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Balam Labs
ISCO-08 2431

Advertising and marketing professionals

97.2%
ADI · 21st of 433 · 95% interval 93.0–100.0

An AI agent can at least partly carry out 97.2% of the task time of advertising and marketing professionals, and finish 7.0% alone.

ADI · partial or full97.2%

21st of 433 · interval 93.0–100.0

ADI3 · full delegation7.0%

54th of 433 · interval 0.0–16.6

ADIs · share of time67.1%

16th of 433 · interval 63.9–70.1

Evidence49

task statements rated by two models and weighted by importance and frequency. World employment: 4.8 million.

Task weight by level

How the tasks rate

90%
L0No meaningful role · 0.0%L1Augmentation · 2.8%L2Partial delegation · 90.3%L3Full delegation · 7.0%
Barriers

What stops the agent

Physical presence1%
Accountability4%
Trust and care21%
Access to systems48%

Share of task weight flagged by each barrier; a task can carry several.

49 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Collect and analyze data on customer demographics, preferences, needs, and buying habits to identify potential markets and factors affecting product demand.Market Research Analysts and Marketing Specialists5.2%L2L2L268%8.0 hAccess to systems
Conduct research on consumer opinions and marketing strategies, collaborating with marketing professionals, statisticians, pollsters, and other professionals.Market Research Analysts and Marketing Specialists5.1%L2L2L265%6.0 hAccess to systems
Prepare reports of findings, illustrating data graphically and translating complex findings into written text.Market Research Analysts and Marketing Specialists5.1%L2L2L378%4.0 h–
Devise and evaluate methods and procedures for collecting data, such as surveys, opinion polls, or questionnaires, or arrange to obtain existing data.Market Research Analysts and Marketing Specialists5.0%L2L2L270%4.0 hAccountability, Access to systems
Measure and assess customer and employee satisfaction.Market Research Analysts and Marketing Specialists4.1%L2L2L265%6.0 hAccess to systems
Monitor industry statistics and follow trends in trade literature.Market Research Analysts and Marketing Specialists4.1%L3L3L382%2.0 hAccess to systems
Measure the effectiveness of marketing, advertising, and communications programs and strategies.Market Research Analysts and Marketing Specialists3.8%L2L2L268%7.0 hAccess to systems
Forecast and track marketing and sales trends, analyzing collected data.Market Research Analysts and Marketing Specialists3.6%L2L2L272%5.0 hAccess to systems
Gather data on competitors and analyze their prices, sales, and method of marketing and distribution.Market Research Analysts and Marketing Specialists3.5%L2L2L275%6.0 hAccess to systems
Seek and provide information to help companies determine their position in the marketplace.Market Research Analysts and Marketing Specialists3.4%L2L2L270%6.0 hAccess to systems
Attend staff conferences to provide management with information and proposals concerning the promotion, distribution, design, and pricing of company products or services.Market Research Analysts and Marketing Specialists2.9%L2L2L250%1.5 hTrust and care, Access to systems
Write fiction or nonfiction prose, such as short stories, novels, biographies, articles, descriptive or critical analyses, and essays.Poets, Lyricists and Creative Writers2.6%L2L2L378%6.5 h–
Develop factors such as themes, plots, characterizations, psychological analyses, historical environments, action, and dialogue to create material.Poets, Lyricists and Creative Writers2.3%L2L2L375%6.0 h–
Direct trained survey interviewers.Market Research Analysts and Marketing Specialists2.3%L2L2L245%2.5 hTrust and care
Choose subject matter and suitable form to express personal feelings and experiences or ideas, or to narrate stories or events.Poets, Lyricists and Creative Writers2.2%L2L2L260%1.5 h–
Show the other 34 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Revise written material to meet personal standards and to satisfy needs of clients, publishers, directors, or producers.Poets, Lyricists and Creative Writers2.2%L2L2L260%3.0 hTrust and care
Write narrative, dramatic, lyric, or other types of poetry for publication.Poets, Lyricists and Creative Writers · supplemental task2.1%L2L2L378%3.5 h–
Develop and implement procedures for identifying advertising needs.Market Research Analysts and Marketing Specialists2.1%L2L2L260%6.0 hTrust and care, Access to systems
Conduct research to obtain factual information and authentic detail, using sources such as newspaper accounts, diaries, and interviews.Poets, Lyricists and Creative Writers2.0%L2L2L268%4.0 hTrust and care, Access to systems
Write words to fit musical compositions, including lyrics for operas, musical plays, and choral works.Poets, Lyricists and Creative Writers · supplemental task1.7%L2L2L265%5.5 h–
Adapt text to accommodate musical requirements of composers and singers.Poets, Lyricists and Creative Writers · supplemental task1.6%L2L2L272%2.0 h–
Vary language and tone of messages based on product and medium.Writers and Authors1.6%L3L3L385%38 min–
Develop advertising campaigns for a wide range of clients, working with an advertising agency's creative director and art director to determine the best way to present advertising information.Writers and Authors1.6%L2L2L258%6.0 hTrust and care
Plan project arrangements or outlines, and organize material accordingly.Poets, Lyricists and Creative Writers1.6%L2L2L372%2.0 h–
Prepare works in appropriate format for publication, and send them to publishers or producers.Poets, Lyricists and Creative Writers1.6%L2L2L270%2.3 hAccess to systems
Discuss with the client the product, advertising themes and methods, and any changes that should be made in advertising copy.Writers and Authors1.4%L1L1L242%1.0 hTrust and care
Present drafts and ideas to clients.Writers and Authors1.4%L2L2L245%1.0 hTrust and care
Confer with clients, editors, publishers, or producers to discuss changes or revisions to written material.Poets, Lyricists and Creative Writers1.3%L2L2L248%52 minTrust and care
Revise written material to meet personal standards and to satisfy needs of clients, publishers, directors, or producers.Writers and Authors · supplemental task1.3%L2L2L265%3.0 hTrust and care
Conduct research to obtain factual information and authentic detail, using sources such as newspaper accounts, diaries, and interviews.Writers and Authors · supplemental task1.3%L2L2L262%5.5 hTrust and care, Access to systems
Work with staff to develop script, story, or advertising concepts.Writers and Authors · supplemental task1.3%L2L2L258%2.5 hTrust and care
Write advertising material for use by publication, broadcast, or internet media to promote the sale of goods and services.Writers and Authors · supplemental task1.3%L2L2L380%2.5 h–
Write fiction or nonfiction prose, such as short stories, novels, biographies, articles, descriptive or critical analyses, and essays.Writers and Authors · supplemental task1.3%L2L2L268%6.5 h–
Prepare works in appropriate format for publication, and send them to publishers or producers.Writers and Authors · supplemental task1.3%L2L2L270%3.5 hAccess to systems
Plan project arrangements or outlines, and organize material accordingly.Writers and Authors · supplemental task1.3%L2L2L370%2.5 h–
Follow appropriate procedures to get copyrights for completed work.Writers and Authors · supplemental task1.3%L2L2L378%1.5 hAccountability, Access to systems
Edit or rewrite existing written material as necessary, and submit written material for approval by supervisor, editor, or publisher.Writers and Authors · supplemental task1.3%L2L2L375%2.5 h–
Consult with sales, media and marketing representatives to obtain information on product or service and discuss style and length of advertising written material.Writers and Authors · supplemental task1.3%L2L2L255%1.0 hAccess to systems
Write to customers in their terms and on their level so that the script, story, or advertisement message is more readily received.Writers and Authors · supplemental task1.3%L3L3L385%1.8 h–
Collaborate with other writers on specific projects.Writers and Authors · supplemental task1.3%L2L2L250%3.0 hTrust and care
Write humorous material for publication, or for performances such as comedy routines, gags, and comedy shows.Poets, Lyricists and Creative Writers · supplemental task1.2%L2L2L265%3.0 h–
Write articles, bulletins, sales letters, speeches, and other related informative, marketing and promotional material.Writers and Authors1.2%L2L2L382%2.5 h–
Review advertising trends, consumer surveys, and other data regarding marketing of goods and services to determine the best way to promote products.Writers and Authors1.0%L2L3L275%4.0 h–
Invent names for products and write the slogans that appear on packaging, brochures and other promotional material.Writers and Authors · supplemental task0.8%L2L2L378%3.0 h–
Conduct research and interviews to determine which of a product's selling features should be promoted.Writers and Authors · supplemental task0.8%L2L2L262%7.0 hTrust and care, Access to systems
Collaborate with other writers on specific projects.Poets, Lyricists and Creative Writers · supplemental task0.8%L2L2L242%2.8 hTrust and care, Access to systems
Follow appropriate procedures to get copyrights for completed work.Poets, Lyricists and Creative Writers0.7%L2L2L270%1.5 hAccountability, Access to systems
Attend book launches and publicity events, or conduct public readings.Poets, Lyricists and Creative Writers0.7%L1L1L111%2.8 hPhysical presence, Trust and care, Access to systems
Teach writing classes.Poets, Lyricists and Creative Writers · supplemental task0.7%L1L1L245%1.5 hTrust and care

Level: consensus of the two models (the lower level when they disagree). Share: part of the task’s working time an agent could take over. Human time: minutes a competent person needs for one instance, as estimated by the models.

Against other measures

Exposure is not delegation

MeasureValuePercentile
ADI (this index)97.2%95
Eloundou et al. (2024), GPT exposure β0.70794
Felten et al. (2021), AI occupational exposure1.20787
Webb (2020), AI patent exposure5548
Eisfeldt et al. (2026), generative AI exposure0.6295
Anthropic Economic Index, observed use0.44798

Earlier indices measure whether AI can touch a task; ADI measures how much of it an agent can carry out from a goal. – : the source does not cover this occupation.

Same sub-major group (24)

Neighbouring occupations

Dashed line: advertising and marketing professionals (97.2%).

Cite this record
Text

Espinal Maya, Cristian, and Santiago Jiménez Londoño. 2026. ADI v2026.1: Agent Delegability Index data, code and MCP server. Zenodo. https://doi.org/10.5281/zenodo.23552918. Record: Advertising and marketing professionals (ISCO-08 2431), https://balamlabs.org/adi/occupations/2431

BibTeX
@misc{espinal2026adidata,
  title     = {{ADI} v2026.1: Agent Delegability Index data, code and {MCP} server},
  author    = {Espinal Maya, Cristian and Jim{\'e}nez Londo{\~n}o, Santiago},
  year      = {2026},
  publisher = {Zenodo},
  version   = {v2026.1},
  doi       = {10.5281/zenodo.23552918},
  url       = {https://doi.org/10.5281/zenodo.23552918},
  note      = {Record: Advertising and marketing professionals (ISCO-08 2431)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/2431.json.