O*NET-SOC code
39-5094.00

Provide skincare treatments to face and body to enhance an individual's appearance. Includes electrologists and laser hair removal specialists.

  • Data source: BLSPublished: 2026-08

    Moderate· relative

    LowFour relative bandsVery high

    Group-level value

    Scale, basis and source

    Four relative bands (Low / Moderate / High / Very high)

    831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band

    Source dataset (XLSX download)

  • Data source: AnthropicPublished: 2026-03

    0.000

    0.000Range of values carried here0.745
    Scale, basis and source

    Observed exposure index, 0–1 as published

    Mapped onto O*NET tasks

    Published per SOC 2018 occupation; every O*NET occupation with the same SOC 2018 code carries this value

    Source dataset (CSV download)

  • Data source: ILOPublished: 2025

    0.18

    0.09Range of values carried here0.70

    Group-level value

    Scale, basis and source

    Generative AI exposure index, 0–1 as published

    Published per ISCO-08 unit group. Linked to this occupation, wholly or in part, by applying U.S. Bureau of Labor Statistics crosswalks (ISCO-08 to 2010 SOC, 2010 SOC to 2018 SOC) as published

    Source dataset (PDF download)

What kind of figure this source publishes

The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.

Task-level exposure

Show 12 hidden tasks

18 rated tasks · 6 tasks with β ≥ 0.5 (33.3%)

β = direct exposure (E1) + 0.5 × exposure when tools are available (E2), per the source repository's definition.

  • Source unit: O*NET 27.2 tasks → O*NET 31.0 occupation code
  • All rated tasks are in the O*NET 31.0 task list.
Source
OpenAI "GPTs are GPTs" exposure rubric
Release
gh-main-0471612
License
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
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®, Eloundou et al. (2023): see full notices on the Credits page

All O*NET 31.0 task statements (18)

All O*NET 31.0 task statements for this occupation (English, as published; task type core or supplemental). Exposure values are not listed here; they are in the table above, next to each task statement as worded in the O*NET version each source used.

Task (O*NET 31.0)Type
Sterilize equipment and clean work areas.Core
Keep records of client needs and preferences and the services provided.Core
Demonstrate how to clean and care for skin properly and recommend skin-care regimens.Core
Examine clients' skin, using magnifying lamps or visors when necessary, to evaluate skin condition and appearance.Core
Select and apply cosmetic products, such as creams, lotions, and tonics.Core
Cleanse clients' skin with water, creams, or lotions.Core
Treat the facial skin to maintain and improve its appearance, using specialized techniques and products, such as peels and masks.Core
Refer clients to medical personnel for treatment of serious skin problems.Core
Determine which products or colors will improve clients' skin quality and appearance.Core
Perform simple extractions to remove blackheads.Core
Provide facial and body massages.Core
Remove body and facial hair by applying wax.Core
Apply chemical peels to reduce fine lines and age spots.Core
Tint eyelashes and eyebrows.Core
Stay abreast of latest industry trends, products, research, and treatments.Core
Advise clients about colors and types of makeup and instruct them in makeup application techniques.Supplemental
Sell makeup to clients.Supplemental
Collaborate with plastic surgeons and dermatologists to provide patients with preoperative and postoperative skin care.Supplemental

Occupation information

Employment outlook (BLS)

Employment, 2025
104K
Projected employment, 2035
113K
Change (2025–35)
+8.8%
Median annual wage, 2025
$45,330
Typical education needed for entry
Postsecondary nondegree award
lowest $30,890median wage across 825 detailed occupations, BLS EP 2025–35highest $559,030

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

Korea classification links (KSCO)

Links from the current release of the Korea Occupation Direct Crosswalk v1.1, made by AI Changing Work. Relation values are read from the O*NET-SOC occupation side.

KSCO codeKSCO titleRelationStatus
43141피부 관리사Same scopeconfirmed
43149그 외 피부 및 체형 관리 종사원This occupation is broaderconfirmed

Relation and status definitions(kr-direct v1.1)

ILO occupational description

AI Changing Work links the ISCO-08 unit groups below to this occupation by applying the U.S. Bureau of Labor Statistics crosswalks (2018 SOC to 2010 SOC, 2010 SOC to ISCO-08) as published, without case-by-case selection; each link may be whole or partial.

  • ISCO-08 5142Beauticians and Related Workers

The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.

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.

Tasks

  • (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.

Example occupations

Bath attendant · Beautician · Make-up artist · Manicurist · Pedicurist · Slimming consultant

Sources: ILO ISCO-08 — details: Credits

ESCO occupational vocabulary

Each entry below is matched to this occupation in the published ESCO-O*NET Crosswalk (version 1, 2022). The match types are that crosswalk's; the wording is AI Changing Work's.

  • aestheticianESCO 5142.1Same scope

    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 5142.3This occupation is broader

    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.

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

License: CC BY 4.0 (EU Reuse Notice)

View original

ESCO reuse terms and the modification notice are in Credits.

France classification links (ROME)

AI Changing Work's links between this occupation and ROME 4.0 job profiles, judged with AI models. Relations are read from this occupation's side. Links marked “provisional” were adopted on the judgments of two judges from the same model family (Claude) alone, or by an operator rule applied to their judgments, so they rest on weaker evidence than confirmed links.

ROME codeROME title (French)Relation
D1208Esthéticien / EsthéticienneSame scopeprovisional
D1237Socio-esthéticien / Socio-esthéticienneThis occupation is broaderprovisional
D1231Responsable espace bien-êtreRelated, not a matchprovisional

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)

Spain classification links (CNO-11)

AI Changing Work's links between this occupation and CNO-11 occupations, judged with AI models. Relations are read from this occupation's side.

CNO-11 codeCNO-11 title (Spanish)Relation
5812Especialistas en tratamientos de estética, bienestar y afinesThis occupation is narrowerprovisional

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)

Germany classification links (KldB)

AI Changing Work's links between this occupation and KldB occupations, judged with AI models. Relations are read from this occupation's side.

KldB codeKldB title (German)Relation
82322Berufe in der Kosmetik - fachlich ausgerichtete TätigkeitenThis occupation is narrower

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)

Japan classification links (JSCO)

AI Changing Work's links between this occupation and JSCO occupations, judged with AI models. Relations are read from this occupation's side.

JSCO codeJSCO title (Japanese)Relation
383美容サービス従事者(美容師を除く)This occupation is narrowerprovisional

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)

Sources, licenses and AI Changing Work's modification and translation notices for this page: Credits & sources