Hairdressers, Hairstylists, and Cosmetologists
Personal Care and Service Occupations- O*NET-SOC 代码
- 39-5012.00
Provide beauty services, such as cutting, coloring, and styling hair, and massaging and treating scalp. May shampoo hair, apply makeup, dress wigs, remove hair, and provide nail and skincare services.
- 数据来源: BLS发布时间: 2026-08
中等· 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
0.030
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
0.17–0.18· ISCO-08 职业组 2 个
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。
各关联 ISCO-08 职业组的 ILO 数值
- ISCO-08 5141Hairdressers0.17
- ISCO-08 5142Beauticians and Related Workers0.18
Task-level exposure
仅显示有暴露的工作已评分任务 23 项 · β ≥ 0.5 的任务 2 项(8.7%)
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
- 已评分任务中有 3 项不在 O*NET 31.0 任务列表中,其分数按 O*NET 27.2 的发布值保留。
- 来源
- OpenAI "GPTs are GPTs" exposure rubric
- 版本
- gh-main-0471612
- 许可
- MIT License, Copyright (c) 2024 OpenAI
| Task (O*NET 30.2) | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Analyze patrons' hair and other physical features to determine and recommend beauty treatment or suggest hair styles.39-5012.00 | 0.010050.0 | 0.00000.0 |
Recommend and explain the use of cosmetics, lotions, and creams to soften and lubricate skin and enhance and restore natural appearance.39-5012.00 | 0.010050.0 | 0.00000.0 |
Schedule client appointments.39-5012.00 | 0.00000.0 | 0.0200100.0 |
Update and maintain customer information records, such as beauty services provided.39-5012.00 | 0.00000.0 | 0.00000.0 |
| Not observed on any surface — 18 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. | ||
Keep work stations clean and sanitize tools, such as scissors and combs. | —0 | —0 |
Cut, trim and shape hair or hairpieces, based on customers' instructions, hair type, and facial features, using clippers, scissors, trimmers and razors. | —0 | —0 |
Bleach, dye, or tint hair, using applicator or brush. | —0 | —0 |
Shampoo, rinse, condition, and dry hair and scalp or hairpieces with water, liquid soap, or other solutions. | —0 | —0 |
Operate cash registers to receive payments from patrons. | —0 | —0 |
Demonstrate and sell hair care products and cosmetics. | —0 | —0 |
Develop new styles and techniques. | —0 | —0 |
Apply water or setting, straightening or waving solutions to hair, and use curlers, rollers, hot combs and curling irons to press and curl hair. | —0 | —0 |
Comb, brush, and spray hair or wigs to set style. | —0 | —0 |
Shape eyebrows and remove facial hair, using depilatory cream, tweezers, electrolysis or wax. | —0 | —0 |
Shave, trim, and shape beards and moustaches. | —0 | —0 |
Order, display, and maintain supplies. | —0 | —0 |
Administer therapeutic medication and advise patron to seek medical treatment for chronic or contagious scalp conditions. | —0 | —0 |
Massage and treat scalp for hygienic and remedial purposes, using hands, fingers, or vibrating equipment. | —0 | —0 |
Train or supervise other hairstylists, hairdressers, and assistants. | —0 | —0 |
Give facials to patrons, using special compounds, such as lotions and creams. | —0 | —0 |
Clean, shape, and polish fingernails and toenails, using files and nail polish. | —0 | —0 |
Attach wigs or hairpieces to model heads and dress wigs and hairpieces according to instructions, samples, sketches or photographs. | —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 |
|---|---|
Update and maintain customer information records, such as beauty services provided.O*NET Task ID 640 | 1.0 |
Schedule client appointments.O*NET Task ID 638 | 0.5 |
Keep work stations clean and sanitize tools, such as scissors and combs.O*NET Task ID 635 | 0.0 |
Cut, trim and shape hair or hairpieces, based on customers' instructions, hair type, and facial features, using clippers, scissors, trimmers and razors.O*NET Task ID 636 | 0.0 |
Analyze patrons' hair and other physical features to determine and recommend beauty treatment or suggest hair styles.O*NET Task ID 637 | 0.0 |
Bleach, dye, or tint hair, using applicator or brush.O*NET Task ID 639 | 0.0 |
Shampoo, rinse, condition, and dry hair and scalp or hairpieces with water, liquid soap, or other solutions.O*NET Task ID 641 | 0.0 |
Operate cash registers to receive payments from patrons.O*NET Task ID 642 | 0.0 |
Demonstrate and sell hair care products and cosmetics.O*NET Task ID 643 | 0.0 |
Develop new styles and techniques.O*NET Task ID 644 | 0.0 |
Apply water or setting, straightening or waving solutions to hair, and use curlers, rollers, hot combs and curling irons to press and curl hair.O*NET Task ID 645 | 0.0 |
Comb, brush, and spray hair or wigs to set style.O*NET Task ID 646 | 0.0 |
Shape eyebrows and remove facial hair, using depilatory cream, tweezers, electrolysis or wax.O*NET Task ID 647 | 0.0 |
Administer therapeutic medication and advise patron to seek medical treatment for chronic or contagious scalp conditions.O*NET Task ID 648 | 0.0 |
Massage and treat scalp for hygienic and remedial purposes, using hands, fingers, or vibrating equipment.O*NET Task ID 649 | 0.0 |
Shave, trim, and shape beards and moustaches.O*NET Task ID 650 | 0.0 |
Train or supervise other hairstylists, hairdressers, and assistants.O*NET Task ID 651 | 0.0 |
Recommend and explain the use of cosmetics, lotions, and creams to soften and lubricate skin and enhance and restore natural appearance.O*NET Task ID 652 | 0.0 |
Give facials to patrons, using special compounds, such as lotions and creams.O*NET Task ID 653 | 0.0 |
Clean, shape, and polish fingernails and toenails, using files and nail polish.O*NET Task ID 654 | 0.0 |
Apply artificial fingernails.O*NET Task ID 655 | 0.0 |
Attach wigs or hairpieces to model heads and dress wigs and hairpieces according to instructions, samples, sketches or photographs.O*NET Task ID 656 | 0.0 |
Order, display, and maintain supplies.O*NET Task ID 20899 | 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 全部任务(20 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 |
|---|---|
| Keep work stations clean and sanitize tools, such as scissors and combs. | 核心 |
| Cut, trim and shape hair or hairpieces, based on customers' instructions, hair type, and facial features, using clippers, scissors, trimmers and razors. | 核心 |
| Analyze patrons' hair and other physical features to determine and recommend beauty treatment or suggest hair styles. | 核心 |
| Schedule client appointments. | 核心 |
| Bleach, dye, or tint hair, using applicator or brush. | 核心 |
| Update and maintain customer information records, such as beauty services provided. | 核心 |
| Shampoo, rinse, condition, and dry hair and scalp or hairpieces with water, liquid soap, or other solutions. | 核心 |
| Demonstrate and sell hair care products and cosmetics. | 核心 |
| Develop new styles and techniques. | 核心 |
| Apply water or setting, straightening or waving solutions to hair, and use curlers, rollers, hot combs and curling irons to press and curl hair. | 核心 |
| Comb, brush, and spray hair or wigs to set style. | 核心 |
| Massage and treat scalp for hygienic and remedial purposes, using hands, fingers, or vibrating equipment. | 核心 |
| Shave, trim, and shape beards and moustaches. | 核心 |
| Order, display, and maintain supplies. | 核心 |
| Operate cash registers to receive payments from patrons. | 补充 |
| Shape eyebrows and remove facial hair, using depilatory cream, tweezers, electrolysis or wax. | 补充 |
| Administer therapeutic medication and advise patron to seek medical treatment for chronic or contagious scalp conditions. | 补充 |
| Train or supervise other hairstylists, hairdressers, and assistants. | 补充 |
| Recommend and explain the use of cosmetics, lotions, and creams to soften and lubricate skin and enhance and restore natural appearance. | 补充 |
| Attach wigs or hairpieces to model heads and dress wigs and hairpieces according to instructions, samples, sketches or photographs. | 补充 |
0.36/ 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 |
|---|---|
| Keep work stations clean and sanitize tools, such as scissors and combs. | E1 机器人专用设施 |
| Cut, trim and shape hair or hairpieces, based on customers' instructions, hair type, and facial features, using clippers, scissors, trimmers and razors. | E0 机器人不可 |
| Bleach, dye, or tint hair, using applicator or brush. | E0 机器人不可 |
| Shampoo, rinse, condition, and dry hair and scalp or hairpieces with water, liquid soap, or other solutions. | E2 受管理的设施 |
| Operate cash registers to receive payments from patrons. | E2 受管理的设施 |
| Develop new styles and techniques. | E0 机器人不可 |
| Apply water or setting, straightening or waving solutions to hair, and use curlers, rollers, hot combs and curling irons to press and curl hair. | E0 机器人不可 |
| Comb, brush, and spray hair or wigs to set style. | E0 机器人不可 |
| Shape eyebrows and remove facial hair, using depilatory cream, tweezers, electrolysis or wax. | E0 机器人不可 |
| Shave, trim, and shape beards and moustaches. | E0 机器人不可 |
| Order, display, and maintain supplies. | E1 机器人专用设施 |
| Administer therapeutic medication and advise patron to seek medical treatment for chronic or contagious scalp conditions. | E0 机器人不可 |
| Massage and treat scalp for hygienic and remedial purposes, using hands, fingers, or vibrating equipment. | E2 受管理的设施 |
| Give facials to patrons, using special compounds, such as lotions and creams. | E0 机器人不可 |
| Clean, shape, and polish fingernails and toenails, using files and nail polish. | E0 机器人不可 |
| Attach wigs or hairpieces to model heads and dress wigs and hairpieces according to instructions, samples, sketches or photographs. | E0 机器人不可 |
职业信息
就业展望(BLS)
- 就业人数,2025
- 595K
- 预计就业人数,2035
- 641K
- 变化 (2025–35)
- +7.7%
- 年薪中位数,2025
- $35,790
- 入职通常所需学历
- Postsecondary nondegree award
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 |
|---|---|---|---|
| 43120 | 미용사 | 范围相同 | 已确认 |
| 43151 | 메이크업 아티스트 | 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 5141Hairdressers
理发师
- ISCO-08 5142Beauticians and Related Workers
美容师及有关人员
自行翻译
自行翻译 · 非 ISCO 官方词汇 — 未经国际劳工组织审核。
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。
- aestheticianESCO 5142.1本职业范围更宽
Aestheticians offer skin care treatments. They apply various facial treatments according to their clients' needs and skin type, such as lotions, scrubs, peels and masks, in order to maintain the skin healthy and attractive. Aestheticians may also give neck massages and body treatments such as wraps. Aestheticians remove unwanted hair on different body parts like eyebrows, upper lip or the bikini area. They perform facial massage and apply make-up for various occasions.
- hair removal technicianESCO 5142.3本职业范围更宽
Hair removal technicians provide cosmetic services to their clients by removing unwanted hair on various body parts. They can use different techniques for temporary hair removal, such as epilation and depilation techniques, or permanent hair removal methods, such as electrolysis or intense pulsed light.
- hairdresserESCO 5141.1本职业范围更宽
Hairdressers offer beauty services such as cutting, colouring, bleaching, permanent waving and styling clients' hair. They ask their clients about their hairstyle preferences in order to provide customised services. Hairdressers use clippers, scissors and razors. They provide hair and scalp treatments and shampoo, condition and rinse hair.
- manicuristESCO 5142.6本职业范围更宽
Manicurists provide fingernail care. They clean, cut and shape the nails, remove cuticles and apply polish. Manicurists apply artificial fingernails and other decorative items on nails. They advice on nail and hand care and sell specialised products.
- pedicuristESCO 5142.8本职业范围更宽
Pedicurists offer cosmetic treatment and care for their clients' feet and toenails. They cut and shape toenails, give footbaths and exfoliation treatments and apply nail polish.
- performance hairdresserESCO 5141.1.4本职业范围更宽
Performance hairdressers assist and support artists before, during and after the performance to ensure the hairdressing is in line with the artistic vision of the stage director and the artistic team. They maintain, check and repair wigs and assist with quick changes.
- wig and hairpiece makerESCO 7531.6有重叠,但不相同
Wig and hairpiece makers create adapt and maintain hair prostheses for use in live performance. They work from sketches, pictures and artistic visions combined with knowledge of the human body to ensure the wearer maximum range of movement. They work in close cooperation with the designers.
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 |
|---|---|---|
| D1202 | Coiffeur / Coiffeuse | 范围相同暂定 |
| D1217 | Socio-coiffeur / Socio-coiffeuse | 本职业范围更宽暂定 |
| L1516 | Coiffeur / Coiffeuse spectacle | 本职业范围更宽暂定 |
| L1517 | Chef coiffeur / Cheffe coiffeuse spectacle | 本职业范围更宽暂定 |
| D1241 | Conseiller / Conseillère en image personnelle | 相关,但不对应 |
| D1208 | Esthéticien / Esthéticienne | 相关,但不对应暂定 |
| D1215 | Posticheur / Posticheuse | 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 |
|---|---|---|
| 5811 | Peluqueros | 范围相同 |
| 5812 | Especialistas en tratamientos de estética, bienestar y afines | 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 |
|---|---|---|
| 82312 | Berufe im Friseurgewerbe - fachlich ausgerichtete Tätigkeiten | 范围相同 |
| 82322 | Berufe in der Kosmetik - fachlich ausgerichtete 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 |
|---|---|---|
| 382 | 美容師 | 范围相同暂定 |
| 383 | 美容サービス従事者(美容師を除く) | 相关,但不对应暂定 |
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)
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