- 入职通常所需学历
- Bachelor's degree
韩国职业分类关联(KSCO)
来自 AI Changing Work 制作的 Korea Occupation Direct Crosswalk v1.1 当前版本的关联。关系值从 O*NET-SOC 职业一侧解读。
| KSCO 代码 | KSCO 名称 | 关系 | 状态 |
|---|---|---|---|
| 23123 | 건축시공 기술자 | 相关,但不对应 | 已确认 |
| 23133 | 토목시공 기술자 | 相关,但不对应 | 已确认 |
| 23143 | 조경시공 기술자 | 相关,但不对应 | 已确认 |
关系与状态的定义(kr-direct v1.1)
国际劳工组织(ILO)职业说明
以下 ISCO-08 职业组由 AI Changing Work 原样套用美国劳工统计局(BLS)发布的对照表(2018 SOC→2010 SOC、2010 SOC→ISCO-08)、不逐案取舍,与本职业相关联;每项关联可能是完全对应,也可能是部分对应。
- ISCO-08 3339Business Services Agents Not Elsewhere Classified
其他未列明的商务服务代理人
自行翻译
自行翻译 · 非 ISCO 官方词汇 — 未经国际劳工组织审核。
以下定义、任务和职业示例是 ILO 对该 ISCO-08 职业组的描述,而不是对本职业的描述。
This unit group covers business services agents not classified elsewhere in Minor Group 333: Business Services Agents. For instance, the group includes those who establish business contacts, sell business services such as advertising space in the media, arrange contracts for performances of athletes, entertainers and artists, for the publication of books, the production of plays, or the recording, performance and sale of music, sell property and goods by auction and who design and organize package and group tours.
任务
- In such cases tasks would include -
- (a) obtaining information about services to be sold and needs of prospective buyers;
- (b) negotiating contracts on behalf of seller or buyer and explaining terms of sale and payment to client;
- (c) signing agreements on behalf of seller or buyer and ensuring that contract is honoured;
- (d) making sure that the business service purchased is made available to the buyer in the agreed format at the agreed time;
- (e) selling by auction various kinds of property, cars, commodities, livestock, art, jewellery and other objects.
- (f) organizing group tours for business or vacation travel and making bulk travel and accommodation bookings.
职业示例
Advertising salesperson · Auctioneer · Literary agent · Musical performance agent · Sports agent · Theatrical agent · Tour operator
Sources: ILO ISCO-08 — details: Credits
ESCO 职业词汇
以下每一项都是在已公开的ESCO-O*NET Crosswalk(第 1 版,2022 年)中与本职业逐项对应的。对应类型出自该对照表;表述出自 AI Changing Work。
- manufacturing cost estimatorESCO 2421.1.1本职业范围更宽
Manufacturing cost estimators collect and analyse data to evaluate the money, materials, labour and time required for manufacturing processes. They conduct analyses to identify (alternative) cost effective technical designs and production processes. They develop and use methods and tools for cost planning, controlling and analysis. They also perform quantitative and qualitative risk analyses and report on the development of costs.
- cost analystESCO 2411.1.5有重叠,但不相同
Cost analysts prepare regular costs, budgeting analyses and reports in order to contribute to the overall cost planning and forecasting activities of a business. They review and reconcile key balance sheets and identify new opportunities to save costs.
- quantity surveyorESCO 2149.12有重叠,但不相同
Quantity surveyors have under their helm complete management of the cost involved in building and construction projects from the inception of the project until the delivery. They strive for an efficient use of the resources whilst keeping an eye on quality, quality standards, and client's requirements.
来源: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
许可: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
法国职业分类关联(ROME)
本职业与 ROME 4.0 职业条目(fiche)之间的关联,由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。标为「暂定」的关联仅凭同一模型系列(Claude)两位判定者的判定采纳,或对其判定适用运营方规则后采纳,因此其依据弱于已确认的关联。
| ROME 代码 | ROME 名称(法语) | 关系 |
|---|---|---|
| F1120 | Economiste de la construction | 本职业范围更宽暂定 |
| F1108 | Métreur / Métreuse de la construction | 有重叠,但不相同暂定 |
| F1106 | Ingénieur / Ingénieure d'études de prix BTP | 相关,但不对应暂定 |
| F1135 | Chargé / Chargée d'affaires BTP | 相关,但不对应暂定 |
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)
西班牙职业分类关联(CNO-11)
本职业与 CNO-11 职业之间的关联,由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。
| CNO-11 代码 | CNO-11 名称(西班牙语) | 关系 |
|---|---|---|
| 2611 | Especialistas en contabilidad | 有重叠,但不相同暂定 |
| 3129 | Otros técnicos de las ciencias físicas, químicas, medioambientales y de las ingenierías | 相关,但不对应暂定 |
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)
德国职业分类关联(KldB)
本职业与 KldB 职业之间的关联,由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。
| KldB 代码 | KldB 名称(德语) | 关系 |
|---|---|---|
| 31173 | Berufe in der Bauabrechnung und -kalkulation - komplexe Spezialistentätigkeiten | 有重叠,但不相同 |
| 72223 | Berufe in Kostenrechnung und Kalkulation - komplexe Spezialistentätigkeiten | 有重叠,但不相同 |
| 31174 | Berufe in der Bauabrechnung und -kalkulation - hoch komplexe Tätigkeiten | 相关,但不对应暂定 |
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)
日本职业分类关联(JSCO)
本职业与 JSCO 职业之间的关联,由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。
| JSCO 代码 | JSCO 名称(日语) | 关系 |
|---|---|---|
| 269 | その他の会計事務従事者 | 有重叠,但不相同暂定 |
| 091 | 建築技術者 | 相关,但不对应 |
| 092 | 土木技術者 | 相关,但不对应 |
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)
本页数据的来源与许可,以及 AI Changing Work 的修改与翻译说明:致谢与来源