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
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.
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
βE1 + 0.5 × E2
Organize material and complete writing assignment according to set standards regarding order, clarity, conciseness, style, and terminology.Details
O*NET Task ID 3966
1.0
Maintain records and files of work and revisions.Details
O*NET Task ID 3967
1.0
Edit, standardize, or make changes to material prepared by other writers or establishment personnel.Details
O*NET Task ID 3968
1.0
Review published materials and recommend revisions or changes in scope, format, content, and methods of reproduction and binding.Details
O*NET Task ID 3970
1.0
Observe production, developmental, and experimental activities to determine operating procedure and detail.Details
O*NET Task ID 3974
1.0
Arrange for typing, duplication, and distribution of material.Details
O*NET Task ID 3975
1.0
Develop or maintain online help documentation.Details
O*NET Task ID 20243
1.0
Select photographs, drawings, sketches, diagrams, and charts to illustrate material.Details
O*NET Task ID 3971
0.5
Study drawings, specifications, mockups, and product samples to integrate and delineate technology, operating procedure, and production sequence and detail.Details
O*NET Task ID 3972
0.5
Interview production and engineering personnel and read journals and other material to become familiar with product technologies and production methods.Details
O*NET Task ID 3973
0.5
Assist in laying out material for publication.Details
O*NET Task ID 3976
0.5
Analyze developments in specific field to determine need for revisions in previously published materials and development of new material.Details
O*NET Task ID 3977
0.5
Review manufacturer's and trade catalogs, drawings and other data relative to operation, maintenance, and service of equipment.Details
O*NET Task ID 3978
0.5
Draw sketches to illustrate specified materials or assembly sequence.Details
O*NET Task ID 3979
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
Occupation information
ILO occupational description
Authors and Related Writers
Authors and related writers plan, research and write books, scripts, storyboards, plays, essays, speeches, manuals, specifications and other non-journalistic articles (excluding material for newspapers, magazines and other periodicals) for publication or presentation.
Tasks
(a) conceiving, writing and editing novels, plays, scripts, poetry and other material for publication or presentation;
(b) conducting research to establish factual content and to obtain other necessary information;
(c) writing scripts and continuities and preparing programmes for stage, film, radio and television productions;
(d) analysing material, such as specifications, notes and drawings, and creating manuals, instructions for use, user guides and other documents to explain clearly and concisely the installation, operation and maintenance of software, electronic, mechanical and other equipment;
(e) writing brochures, handbooks and similar technical publications;
(f) selecting material for publication, checking style, grammar and accuracy of content, arranging for any necessary revisions and checks proof copies before printing.
Book editors find manuscripts that can be published. They review texts from writers to evaluate the commercial potential or they ask writers to take on projects that the publishing company wishes to publish. Book editors maintain good relationships with writers.
dramaturgeESCO 2641.2
Dramaturges read new plays and works and propose them to the stage director and/or art council of a theatre. They gather documentation on the work, author, problems addressed, times and described environments. They also participate in the analysis of themes, characters, dramatic construction, etc.
speechwriterESCO 2641.4.3
Speechwriters research and write speeches on multiple topics. They need to catch and hold the interest of an audience. Speechwriters create presentations in a conversational tone so it looks like if the text was not scripted. They write in a comprehensible manner so the audience gets the message of the speech.
technical communicatorESCO 2641.4.4
Technical communicators prepare clear, concise and professional communication from product developers to users of the products such as online help, user manuals, white papers, specifications and industrial videos. For this, they analyse products, legal requirements, markets, customers and users. They develop information and media concepts, standards, structures and software tool support. They plan the content creation and media production processes, develop written, graphical, video or other contents, generate media output, release their information products and receive feedback from the users.
writerESCO 2641.4
Writers develop content for books. They write novels, poetry, short stories, comics and other forms of literature. These forms of writing can be fictional or non-fictional.
lyricistESCO 2641.4.1
Lyricists interpret the style of a music piece and write words to accompany the melody. They work together with the music composer.
script writerESCO 2641.4.2
Script writers create scripts for motion pictures or television series. They write a detailed story that consists of plot, characters, dialogue and physical environment.
literary scholarESCO 2641.3
Literary scholars research works of literature, history of literature, genres, and literary criticism in order to appraise the works and the surrounding aspects in an appropriate context and to produce research results on specific topics in the field of literature.
Source:European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
ESCO reuse terms and the modification notice are in Credits.
Shown in the original Korean. This dataset is published under KOGL Type 4, which prohibits derivative works including translation, so the text is reproduced unaltered.
-텔레비전의 오락물, 교양물 프로그램, 라디오프로그램 등의 방송내용 기획과 방향을 방송프로듀서(방송연출가)와 협의한다.
-원고작성을 위하여 자료를 수집하고 정리한다.
-인터넷 게시판, 메일, 우편물 등을 확인하여 사연을 정리한다.
-수집한 자료를 기초로 프로그램의 성격에 맞춰 원고를 작성한다.
-방송 중에는 프로그램진행자의 순조로운 진행을 돕고, 원고를 수정한다.
-방송출연자를 섭외하기도 한다.
[드라마작가]
-작품을 통해서 전달하고자 하는 주제 및 소재를 설정한다.
-문헌조사나 인터뷰 등의 자료조사를 통해 주제 및 극의 초점을 구체적으로 다듬는다.
-극의 사건과 갈등을 표현할 등장인물을 창조하고 시간적·공간적 환경을 구체적으로 설정한다.
-인물, 사건, 환경을 구성하여 스토리(한 작품의 서술요소를 구성하는 일련의 사건들)를 창작한다.
-스토리를 플롯(plot, 극작품의 복잡화를 구성하는 극행동들의 집합, 음모, 계획, 책략) 형태로 구성한다.
-플롯으로 짜여진 스토리를 분해하여 시퀀스(seuqence, 같은 생각들이 연속적으로 모여진 몇 개의 장면들의 집합. 한편의 드라마는 몇 개의 시퀀스가 모여서 완성됨)로 나누고, 다시 씬(scene, 장면)으로 세분화하고 극의 전개 순서대로 배열한다.
-각 씬마다 그 특징과 내용을 간략히 표시하여 대본을 완성한다.
-시놉시스(드라마의 제목, 주제, 기획 및 집필의도, 등장인물, 줄거리를 요약한 드라마의 설계도)를 작성한다.
-대본 작업 전에 소재를 찾기 위해 헌팅(촬영장소 답사)에 참여하거나 헌팅사진을 받아 참고하기도 한다.
-배역캐스팅에 관여하기도 한다.
-미리 작성된 시놉시스를 드라마프로듀서(PD)에게 제출하거나, 드라마프로듀서로부터 집필의뢰를 받기도한다.
-드라마촬영을 시작하면서 다음회 대본을 작성하거나 여러 상황에 따라 대본을 수정하기도 한다.
[예능작가]
-예능프로그램 기획회의에 참여하여 프로그램 기획안(타이틀, 방송시간, 형식, 방송체널, 희망방송일시, 기획의도, 제작방향, 구성내용, 예상 아이템)을 작성한다.
-자료조사를 바탕으로 아이템을 제안·선정한다.
-취재 및 섭외를 통해 출연자를 확정한다.
-진행자 및 출연자의 몸짓, 말투, 대화방식, 장점 등을 연구하고 시청자의 요구, 프로그램의 특성 등을 고려하여 대본을 작성한다.
-여러 예능작가들과 공동을 하기도 한다.
-담당하는 프로그램에 따라 코미디 프로그램, 시트콤, 토크쇼, 퀴즈쇼, 가요쇼 등의 대본을 전문으로 작성한다.
-프로그램에 따라 방송제작 현장에서 즉흥적으로 대본을 작성하기도 한다.
[다큐작가]
-다큐멘터리 프로그램 기획회의에 참여하여 프로그램 기획안(타이틀, 방송시간, 형식, 방송체널, 희망방송일시, 기획의도, 제작방향, 구성내용, 예상 아이템)을 작성한다.
-자료조사를 바탕으로 아이템을 제안·선정한다.
-취재 및 섭외를 통해 사실관계를 확인하며 어떤 영상을 찍을 수 있고 어떤 상황이 연출될 것인지 구상·확인한다.
-촬영구성안을 작성하여 프로듀서와 카메라감독에게 제시한다.
-촬영구성안을 토대로 촬영이 진행되면, 촬영된 내용을 프리뷰하고 프리뷰노트(촬영된 화면에서 영상과 현장음을 적은 노트)를 작성하며 내용을 검토하고 프로듀서와 카메라감독에게 제작방향을 조언한다.
-프리뷰노트를 기초로 편집구성안(편집콘티)을 작성하여 프로듀서에게 제시한다.
-편집구성안을 토대로 프로듀서가 가편집본을 제작하면 프로듀서와 함께 Final cutting(작가가 편집에 대한 자신의 의견을 개진하고 구성의 틀을 협의하는 일)을 진행한다.
-시사(Chief producer와 함께 프로그램을 보면서 평가하는 과정)와 종합편집(영상에 필요한 효과나 자막, 컴퓨터 그래픽 등을 넣어 방송 가능한 영상으로 마무리하는 작업) 과정을 거쳐 완성된 영상을 보면서 내레이션 원고(Narration, 장면 밖에서 들려오는 목소리. 내레이터가 더빙하도록 커트, 씬, 시간이 표기된 원고)를 작성한다.
The KNOW occupations and KECO codes listed here were linked to this page's occupation by this site; this is not a correspondence defined by the Korea Employment Information Service or the Ministry of Employment and Labor.
Projected change: +0.8%
Median wage: $90K
lowest $31Kmedian wage across 825 detailed occupations, BLS EP 2025–35highest $559K
Mar 2026:Gupta & Kumar (arXiv, Mar 2026) give Market Research Analysts an Agentic Task Exposure (ATE) score of 0.43 by 2027 in the San Francisco Bay Area (Tier 1), rising to 0.47 by 2030. That crosses the moderate-risk threshold (0.35) in 2027, when Tier 2 metros (Seattle, Austin, Boston) have no crossings yet.
These summaries were written by AI Changing Work from the source linked with each one, and any figures in them are given as AI Changing Work summarised them; they can differ from the source's own wording and from figures shown elsewhere on this page, so check the source before relying on them. AI Changing Work matched this page's occupation to an O*NET occupation and chose, by its own judgment, case by case, which summaries relate to that O*NET occupation; a summary appearing here does not mean that its source names this occupation.
