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Direct organizational operations, activities, or procedures

Work activity · O*NET

Direct organizational operations, activities, or procedures is an intermediate work activity in the O*NET database — a concrete task that recurs across many occupations , grouped under Guiding, Directing, and Motivating Subordinates. 271 occupations report doing it as part of their work.

What it involves

The most common detailed activities O*NET records under this category, ranked by how many occupation tasks map to each.

  • Direct department activities
  • Direct operational or production activities
  • Direct organizational operations, projects, or services
  • Coordinate logistics for productions or events
  • Coordinate operational activities
  • Manage healthcare operations
  • Direct material handling or moving activities
  • Direct sales, marketing, or customer service activities

How AI is applied to this activity

Microsoft's "Working with AI" study mapped real Bing Copilot conversations to O*NET work activities. The figures below are their measurements for this activity — they describe how AI is used today in one assistant's data, not a forecast that the activity will be automated.

AI completes it successfully 92.9% When Copilot attempts this activity, how often it finishes the task
Scope AI handles 33.3% How much of the activity AI carries within a conversation
Positive user feedback 69.1% Share of interactions users rated positively
How often AI is applied here 32nd pct Percentile across all measured activities by how often AI performs them

Source: Microsoft "Working with AI" (working-with-ai). A high completion rate means AI can assist the activity in isolation — it does not mean an occupation that performs it is being automated, since every job blends many activities.

Detailed work activities

The more granular units of work O*NET groups under this activity, ordered by how many occupations perform them.

Occupations that perform this activity

Ranked by how many of the occupation's tasks map to this activity.

Occupation Tasks
General and Operations Managers 8
Captains, Mates, and Pilots of Water Vessels 7
Morticians, Undertakers, and Funeral Arrangers 7
Chief Executives 6
Dietitians and Nutritionists 6
Hydroelectric Production Managers 6
Nuclear Power Reactor Operators 6
Producers and Directors 6
Chefs and Head Cooks 5
First-Line Supervisors of Food Preparation and Serving Workers 5
Media Programming Directors 5
Advertising and Promotions Managers 4
Education Administrators, Postsecondary 4
Embalmers 4
Farmers, Ranchers, and Other Agricultural Managers 4
Geothermal Production Managers 4
Industrial Production Managers 4
Media Technical Directors/Managers 4
Motorboat Operators 4
News Analysts, Reporters, and Journalists 4
Petroleum Engineers 4
Production, Planning, and Expediting Clerks 4
Railroad Conductors and Yardmasters 4
Recycling Coordinators 4
Search Marketing Strategists 4
Talent Directors 4
Audio and Video Technicians 3
Biofuels Production Managers 3
Biomass Power Plant Managers 3
Brownfield Redevelopment Specialists and Site Managers 3
Cargo and Freight Agents 3
Court, Municipal, and License Clerks 3
Customs Brokers 3
Dietetic Technicians 3
Door-to-Door Sales Workers, News and Street Vendors, and Related Workers 3
Editors 3
Education Administrators, Kindergarten through Secondary 3
Energy Engineers, Except Wind and Solar 3
Environmental Engineers 3
Executive Secretaries and Executive Administrative Assistants 3

Showing 40 of 271 occupations.

Exposure quadrant: AI task-overlap percentile vs Median pay AI task-overlap (horizontal) versus median pay (vertical), each as a percentile across all scored occupations, for 39 occupations in occupations that perform Direct organizational operations, activities, or procedures.. Overlap measures shared tasks with AI, not automation. Lower overlap · higher pay Higher overlap · higher pay Higher overlap · lower pay Lower overlap · lower pay Motorboat Operators Embalmers Morticians, Undertakers, and Funeral Arrangers Captains, Mates, and Pilots of Water Vessels Nuclear Power Reactor Operators Railroad Conductors and Yardmasters Chefs and Head Cooks First-Line Supervisors of Food Preparation and Serving Workers Audio and Video Technicians Dietetic Technicians General and Operations Managers Door-to-Door Sales Workers, News and Street Vendors, and Related Workers Media Programming Directors Chief Executives Customs Brokers Court, Municipal, and License Clerks Editors News Analysts, Reporters, and Journalists AI task-overlap percentile → ↑ Median pay
Occupations that perform Direct organizational operations, activities, or procedures., by AI task-overlap and median pay

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

Data compiled June 2, 2026. Figures are estimates, not advice.

Cite this page
Plain

Singulariki. "Direct organizational operations, activities, or procedures." Singulariki: a source-backed encyclopedia of work. Built from O*NET 30.3; Microsoft “Working with AI” working-with-ai. Accessed June 7, 2026. https://singulariki.com/activities/direct-organizational-operations-activities-or-procedures

APA

Singulariki. (2026). Direct organizational operations, activities, or procedures. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/activities/direct-organizational-operations-activities-or-procedures

BibTeX 
@misc{singulariki-direct-organizational-operations-activities-or-procedures,
  title  = {Direct organizational operations, activities, or procedures},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; Microsoft “Working with AI” working-with-ai. Accessed June 7, 2026},
  url    = {https://singulariki.com/activities/direct-organizational-operations-activities-or-procedures}
}

Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.