Skincare Specialists
Personal Care and Service Occupations- O*NET-SOC 代码
- 39-5094.00
Provide skincare treatments to face and body to enhance an individual's appearance. Includes electrologists and laser hair removal specialists.
- 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
0.000
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
0.18
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 12 项工作已评分任务 18 项 · β ≥ 0.5 的任务 6 项(33.3%)
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 % | APIRaw / share % |
|---|---|---|
Advise clients about colors and types of makeup and instruct them in makeup application techniques.39-5094.00 | 0.004847.5 | —0 |
Determine which products or colors will improve clients' skin quality and appearance.39-5094.00 | 0.003332.7 | —0 |
Examine clients' skin, using magnifying lamps or visors when necessary, to evaluate skin condition and appearance.39-5094.00 | 0.002019.8 | —0 |
Remove body and facial hair by applying wax. | —0 | 0.002238.2 |
Treat the facial skin to maintain and improve its appearance, using specialized techniques and products, such as peels and masks. | —0 | 0.001730.9 |
Provide facial and body massages. | —0 | 0.001730.9 |
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 |
|---|---|
Keep records of client needs and preferences and the services provided.O*NET Task ID 8070 | 1.0 |
Examine clients' skin, using magnifying lamps or visors when necessary, to evaluate skin condition and appearance.O*NET Task ID 8072 | 0.5 |
Determine which products or colors will improve clients' skin quality and appearance.O*NET Task ID 8077 | 0.5 |
Advise clients about colors and types of makeup and instruct them in makeup application techniques.O*NET Task ID 8082 | 0.5 |
Sell makeup to clients.O*NET Task ID 8083 | 0.5 |
Stay abreast of latest industry trends, products, research, and treatments.O*NET Task ID 20258 | 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(18 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 |
|---|---|
| Sterilize equipment and clean work areas. | 核心 |
| Keep records of client needs and preferences and the services provided. | 核心 |
| Demonstrate how to clean and care for skin properly and recommend skin-care regimens. | 核心 |
| Examine clients' skin, using magnifying lamps or visors when necessary, to evaluate skin condition and appearance. | 核心 |
| Select and apply cosmetic products, such as creams, lotions, and tonics. | 核心 |
| Cleanse clients' skin with water, creams, or lotions. | 核心 |
| Treat the facial skin to maintain and improve its appearance, using specialized techniques and products, such as peels and masks. | 核心 |
| Refer clients to medical personnel for treatment of serious skin problems. | 核心 |
| Determine which products or colors will improve clients' skin quality and appearance. | 核心 |
| Perform simple extractions to remove blackheads. | 核心 |
| Provide facial and body massages. | 核心 |
| Remove body and facial hair by applying wax. | 核心 |
| Apply chemical peels to reduce fine lines and age spots. | 核心 |
| Tint eyelashes and eyebrows. | 核心 |
| Stay abreast of latest industry trends, products, research, and treatments. | 核心 |
| Advise clients about colors and types of makeup and instruct them in makeup application techniques. | 补充 |
| Sell makeup to clients. | 补充 |
| Collaborate with plastic surgeons and dermatologists to provide patients with preoperative and postoperative skin care. | 补充 |
0.12/ 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 |
|---|---|
| Sterilize equipment and clean work areas. | E0 机器人不可 |
| Examine clients' skin, using magnifying lamps or visors when necessary, to evaluate skin condition and appearance. | E2 受管理的设施 |
| Select and apply cosmetic products, such as creams, lotions, and tonics. | E0 机器人不可 |
| Cleanse clients' skin with water, creams, or lotions. | E0 机器人不可 |
| Treat the facial skin to maintain and improve its appearance, using specialized techniques and products, such as peels and masks. | E0 机器人不可 |
| Perform simple extractions to remove blackheads. | E0 机器人不可 |
| Provide facial and body massages. | E0 机器人不可 |
| Remove body and facial hair by applying wax. | E0 机器人不可 |
| Apply chemical peels to reduce fine lines and age spots. | E0 机器人不可 |
| Collaborate with plastic surgeons and dermatologists to provide patients with preoperative and postoperative skin care. | E0 机器人不可 |
| Tint eyelashes and eyebrows. | E0 机器人不可 |
职业信息
就业展望(BLS)
- 就业人数,2025
- 104K
- 预计就业人数,2035
- 113K
- 变化 (2025–35)
- +8.8%
- 年薪中位数,2025
- $45,330
- 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 |
|---|---|---|---|
| 43141 | 피부 관리사 | 范围相同 | 已确认 |
| 43149 | 그 외 피부 및 체형 관리 종사원 | 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 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。
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。
Beauticians and related workers, give facial and body beauty treatments, apply cosmetics and make-up and give other kinds of treatment to individuals in order to improve their appearance.
任务
- (a) cleaning and applying creams, lotions and related products to face and other parts of the body;
- (b) giving facial and body massage;
- (c) applying make-up to clients of a beauty parlour or to actors and other performers;
- (d) cleaning, shaping and polishing finger- and toe-nails and treating ailments of the human foot such as corns, calluses or deformed toe-nails;
- (e) attending to clients taking baths and administering elementary massage;
- (f) using waxing, sugaring and depilation techniques to remove unwanted bodily hair;
- (g) advising clients on diet and exercise to assist in weight loss and slimming;
- (h) arranging appointments and collecting payments.
职业示例
Bath attendant · Beautician · Make-up artist · Manicurist · Pedicurist · Slimming consultant
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范围相同
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.
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 |
|---|---|---|
| D1208 | Esthéticien / Esthéticienne | 范围相同暂定 |
| D1237 | Socio-esthéticien / Socio-esthéticienne | 本职业范围更宽暂定 |
| D1231 | Responsable espace bien-être | 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 |
|---|---|---|
| 5812 | Especialistas en tratamientos de estética, bienestar y afines | 本职业范围更窄暂定 |
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 |
|---|---|---|
| 82322 | Berufe in der Kosmetik - fachlich ausgerichtete Tätigkeiten | 本职业范围更窄 |
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 |
|---|---|---|
| 383 | 美容サービス従事者(美容師を除く) | 本职业范围更窄暂定 |
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