Skip to content
Singulariki

Speed of Closure

Ability · O*NET work requirement

The ability to quickly make sense of, combine, and organize information into meaningful patterns.

In the O*NET occupational database, Speed of Closure is an ability that work requires. O*NET rates how important it is (1–5) and what level of it a job needs (0–7) for every U.S. occupation. It is rated as important (3 or higher) in 114 of 894 occupations.

Breadth here means how widely O*NET rates this ability as important across occupations — not that it is rare, high-paying, or currently in employer demand.

Occupations that rely most on Speed of Closure

Ranked by O*NET importance to the occupation (1–5). Bars are sized against the 1–5 scale; the level column is what depth of the ability the job needs (0–7).

Occupation Importance Score Level
Air Traffic Controllers 4.3 4.9
Emergency Medicine Physicians 3.5 4.0
Airline Pilots, Copilots, and Flight Engineers 3.4 4.0
Critical Care Nurses 3.4 3.6
Detectives and Criminal Investigators 3.4 3.4
Physicists 3.4 3.9
Security Managers 3.4 3.5
First-Line Supervisors of Security Workers 3.3 3.5
Government Property Inspectors and Investigators 3.3 3.4
Hospitalists 3.3 4.0
Musicians and Singers 3.3 3.3
Nurse Anesthetists 3.3 3.3
Police and Sheriff's Patrol Officers 3.3 2.9
Sound Engineering Technicians 3.3 3.1
Acute Care Nurses 3.1 3.1
Agricultural Inspectors 3.1 3.0
Commercial Pilots 3.1 3.5
Construction Managers 3.1 3.1
Education Administrators, Kindergarten through Secondary 3.1 3.0
Electric Motor, Power Tool, and Related Repairers 3.1 3.1
Electro-Mechanical and Mechatronics Technologists and Technicians 3.1 2.9
Firefighters 3.1 3.3
Forensic Science Technicians 3.1 3.8
Forest Fire Inspectors and Prevention Specialists 3.1 3.3
Gambling Managers 3.1 3.1
Gambling Surveillance Officers and Gambling Investigators 3.1 3.4
Human Resources Managers 3.1 3.1
Marine Engineers and Naval Architects 3.1 3.1
Medical and Clinical Laboratory Technologists 3.1 3.3
Neurologists 3.1 4.0
Nurse Practitioners 3.1 3.1
Physicians, Pathologists 3.1 3.8
Podiatrists 3.1 3.1
Preventive Medicine Physicians 3.1 3.4
Producers and Directors 3.1 3.1
Quality Control Systems Managers 3.1 3.3
Radiologists 3.1 3.6
Registered Nurses 3.1 3.1
Speech-Language Pathologists 3.1 3.3
Transit and Railroad Police 3.1 3.1

Showing the top 40 of 114 occupations where this is important.

How AI is used by roles that need Speed of Closure

This ability is not itself "being automated" — but we can look at the roles for which O*NET rates it important and ask how those people actually use AI. This rolls the Anthropic Economic Index per-role signal up across those roles (importance-weighted). 58.8% of the 114 roles where this is important carry observed AI-usage data (67 roles).

Across those roles, 46.2% of AI conversations are people working with AI and 29.3% hand a task to AI , with an average autonomy of 3.67 / 5.

Collaboration pattern Share What it means
directive 26.9% AI does it; you give the instruction
learning 25.2% you ask AI to explain or teach
task iteration 18.8% you and AI go back and forth
feedback loop 2.4% AI does it, then adjusts from your feedback
validation 2.2% you do it; AI checks your work

Roles behind this signal

The roles where this ability is most important and that also have the most AEI data. "Works with AI" is the role's share of conversations that augment rather than automate.

Occupation Importance Works with AI Autonomy
Interpreters and Translators 3.0 40.2% 3.0/5
Career/Technical Education Teachers, Secondary School 3.0 58.3% 4.0/5
Chief Executives 3.0 65.7% 3.0/5
Education Administrators, Elementary and Secondary School 3.1 56.5% 4.0/5
Nurse Practitioners 3.1 69.1% 4.0/5
Marriage and Family Therapists 3.0 65.6% 4.0/5
Sales Engineers 3.0 54.1% 4.0/5
Biostatisticians 3.0 46.3% 3.0/5
Molecular and Cellular Biologists 3.0 57.2% 3.8/5
Chemical Technicians 3.0 53.9% 4.0/5
Biochemists and Biophysicists 3.0 64.5% 4.0/5
Statistical Assistants 3.0 41.0% 3.0/5

Source: Anthropic Economic Index (2026-01-15-v4-plus-2025-03-27-v2) over a sample of Claude.ai Free and Pro conversations — not all AI tools and not the whole workforce. Shares are of observed conversations, weighted by how important this ability is to each role; some conversations are left unclassified by Anthropic's taxonomy, so shares need not sum to 100.

Industries that concentrate this

Where Speed of Closure matters most across the economy. Employment reach is the share of an industry's workers in occupations that significantly rely on Speed of Closure (O*NET importance ≥ 3 of 5). Concentration compares that reach to the national average industry, so a value above 1× means the requirement is more pervasive here than across the economy as a whole.

Nationally, about 5.1% of workers are in occupations that significantly rely on Speed of Closure (measured across 64 industries).

Sectors with the most such workers

Sector Workers Employment reach
Health Care and Social Assistance 3,965,640 17.2%
Educational Services 754,870 5.5%
Professional, Scientific, and Technical Services 453,520 4.2%
Construction 340,080 4.2%
Finance and Insurance 337,560 5.4%
Manufacturing 323,350 2.5%
Transportation and Warehousing 271,040 3.7%
Administrative and Support and Waste Management and Remediation Services 270,210 3.0%
Information 161,360 5.5%
Arts, Entertainment, and Recreation 118,680 4.5%
Management of Companies and Enterprises 99,810 3.6%
Wholesale Trade 87,670 1.5%

Industries where it is most concentrated

Industry Level Concentration Employment reach
Radio Broadcasting Stations National industry 5.37× 27.4%
Farm and Garden Machinery and Equipment Merchant Wholesalers National industry 4.24× 21.6%
Health Care and Social Assistance Sector 3.37× 17.2%
Direct Health and Medical Insurance Carriers National industry 2.53× 12.9%
Offices of Physical, Occupational and Speech Therapists, and Audiologists National industry 2.47× 12.6%
Offices of Mental Health Practitioners (except Physicians) National industry 2.24× 11.4%
Machine Shops National industry 2.22× 11.3%
Testing Laboratories and Services National industry 10.2%
Outpatient Mental Health and Substance Abuse Centers National industry 1.92× 9.8%
Ambulance Services National industry 1.47× 7.5%
Engineering Services National industry 1.43× 7.3%
Casino Hotels National industry 1.33× 6.8%

Reach is a measure of how widespread a requirement is across an industry's workforce, not how intensively any individual uses it. Sector worker counts come from BLS OEWS employment; the significance threshold and tool use come from O*NET. Industries shown by concentration are filtered to a real worker base so a tiny specialty cannot top the list on rounding.

Capabilities required by many of the same occupations — a measure of which skills, knowledge and abilities tend to travel together, not a judgment of similarity.

Capability Type Shared occupations
Memorization Ability 34
Perceptual Speed Ability 96
Flexibility of Closure Ability 110
Systems Evaluation Cross-functional skill 80
Systems Analysis Cross-functional skill 86
Learning Strategies Basic skill 83
Time Sharing Ability 42
Medicine and Dentistry Knowledge 37
Science Basic skill 43
Instructing Cross-functional skill 83
Fluency of Ideas Ability 92
Number Facility Ability 54

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. "Speed of Closure." Singulariki: a source-backed encyclopedia of work. Built from O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; Census NAICS 2022; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27). Accessed June 7, 2026. https://singulariki.com/abilities/speed-of-closure

APA

Singulariki. (2026). Speed of Closure. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/abilities/speed-of-closure

BibTeX
@misc{singulariki-speed-of-closure,
  title  = {Speed of Closure},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; Census NAICS 2022; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27). Accessed June 7, 2026},
  url    = {https://singulariki.com/abilities/speed-of-closure}
}

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