Statistical Assistants

Office and Administrative Support Occupations
O*NET-SOC 代码
43-9111.00

Compile and compute data according to statistical formulas for use in statistical studies. May perform actuarial computations and compile charts and graphs for use by actuaries. Includes actuarial clerks.

  • 数据来源: BLS发布时间: 2026-08

    很高· 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

    来源数据集（XLSX 文件下载）

  • 数据来源: Anthropic发布时间: 2026-03

    0.510

    0.000此处所载数值的范围0.745
    尺度 · 母数 · 来源

    观测暴露度指数，按发布原值0–1

    以O*NET任务映射为基准

    按 SOC 2018 职业发布的数值；具有相同 SOC 2018 代码的所有 O*NET 职业均显示此值

    来源数据集（CSV 文件下载）

  • 数据来源: ILO发布时间: 2025

    0.57

    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

    来源数据集（PDF 文件下载）

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

仅显示有暴露的工作

已评分任务 14 项 · β ≥ 0.5 的任务 13 项（92.9%）

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

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
Compute and analyze data, using statistical formulas and computers or calculators.

O*NET Task ID 9788

1.0
Enter data into computers for use in analyses or reports.

O*NET Task ID 9789

1.0
Compile statistics from source materials, such as production or sales records, quality-control or test records, time sheets, or survey sheets.

O*NET Task ID 9790

1.0
Compile reports, charts, or graphs that describe and interpret findings of analyses.

O*NET Task ID 9791

1.0
Check source data to verify completeness and accuracy.

O*NET Task ID 9792

1.0
Participate in the publication of data or information.

O*NET Task ID 9793

1.0
File data and related information, and maintain and update databases.

O*NET Task ID 9795

1.0
Select statistical tests for analyzing data.

O*NET Task ID 9796

1.0
Organize paperwork, such as survey forms or reports, for distribution or analysis.

O*NET Task ID 9797

1.0
Code data prior to computer entry, using lists of codes.

O*NET Task ID 9798

1.0
Check survey responses for errors, such as the use of pens instead of pencils, and set aside response forms that cannot be used.

O*NET Task ID 9799

0.5
Interview people and keep track of their responses.

O*NET Task ID 9800

0.5
Send out surveys.

O*NET Task ID 9801

0.5
Discuss data presentation requirements with clients.

O*NET Task ID 9794

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®, Eloundou et al. (2023): see full notices on the Credits page

O*NET 31.0 全部任务（16 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
Compute and analyze data, using statistical formulas and computers or calculators.核心
Enter data into computers for use in analyses or reports.核心
Compile statistics from source materials, such as production or sales records, quality-control or test records, time sheets, or survey sheets.核心
Compile reports, charts, or graphs that describe and interpret findings of analyses.核心
Check source data to verify completeness and accuracy.核心
Participate in the publication of data or information.核心
Discuss data presentation requirements with clients.核心
File data and related information, and maintain and update databases.核心
Select statistical tests for analyzing data.核心
Write code for statistical applications.核心
Organize paperwork, such as survey forms or reports, for distribution or analysis.补充
Code data prior to computer entry, using lists of codes.补充
Check survey responses for errors, such as the use of pens instead of pencils, and set aside response forms that cannot be used.补充
Interview people and keep track of their responses.补充
Send out surveys.补充
Present results of statistical analyses to stakeholders.补充

职业信息

就业展望（BLS）

就业人数，2025
5K
预计就业人数，2035
5K
变化 (2025–35)
-1.8%
年薪中位数，2025
$50,330
入职通常所需学历
Bachelor's degree
最低 $30,890BLS EP 2025–35 中 825 个细分职业的工资中位数范围最高 $559,030

来源: U.S. Bureau of Labor Statistics, Employment Projections 2025–35 — Employment by detailed occupation, 2025 and projected 2035

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
33201통계‧데이터 사무원范围相同已确认
33209그 외 통계‧데이터 관련 사무원本职业范围更宽已确认

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 3314Statistical, Mathematical and Related Associate Professionals

    统计、数学及有关助理专业人员

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。

Statistical, mathematical and related associate professionals assist in planning the collection, processing and presentation of statistical, mathematical or actuarial data and in carrying out these operations, usually working under the guidance of statisticians, mathematicians and actuaries.

任务

  • (a) assisting in planning and performing statistical, mathematical, actuarial and related calculations;
  • (b) preparing detailed estimates of quantities and costs of materials and labour required for statistical census and survey operations;
  • (c) performing technical tasks connected with establishing, maintaining and using registers and sampling frames for census and survey operations;
  • (d) performing technical tasks connected with data collection and quality control operations in censuses and surveys;
  • (e) using standard computer software packages to perform mathematical, actuarial, statistical, accounting and related calculations;
  • (f) preparing statistical, mathematical, actuarial, accounting and other results for presentation in graphical or tabular form;
  • (g) applying knowledge of statistical, mathematical, actuarial, accounting and related principles and practices in order to identify and solve problems arising in the course of their work;
  • (h) supervising the work of statistical clerks.

职业示例

Actuarial assistant · Mathematical assistant · Statistical assistant

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。

  • statistical assistantESCO 3314.2范围相同

    Statistical assistants collect data and use statistical formulas to execute statistical studies and create reports. They create charts, graphs and surveys.

  • actuarial assistantESCO 3314.1本职业范围更宽

    Actuarial assistants perform statistical data research in order to set premium rates and insurance policies. They review the possibility of accidents, injuries and property damage by using statistical formulas and models.

  • statisticianESCO 2120.6有重叠，但不相同

    Statisticians collect, tabulate, and, most importantly, analyse quantitative information coming from a varied array of fields. They interpret and analyse statistical studies on fields such as health, demographics, finance, business, etc. and advise based on patterns and drawn analysis.

来源: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)

许可: CC BY 4.0 (EU Reuse Notice)

查看原文

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
C1120Conseiller / Conseillère en études actuarielles相关，但不对应暂定
M1403Chargé / Chargée d'études socio-économiques相关，但不对应暂定
M1414Ingénieur statisticien / Ingénieure statisticienne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
3404Profesionales de apoyo en servicios estadísticos, matemáticos y afines本职业范围更窄
4113Empleados de oficina de servicios estadísticos, financieros y bancarios相关，但不对应

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
41114Berufe in der Statistik - hoch komplexe Tätigkeiten相关，但不对应

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
259その他の一般事務従事者本职业范围更窄

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