O*NET-SOC code
11-2022.00

Plan, direct, or coordinate the actual distribution or movement of a product or service to the customer. Coordinate sales distribution by establishing sales territories, quotas, and goals and establish training programs for sales representatives. Analyze sales statistics gathered by staff to determine sales potential and inventory requirements and monitor the preferences of customers.

  • Data source: BLSPublished: 2026-08

    High· 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

    0.043

    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

    0.41

    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 2 hidden tasks

17 rated tasks · 15 tasks with β ≥ 0.5 (88.2%)

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
Resolve customer complaints regarding sales and service.

O*NET Task ID 1

0.5
Monitor customer preferences to determine focus of sales efforts.

O*NET Task ID 2

0.5
Direct and coordinate activities involving sales of manufactured products, services, commodities, real estate, or other subjects of sale.

O*NET Task ID 3

0.5
Determine price schedules and discount rates.

O*NET Task ID 4

0.5
Review operational records and reports to project sales and determine profitability.

O*NET Task ID 5

0.5
Direct, coordinate, and review sales and service accounting and record-keeping, as well as receiving and shipping.

O*NET Task ID 6

0.5
Confer or consult with department heads to plan advertising services and to secure information on equipment and customer specifications.

O*NET Task ID 7

0.5
Advise dealers and distributors on policies and operating procedures to ensure functional effectiveness of business.

O*NET Task ID 8

0.5
Prepare budgets and approve budget expenditures.

O*NET Task ID 9

0.5
Plan and direct staffing, training, and performance evaluations to develop and control sales and service programs.

O*NET Task ID 11

0.5
Confer with potential customers regarding equipment needs, and advise customers on types of equipment to purchase.

O*NET Task ID 13

0.5
Oversee regional and local sales managers and their staffs.

O*NET Task ID 14

0.5
Direct clerical staff to keep records of export correspondence, bid requests, and credit collections, and to maintain current information on tariffs, licenses, and restrictions.

O*NET Task ID 15

0.5
Direct foreign sales and service outlets of an organization.

O*NET Task ID 16

0.5
Assess marketing potential of new and existing store locations, considering statistics and expenditures.

O*NET Task ID 17

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 (17)

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
Resolve customer complaints regarding sales and service.Core
Monitor customer preferences to determine focus of sales efforts.Core
Direct and coordinate activities involving sales of manufactured products, services, commodities, real estate, or other subjects of sale.Core
Determine price schedules and discount rates.Core
Review operational records and reports to project sales and determine profitability.Core
Direct, coordinate, and review sales and service accounting and record-keeping, as well as receiving and shipping.Core
Confer or consult with department heads to plan advertising services and to secure information on equipment and customer specifications.Core
Advise dealers and distributors on policies and operating procedures to ensure functional effectiveness of business.Core
Prepare budgets and approve budget expenditures.Core
Represent company at trade association meetings to promote products.Core
Plan and direct staffing, training, and performance evaluations to develop and control sales and service programs.Core
Visit franchised dealers to stimulate interest in establishment or expansion of leasing programs.Core
Confer with potential customers regarding equipment needs, and advise customers on types of equipment to purchase.Core
Oversee regional and local sales managers and their staffs.Core
Direct clerical staff to keep records of export correspondence, bid requests, and credit collections, and to maintain current information on tariffs, licenses, and restrictions.Core
Direct foreign sales and service outlets of an organization.Supplemental
Assess marketing potential of new and existing store locations, considering statistics and expenditures.Supplemental

Occupation information

Employment outlook (BLS)

Employment, 2025
650K
Projected employment, 2035
679K
Change (2025–35)
+4.5%
Median annual wage, 2025
$148,270
Typical education needed for entry
Bachelor's degree
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
15111영업 관련 관리자This occupation is broaderconfirmed
15112판매 관련 관리자This occupation is broaderconfirmed
15113무역 관련 관리자Overlapping, not the sameconfirmed
13201보험 관리자Related, not a matchconfirmed

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 1221Sales and Marketing Managers

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

Sales and marketing managers plan, direct and coordinate the sales and marketing activities of an enterprise or organization, or of enterprises that provide sales and marketing services to other enterprises and organizations.

Tasks

  • (a) planning and organizing special sales and marketing programmes based on sales records and market assessments;
  • (b) determining price lists, discount and delivery terms, sales promotion budgets, sales methods, special incentives and campaigns;
  • (c) establishing and directing operational and administrative procedures related to sales and marketing activities;
  • (d) leading and managing the activities of sales and marketing staff;
  • (e) planning and directing daily operations;
  • (f) establishing and managing budgets and controlling expenditure to ensure the efficient use of resources;
  • (g) overseeing the selection, training and performance of staff;
  • (h) representing the enterprise or organization at sales and marketing conventions, trade exhibitions and other forums.

Example occupations

Marketing manager · Sales manager

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.

  • sales managerESCO 1221.3.2.1Same scope

    Sales managers develop sales and targeting strategies for a company. They manage sales teams, allocate sales resources based on the plans, prioritise and follow up on critical leads, develop sales pitches and adjust them over time, and maintain a sales platform to track all leads and sales.

  • auction house managerESCO 1221.1This occupation is broader

    Auction house managers are responsible for the staff and activities in an auction house. Moreover, they manage the finances and marketing aspects of the auction house.

  • category managerESCO 1221.3.2.1.1This occupation is broader

    Category managers define the sales programme for specific product groups. They research market demands and newly supplied products.

  • motor vehicle aftersales managerESCO 1221.3.2.1.3This occupation is broader

    Motor vehicle aftersales managers maximise sales by closing business on an ongoing basis. They negotiate with existing clients for contract renewals. They maintain contracts, deal with claims, manage warranty, and investigate damages on products.

  • movie distributorESCO 1324.5This occupation is broader

    Movie distributors are responsible for the coordination of the distribution of motion pictures and television series. They also oversee the sale of these movies on DVD, Blu ray and on other media.

  • trade regional managerESCO 1420.6This occupation is broader

    Trade regional managers are responsible for activities and staff in an assigned region for a specific chain of stores.

  • online sales channel managerESCO 1221.3.2.1.4Overlapping, not the same

    Online sales channel managers define the sales programme for e-commerces such as goods sold via e-mail, internet and social media. They also assist in planning the of the online sales strategy and identifying marketing opportunities. Online sales channel managers also analyse competitor sites, review the site performance and analytics.

  • promotion managerESCO 1221.3.3Overlapping, not the same

    Promotion managers plan and implement the implementation of promotional programs in the point-of-sale of products. They coordinate all efforts from personnel, below-the-line (BTL) advertising material, and conventional advertising efforts in order to raise awareness of a specific promotion.

  • sales account managerESCO 1420.3Overlapping, not the same

    Sales account managers serve as intermediators between clients and the organisation, managing both sales and long term relations with the client. They have knowledge about products and services and develop contracts with customers.

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
D1406Directeur / Directrice des ventesSame scopeprovisional
C1118Responsable de secteur en assurancesThis occupation is broader
D1411Responsable Efficacité Commerciale (SFE) en industrie pharmaceutiqueThis occupation is broader
D1414Responsable de zone internationaleThis occupation is broaderprovisional
D1417Chef / Cheffe des ventesThis occupation is broaderprovisional
H1512Directeur / Directrice de zone en industrie pharmaceutiqueThis occupation is broaderprovisional
M1707Responsable du développement commercialThis occupation is broaderprovisional
M1715Directeur commercial / Directrice commercialeThis occupation is broaderprovisional
D1517Chef / Cheffe de secteur distributionRelated, not a match
M1708Directeur / Directrice de l'accès au marché en industrie pharmaceutiqueRelated, not a match

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
1221Directores comerciales y de ventasThis 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
61194Führungskräfte - Einkauf und VertriebThis occupation is narrower
61294Führungskräfte - HandelThis occupation is broaderprovisional
62194Führungskräfte - VerkaufRelated, not a match
43294Führungskräfte - IT-Systemanalyse, IT-Anwendungsberatung und IT-VertriebRelated, not a matchprovisional
61204Kaufleute im Handel (ohne Spezialisierung) - hoch komplexe TätigkeitenRelated, not a matchprovisional
61214Kaufleute im Groß- und Außenhandel - hoch komplexe TätigkeitenRelated, not a matchprovisional
61284Kaufleute im Handel (sonstige spezifische Tätigkeitsangabe) - hoch komplexe TätigkeitenRelated, not a matchprovisional

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
031会社管理職員This occupation is narrower

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)

Recent Changes Related to This Occupation

Summaries and relation labels are AI Changing Work's own; check any figures against the linked source.

  • Related Anthropic Economic Index report (Mar 2026): business sales and outreach automation (B2B lead qualification, cold-email drafting) and automated trading were two API workflows whose share at least doubled in three months. Tasks tied to Management occupations rose from 3% to 5% of Claude.ai traffic.

    [Source: Anthropic Economic Index (March 2026)]

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