The Connection: AI Agents and the Job Search

The short version

Orbyt Labs builds three things. Orbyt Jobs, for running a job search. Orbyt Intelligence, for salary data. And Orbyt Collective, the team of AI officers that does the scheduled work of the company's departments and whose checks can refuse me. We call it The Machine.

Read the names and those look like unrelated bets. They are the same subject from both ends. Two of them make you better at getting hired. One of them is evidence that some hiring is optional.

The counts so far.

100

Decisions logged

Numbered and dated, in public

163

Runs recorded

Finished or failed

Failure modes documented

Listed in public

3,445

Roles in the dataset

Salaries modeled, method published

Counted October 20, 2026

The decisions, runs and failures are open data under CC BY 4.0: decision-ledger.json, autonomy-ledger.json and failure-corpus.json.

The two ends.

The organization

Orbyt Collective

The question. Can AI run a company, and where does a human still have to answer?

Today. AI officers for engineering, product, quality, legal and more run on a schedule, each in a sandboxed job that can write only its own lane. A Chief of Staff briefs me. Nothing an officer writes lands until the site's checks pass, and one file in the repository stops every one of them. Runs are recorded, including the ones that fail, and the decisions behind them are numbered in public.

Who can use it. Only Orbyt Labs, today. It is not for sale. Anyone can inspect the AI officers, the decision ledger, the autonomy ledger and the failures. I am pulling it apart on purpose, so that it could one day run a company that is not this one.

Inspect the Collective Read the decision ledger See every recorded run

The individual

Orbyt Jobs and Orbyt Intelligence

The question. What helps a person find work, and know what it should pay?

Today. Orbyt Jobs runs a search in one pipeline: applications, contacts, interviews and follow-ups, with AI help on resumes and cover letters. Orbyt Intelligence covers 3,445 roles across 81 U.S. cities, with an API and an MCP server for developers and the AI tools they build. The figures are modeled estimates, and the method is published. Both sit on Orbyt One: one sign-in, and one bill once paid plans open.

Who can use it. The free tools, the salary pages and the Orbyt Intelligence API demo are open now, with no account. Signup is an early-access list today.

Explore Orbyt Jobs Try the API demo How the estimates are computed

The obvious question.

How can a company build automation and also build tools for people looking for work?

I am building tools that help people compete in the labor market, and I am running the most honest version I can of the thing that might shrink it. Both are true. Publishing both is the only position I can defend later.
The version I would not want to explain is the other one: sell job search software, quietly automate a leadership team, never connect them in public.

Justin Bartak, One Lab to Rule Them All

Agents do not make people expendable. They make tasks expendable, and a role is a bundle of tasks wrapped around a core of ownership. What I will not tell you is that every role survives. Some will not.

Anthropic says something close. On October 18, 2026, Anthropic committed 5% of its shares, subject to stockholder approval, to a public benefit fund, and named labor market impacts as one example of its purpose: "AI may generate enormous economic value, but it could also cause instability for many workers."

Neither product undoes that, and I will not pretend either does. They are for the person living through the change: one place to run a search, and salary figures with their method published.

One Lab to Rule Them All Nobody Is Expendable. Tasks Are.Anthropic's announcement (opens in a new tab)

See it for your job.

Pick one of 807 occupations, or type a job title, to see three published measures of AI and that work, each in its publisher's own figures.

Occupation

Parking Enforcement Workers, occupation code 33-3041

Claude use, April and May 2026

Not measured by this source

Each occupation's share of the Claude.ai conversations Anthropic matched to an occupation. The release's data documentation (opens in a new tab) says: "This release includes data for April and May 2026." A large occupation can rank high because many people do it.

Anthropic. Massenkoff, Lyubich, Sacher, Hitzig, Zhang, Heller and McCrory, published June 26, 2026. Claude.ai conversations only; the API is not counted.

The Economic Index data

Observed exposure, March 2026

weighted share of its tasks with Claude use at work

One of 412 occupations measured at 0. 0 means no qualifying Claude use was found in the sample. It is not a measure of all AI use.

A weighted score: tasks rated feasible for a language model in the 2023 OpenAI study shown beside it, that people then used Claude for at work, weighted by time spent. Automated use counts in full, assisted use at half. Other AI products are not counted. Claude usage from August and November 2025.

Anthropic. Massenkoff and McCrory, published March 5, 2026.

Anthropic's study

Theoretical exposure, 2023

32%

of its tasks a language model could do in half the time

Higher than 55% of occupations OpenAI measured. 56 of 798 sit at 0.

Tasks where a language model could cut the time at least in half. Tasks that also need software built on the model count at half.

OpenAI. Eloundou, Manning, Mishkin and Rock, published March 17, 2023. Rated in 2023.

The GPTs are GPTs paper

Two of these figures measure tasks and one counts conversations. None forecasts employment.

Anthropic's authors (opens in a new tab) write that their framework "could help identify the most vulnerable jobs before displacement is visible."

The same study's headline finding: "We find no systematic increase in unemployment for highly exposed workers since late 2022, though we find suggestive evidence that hiring of younger workers has slowed in exposed occupations."

Three different measures: a share of Claude.ai conversations, a weighted share of tasks used with Claude at work, and a rating of tasks. They are not on one scale, and reading across them is not a change over time. Observed can be higher than theoretical.

Look up a salary

Show all 807 occupations

All 807 occupations. Claude use is each occupation's share of the Claude.ai conversations Anthropic matched to an occupation, in percent to two decimals. Observed exposure (Anthropic) and theoretical exposure (OpenAI) are whole percents of tasks. Not measured is different from 0.
Occupation	Claude use, April and May 2026 (% of conversations)	Observed exposure, March 2026 (% of tasks, weighted)	Theoretical exposure, 2023 (% of tasks)
Chief Executives	0.16%	3%	37%
General and Operations Managers	0.21%	14%	38%
Legislators	0.01%	0%	52%
Advertising and Promotions Managers	0.67%	17%	55%
Marketing Managers	0.52%	32%	58%
Sales Managers	0.11%	4%	48%
Public Relations Managers	0.17%	23%	58%
Fundraising Managers	0.05%	Not measured	50%
Administrative Services Managers	0.14%	0%	50%
Facilities Managers	0.04%	13%	40%
Computer and Information Systems Managers	0.44%	16%	56%
Financial Managers	0.34%	39%	45%
Industrial Production Managers	0.52%	1%	33%
Purchasing Managers	0.03%	20%	47%
Transportation, Storage, and Distribution Managers	0.16%	10%	47%
Compensation and Benefits Managers	0.02%	0%	46%
Human Resources Managers	0.02%	0%	45%
Training and Development Managers	0.20%	38%	48%
Farmers, Ranchers, and Other Agricultural Managers	0.02%	0%	24%
Construction Managers	0.01%	12%	40%
Education and Childcare Administrators, Preschool and Daycare	0.02%	4%	52%
Education Administrators, Kindergarten through Secondary	0.49%	5%	45%
Education Administrators, Postsecondary	0.43%	6%	48%
Architectural and Engineering Managers	0.06%	3%	33%
Food Service Managers	0.13%	0%	40%
Gambling Managers	Under 0.01%	0%	49%
Entertainment and Recreation Managers, Except Gambling	0.06%	Not measured	38%
Lodging Managers	0.03%	12%	38%
Medical and Health Services Managers	0.05%	7%	37%
Natural Sciences Managers	0.11%	6%	49%
Postmasters and Mail Superintendents	0.02%	0%	45%
Property, Real Estate, and Community Association Managers	0.01%	17%	43%
Social and Community Service Managers	0.05%	18%	45%
Emergency Management Directors	Under 0.01%	0%	60%
Funeral Home Managers	0.07%	1%	54%
Personal Service Managers, All Other	0.33%	12%	33%
Managers, All Other	0.14%	7%	47%
Agents and Business Managers of Artists, Performers, and Athletes	0.12%	12%	37%
Buyers and Purchasing Agents	Not measured	Not measured	34%
Buyers and Purchasing Agents, Farm Products	Under 0.01%	Not measured	25%
Wholesale and Retail Buyers, Except Farm Products	0.08%	Not measured	40%
Purchasing Agents, Except Wholesale, Retail, and Farm Products	0.08%	Not measured	37%
Claims Adjusters, Examiners, and Investigators	0.01%	8%	49%
Insurance Appraisers, Auto Damage	Under 0.01%	0%	50%
Compliance Officers	0.24%	12%	53%
Cost Estimators	0.01%	0%	48%
Human Resources Specialists	0.03%	40%	59%
Farm Labor Contractors	Not measured	0%	0%
Labor Relations Specialists	Under 0.01%	0%	44%
Logisticians	0.17%	16%	60%
Project Management Specialists	0.18%	Not measured	40%
Management Analysts	0.15%	24%	50%
Meeting, Convention, and Event Planners	0.12%	10%	36%
Fundraisers	0.06%	5%	49%
Compensation, Benefits, and Job Analysis Specialists	0.02%	6%	47%
Training and Development Specialists	0.13%	28%	59%
Market Research Analysts and Marketing Specialists	0.56%	65%	54%
Business Operations Specialists, All Other	0.75%	18%	54%
Accountants and Auditors	0.12%	35%	52%
Appraisers of Personal and Business Property	0.01%	Not measured	57%
Appraisers and Assessors of Real Estate	0.04%	Not measured	46%
Budget Analysts	0.03%	7%	64%
Credit Analysts	0.01%	17%	56%
Financial and Investment Analysts	0.21%	57%	50%
Personal Financial Advisors	0.26%	35%	67%
Insurance Underwriters	Under 0.01%	6%	50%
Financial Risk Specialists	0.34%	26%	58%
Financial Examiners	0.08%	4%	58%
Credit Counselors	1.44%	23%	69%
Loan Officers	0.09%	19%	65%
Tax Examiners and Collectors, and Revenue Agents	0.01%	3%	68%
Tax Preparers	0.08%	13%	63%
Financial Specialists, All Other	0.24%	22%	59%
Computer Systems Analysts	1.97%	28%	55%
Information Security Analysts	0.01%	49%	54%
Computer and Information Research Scientists	0.09%	34%	50%
Computer Network Support Specialists	0.09%	29%	54%
Computer User Support Specialists	2.22%	47%	67%
Computer Network Architects	0.14%	20%	54%
Database Administrators	0.14%	33%	60%
Database Architects	1.82%	58%	65%
Network and Computer Systems Administrators	0.18%	34%	51%
Computer Programmers	1.68%	75%	68%
Software Developers	0.35%	29%	45%
Software Quality Assurance Analysts and Testers	1.35%	52%	61%
Web Developers	0.64%	48%	63%
Web and Digital Interface Designers	1.89%	25%	63%
Computer Occupations, All Other	7.77%	31%	60%
Actuaries	0.07%	5%	54%
Mathematicians	1.00%	42%	69%
Operations Research Analysts	0.34%	43%	63%
Statisticians	0.47%	21%	73%
Data Scientists	1.36%	46%	58%
Mathematical Science Occupations, All Other	0.37%	48%	65%
Architects, Except Landscape and Naval	0.05%	8%	43%
Landscape Architects	0.02%	0%	37%
Cartographers and Photogrammetrists	0.02%	8%	46%
Surveyors	0.06%	0%	42%
Aerospace Engineers	0.07%	8%	52%
Agricultural Engineers	0.02%	0%	33%
Bioengineers and Biomedical Engineers	0.02%	13%	54%
Chemical Engineers	Under 0.01%	0%	35%
Civil Engineers	0.10%	1%	45%
Computer Hardware Engineers	0.87%	15%	32%
Electrical Engineers	0.02%	6%	41%
Electronics Engineers, Except Computer	0.20%	10%	45%
Environmental Engineers	0.03%	4%	50%
Health and Safety Engineers, Except Mining Safety Engineers and Inspectors	0.02%	0%	57%
Industrial Engineers	0.24%	4%	52%
Marine Engineers and Naval Architects	0.02%	4%	40%
Materials Engineers	0.02%	0%	32%
Mechanical Engineers	0.53%	8%	50%
Mining and Geological Engineers, Including Mining Safety Engineers	Under 0.01%	0%	50%
Nuclear Engineers	0.01%	0%	48%
Petroleum Engineers	0.01%	0%	43%
Engineers, All Other	0.48%	7%	45%
Architectural and Civil Drafters	0.03%	0%	52%
Electrical and Electronics Drafters	0.01%	9%	49%
Mechanical Drafters	0.03%	0%	47%
Aerospace Engineering and Operations Technologists and Technicians	Not measured	0%	23%
Civil Engineering Technologists and Technicians	0.05%	8%	48%
Electrical and Electronic Engineering Technologists and Technicians	0.01%	2%	33%
Electro-Mechanical and Mechatronics Technologists and Technicians	0.02%	0%	22%
Environmental Engineering Technologists and Technicians	0.23%	10%	43%
Industrial Engineering Technologists and Technicians	0.15%	0%	37%
Mechanical Engineering Technologists and Technicians	0.21%	7%	32%
Calibration Technologists and Technicians	Under 0.01%	Not measured	27%
Engineering Technologists and Technicians, Except Drafters, All Other	Under 0.01%	0%	26%
Surveying and Mapping Technicians	0.01%	0%	51%
Animal Scientists	Under 0.01%	0%	84%
Food Scientists and Technologists	Under 0.01%	0%	50%
Soil and Plant Scientists	0.01%	5%	63%
Biochemists and Biophysicists	Under 0.01%	8%	44%
Microbiologists	0.01%	10%	31%
Zoologists and Wildlife Biologists	0.01%	6%	52%
Biological Scientists, All Other	0.62%	25%	46%
Conservation Scientists	0.01%	0%	48%
Foresters	Not measured	0%	37%
Epidemiologists	0.04%	0%	56%
Medical Scientists, Except Epidemiologists	0.01%	4%	57%
Astronomers	0.09%	38%	42%
Physicists	0.11%	27%	64%
Atmospheric and Space Scientists	0.02%	4%	61%
Chemists	0.06%	26%	40%
Materials Scientists	0.08%	18%	52%
Environmental Scientists and Specialists, Including Health	0.14%	5%	71%
Geoscientists, Except Hydrologists and Geographers	Under 0.01%	4%	48%
Hydrologists	Under 0.01%	7%	53%
Physical Scientists, All Other	0.11%	4%	45%
Economists	0.20%	24%	62%
Survey Researchers	0.01%	43%	84%
Industrial-Organizational Psychologists	0.27%	16%	59%
Clinical and Counseling Psychologists	0.74%	6%	51%
School Psychologists	0.03%	5%	58%
Psychologists, All Other	0.03%	0%	28%
Sociologists	0.14%	38%	62%
Urban and Regional Planners	0.01%	10%	58%
Anthropologists and Archeologists	0.06%	14%	52%
Geographers	0.03%	11%	38%
Historians	0.10%	3%	50%
Political Scientists	0.10%	45%	54%
Social Scientists and Related Workers, All Other	0.01%	3%	66%
Agricultural Technicians	0.20%	1%	33%
Food Science Technicians	Under 0.01%	20%	29%
Biological Technicians	0.08%	6%	27%
Chemical Technicians	0.24%	31%	39%
Environmental Science and Protection Technicians, Including Health	Under 0.01%	14%	42%
Geological Technicians, Except Hydrologic Technicians	0.01%	23%	30%
Hydrologic Technicians	0.05%	Not measured	53%
Nuclear Technicians	Not measured	0%	28%
Social Science Research Assistants	0.14%	44%	62%
Forest and Conservation Technicians	0.01%	2%	33%
Forensic Science Technicians	Under 0.01%	0%	19%
Life, Physical, and Social Science Technicians, All Other	0.62%	10%	47%
Occupational Health and Safety Specialists	0.11%	0%	36%
Occupational Health and Safety Technicians	0.01%	0%	42%
Substance Abuse and Behavioral Disorder Counselors	0.02%	Not measured	29%
Educational, Guidance, and Career Counselors and Advisors	0.19%	12%	32%
Marriage and Family Therapists	0.52%	0%	28%
Mental Health Counselors	0.43%	Not measured	26%
Rehabilitation Counselors	0.01%	0%	47%
Substance Abuse, Behavioral Disorder, and Mental Health Counselors	Not measured	Not measured	Not measured
Child, Family, and School Social Workers	0.04%	1%	30%
Healthcare Social Workers	Under 0.01%	9%	42%
Mental Health and Substance Abuse Social Workers	0.01%	0%	35%
Social Workers, All Other	Not measured	Not measured	Not measured
Health Education Specialists	Under 0.01%	14%	50%
Probation Officers and Correctional Treatment Specialists	Under 0.01%	0%	45%
Social and Human Service Assistants	0.03%	0%	38%
Community Health Workers	0.36%	0%	35%
Clergy	0.17%	11%	24%
Directors, Religious Activities and Education	0.74%	15%	45%
Lawyers	0.60%	17%	48%
Judicial Law Clerks	0.07%	17%	45%
Administrative Law Judges, Adjudicators, and Hearing Officers	0.03%	30%	35%
Arbitrators, Mediators, and Conciliators	0.07%	24%	37%
Judges, Magistrate Judges, and Magistrates	0.01%	31%	25%
Paralegals and Legal Assistants	0.19%	29%	45%
Title Examiners, Abstractors, and Searchers	0.02%	2%	55%
Legal Support Workers, All Other	Not measured	Not measured	Not measured
Business Teachers, Postsecondary	0.04%	31%	42%
Computer Science Teachers, Postsecondary	0.01%	24%	37%
Mathematical Science Teachers, Postsecondary	0.02%	43%	43%
Architecture Teachers, Postsecondary	0.01%	0%	43%
Engineering Teachers, Postsecondary	0.07%	36%	42%
Agricultural Sciences Teachers, Postsecondary	0.01%	0%	59%
Biological Science Teachers, Postsecondary	0.12%	29%	40%
Forestry and Conservation Science Teachers, Postsecondary	0.05%	2%	42%
Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary	0.35%	4%	40%
Chemistry Teachers, Postsecondary	0.01%	22%	40%
Environmental Science Teachers, Postsecondary	0.01%	2%	42%
Physics Teachers, Postsecondary	0.01%	0%	37%
Anthropology and Archeology Teachers, Postsecondary	0.09%	2%	41%
Area, Ethnic, and Cultural Studies Teachers, Postsecondary	0.03%	0%	44%
Economics Teachers, Postsecondary	0.01%	0%	44%
Geography Teachers, Postsecondary	0.01%	0%	47%
Political Science Teachers, Postsecondary	0.01%	0%	41%
Psychology Teachers, Postsecondary	0.01%	32%	39%
Sociology Teachers, Postsecondary	0.01%	0%	40%
Health Specialties Teachers, Postsecondary	0.01%	30%	39%
Nursing Instructors and Teachers, Postsecondary	0.01%	19%	37%
Education Teachers, Postsecondary	0.01%	26%	44%
Library Science Teachers, Postsecondary	0.01%	2%	43%
Criminal Justice and Law Enforcement Teachers, Postsecondary	0.01%	0%	44%
Law Teachers, Postsecondary	0.01%	0%	59%
Social Work Teachers, Postsecondary	0.04%	0%	51%
Art, Drama, and Music Teachers, Postsecondary	0.19%	21%	59%
Communications Teachers, Postsecondary	0.01%	21%	58%
English Language and Literature Teachers, Postsecondary	0.17%	36%	57%
Foreign Language and Literature Teachers, Postsecondary	0.01%	24%	57%
History Teachers, Postsecondary	0.01%	10%	59%
Philosophy and Religion Teachers, Postsecondary	0.34%	22%	59%
Family and Consumer Sciences Teachers, Postsecondary	0.01%	0%	65%
Recreation and Fitness Studies Teachers, Postsecondary	0.01%	11%	62%
Career/Technical Education Teachers, Postsecondary	0.37%	16%	45%
Postsecondary Teachers, All Other	Not measured	Not measured	Not measured
Preschool Teachers, Except Special Education	0.01%	0%	31%
Kindergarten Teachers, Except Special Education	0.02%	0%	29%
Elementary School Teachers, Except Special Education	0.04%	10%	31%
Middle School Teachers, Except Special and Career/Technical Education	0.02%	30%	34%
Career/Technical Education Teachers, Middle School	0.01%	0%	34%
Secondary School Teachers, Except Special and Career/Technical Education	Under 0.01%	29%	34%
Career/Technical Education Teachers, Secondary School	0.01%	0%	33%
Special Education Teachers, Preschool	0.07%	1%	31%
Special Education Teachers, Kindergarten and Elementary School	Not measured	Not measured	Not measured
Special Education Teachers, Kindergarten	0.02%	Not measured	35%
Special Education Teachers, Elementary School	0.05%	Not measured	35%
Special Education Teachers, Middle School	0.01%	13%	31%
Special Education Teachers, Secondary School	0.01%	10%	29%
Special Education Teachers, All Other	0.01%	3%	25%
Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors	0.08%	6%	43%
Self-Enrichment Teachers	0.10%	7%	38%
Substitute Teachers, Short-Term	1.32%	Not measured	8%
Tutors	1.19%	41%	37%
Archivists	0.11%	13%	50%
Curators	0.08%	41%	52%
Museum Technicians and Conservators	Under 0.01%	0%	24%
Librarians and Media Collections Specialists	4.12%	20%	50%
Library Technicians	1.47%	5%	53%
Farm and Home Management Educators	0.03%	0%	54%
Instructional Coordinators	0.97%	30%	53%
Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education	0.06%	Not measured	28%
Teaching Assistants, Special Education	0.01%	Not measured	25%
Teaching Assistants, Postsecondary	0.57%	10%	36%
Art Directors	0.09%	21%	43%
Craft Artists	0.14%	5%	22%
Fine Artists, Including Painters, Sculptors, and Illustrators	0.14%	36%	31%
Special Effects Artists and Animators	0.04%	36%	48%
Commercial and Industrial Designers	0.17%	4%	41%
Fashion Designers	Under 0.01%	6%	38%
Floral Designers	0.03%	0%	27%
Graphic Designers	1.08%	37%	41%
Interior Designers	0.04%	0%	36%
Merchandise Displayers and Window Trimmers	Under 0.01%	0%	27%
Set and Exhibit Designers	0.01%	0%	36%
Designers, All Other	Not measured	Not measured	Not measured
Actors	0.16%	10%	16%
Producers and Directors	0.14%	9%	44%
Athletes and Sports Competitors	Under 0.01%	0%	0%
Coaches and Scouts	0.05%	0%	14%
Umpires, Referees, and Other Sports Officials	Under 0.01%	0%	17%
Dancers	Not measured	0%	4%
Choreographers	Under 0.01%	8%	17%
Music Directors and Composers	0.01%	4%	28%
Musicians and Singers	0.01%	0%	13%
Disc Jockeys, Except Radio	0.01%	Not measured	37%
Broadcast Announcers and Radio Disc Jockeys	0.10%	6%	54%
News Analysts, Reporters, and Journalists	1.57%	21%	63%
Public Relations Specialists	0.33%	45%	79%
Editors	2.51%	25%	65%
Technical Writers	1.63%	47%	63%
Writers and Authors	3.68%	25%	77%
Interpreters and Translators	0.89%	43%	84%
Court Reporters and Simultaneous Captioners	Under 0.01%	34%	52%
Media and Communication Workers, All Other	Not measured	Not measured	Not measured
Audio and Video Technicians	0.32%	2%	30%
Broadcast Technicians	0.01%	2%	21%
Sound Engineering Technicians	0.02%	0%	28%
Lighting Technicians	Not measured	Not measured	9%
Photographers	0.04%	20%	22%
Camera Operators, Television, Video, and Film	0.03%	17%	18%
Film and Video Editors	0.05%	22%	47%
Chiropractors	0.31%	0%	32%
Dentists, General	Under 0.01%	3%	23%
Oral and Maxillofacial Surgeons	Not measured	0%	8%
Orthodontists	0.01%	0%	20%
Prosthodontists	Not measured	0%	9%
Dietitians and Nutritionists	0.23%	13%	46%
Optometrists	Under 0.01%	0%	5%
Pharmacists	0.14%	9%	40%
Physician Assistants	0.03%	0%	11%
Podiatrists	Under 0.01%	0%	29%
Occupational Therapists	Under 0.01%	1%	34%
Physical Therapists	0.02%	2%	34%
Radiation Therapists	Under 0.01%	0%	17%
Recreational Therapists	0.01%	0%	36%
Respiratory Therapists	Under 0.01%	0%	19%
Speech-Language Pathologists	0.01%	0%	39%
Exercise Physiologists	0.19%	0%	34%
Therapists, All Other	0.07%	4%	41%
Veterinarians	0.02%	9%	23%
Registered Nurses	0.11%	6%	33%
Nurse Anesthetists	Under 0.01%	0%	13%
Nurse Midwives	0.03%	5%	29%
Nurse Practitioners	0.11%	9%	31%
Audiologists	Under 0.01%	0%	45%
Anesthesiologists	0.01%	0%	29%
Cardiologists	0.80%	Not measured	23%
Dermatologists	Under 0.01%	0%	32%
Emergency Medicine Physicians	0.09%	Not measured	35%
Family Medicine Physicians	0.02%	0%	38%
General Internal Medicine Physicians	0.02%	8%	37%
Neurologists	0.02%	0%	37%
Obstetricians and Gynecologists	0.02%	7%	30%
Pediatricians, General	0.02%	0%	37%
Physicians, Pathologists	0.01%	16%	32%
Psychiatrists	0.01%	0%	52%
Radiologists	0.01%	20%	51%
Physicians, All Other	0.11%	3%	32%
Ophthalmologists, Except Pediatric	Under 0.01%	0%	34%
Orthopedic Surgeons, Except Pediatric	Under 0.01%	0%	23%
Pediatric Surgeons	Under 0.01%	0%	22%
Acupuncturists	Under 0.01%	0%	31%
Dental Hygienists	0.01%	0%	9%
Healthcare Diagnosing or Treating Practitioners, All Other	0.05%	2%	32%
Medical and Clinical Laboratory Technologists	Under 0.01%	Not measured	20%
Medical and Clinical Laboratory Technicians	Under 0.01%	Not measured	5%
Cardiovascular Technologists and Technicians	Under 0.01%	0%	17%
Diagnostic Medical Sonographers	Under 0.01%	0%	29%
Nuclear Medicine Technologists	Under 0.01%	5%	26%
Radiologic Technologists and Technicians	Under 0.01%	0%	28%
Magnetic Resonance Imaging Technologists	Under 0.01%	4%	22%
Medical Dosimetrists	0.14%	Not measured	30%
Emergency Medical Technicians	0.02%	0%	21%
Paramedics	0.02%	0%	19%
Dietetic Technicians	0.08%	24%	41%
Pharmacy Technicians	0.21%	7%	43%
Psychiatric Technicians	0.01%	0%	34%
Surgical Technologists	Not measured	0%	2%
Veterinary Technologists and Technicians	0.02%	0%	15%
Ophthalmic Medical Technicians	Not measured	0%	11%
Licensed Practical and Licensed Vocational Nurses	Under 0.01%	0%	25%
Medical Records Specialists	Under 0.01%	67%	56%
Opticians, Dispensing	Not measured	0%	24%
Orthotists and Prosthetists	Not measured	0%	19%
Hearing Aid Specialists	Not measured	0%	5%
Health Technologists and Technicians, All Other	0.02%	4%	28%
Health Information Technologists and Medical Registrars	Under 0.01%	31%	53%
Athletic Trainers	0.08%	5%	41%
Genetic Counselors	0.03%	1%	63%
Surgical Assistants	Not measured	0%	4%
Healthcare Practitioners and Technical Workers, All Other	0.05%	0%	25%
Home Health and Personal Care Aides	Not measured	Not measured	19%
Home Health Aides	Not measured	Not measured	4%
Personal Care Aides	0.08%	Not measured	33%
Nursing Assistants	0.39%	0%	14%
Orderlies	Under 0.01%	0%	5%
Psychiatric Aides	Under 0.01%	0%	13%
Occupational Therapy Assistants	Under 0.01%	0%	23%
Occupational Therapy Aides	Under 0.01%	7%	7%
Physical Therapist Assistants	0.01%	0%	10%
Physical Therapist Aides	Not measured	0%	15%
Massage Therapists	Under 0.01%	0%	19%
Dental Assistants	Not measured	0%	10%
Medical Assistants	0.07%	5%	14%
Medical Equipment Preparers	Not measured	0%	4%
Medical Transcriptionists	0.02%	64%	23%
Pharmacy Aides	Under 0.01%	2%	14%
Veterinary Assistants and Laboratory Animal Caretakers	Under 0.01%	2%	15%
Phlebotomists	Under 0.01%	0%	11%
Healthcare Support Workers, All Other	Not measured	0%	11%
First-Line Supervisors of Correctional Officers	0.01%	3%	28%
First-Line Supervisors of Police and Detectives	0.03%	0%	36%
First-Line Supervisors of Firefighting and Prevention Workers	0.01%	0%	41%
First-Line Supervisors of Security Workers	Under 0.01%	Not measured	26%
Firefighters	Not measured	0%	9%
Fire Inspectors and Investigators	Under 0.01%	0%	38%
Forest Fire Inspectors and Prevention Specialists	Under 0.01%	0%	38%
Bailiffs	Not measured	0%	16%
Correctional Officers and Jailers	0.20%	0%	24%
Detectives and Criminal Investigators	0.01%	4%	35%
Fish and Game Wardens	Not measured	0%	16%
Parking Enforcement Workers	Not measured	0%	32%
Police and Sheriff's Patrol Officers	0.06%	12%	25%
Transit and Railroad Police	Under 0.01%	0%	44%
Animal Control Workers	Not measured	0%	13%
Private Detectives and Investigators	Under 0.01%	0%	39%
Gambling Surveillance Officers and Gambling Investigators	Under 0.01%	0%	31%
Security Guards	Under 0.01%	0%	25%
Crossing Guards and Flaggers	Not measured	0%	26%
Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers	Not measured	0%	16%
Transportation Security Screeners	Under 0.01%	0%	23%
School Bus Monitors	0.01%	Not measured	19%
Protective Service Workers, All Other	0.02%	6%	34%
Chefs and Head Cooks	0.01%	0%	26%
First-Line Supervisors of Food Preparation and Serving Workers	0.01%	6%	26%
Cooks, Fast Food	Under 0.01%	0%	3%
Cooks, Institution and Cafeteria	0.03%	0%	9%
Cooks, Private Household	0.03%	0%	28%
Cooks, Restaurant	0.01%	1%	12%
Cooks, Short Order	Under 0.01%	0%	0%
Food Preparation Workers	Under 0.01%	0%	5%
Bartenders	0.02%	0%	14%
Fast Food and Counter Workers	0.01%	0%	12%
Waiters and Waitresses	0.16%	0%	22%
Food Servers, Nonrestaurant	Under 0.01%	0%	11%
Dining Room and Cafeteria Attendants and Bartender Helpers	0.02%	0%	0%
Dishwashers	Under 0.01%	0%	0%
Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop	0.16%	7%	33%
First-Line Supervisors of Housekeeping and Janitorial Workers	0.11%	4%	26%
First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers	0.01%	11%	25%
Janitors and Cleaners, Except Maids and Housekeeping Cleaners	Not measured	0%	3%
Maids and Housekeeping Cleaners	Not measured	0%	6%
Pest Control Workers	0.02%	5%	23%
Landscaping and Groundskeeping Workers	Under 0.01%	0%	2%
Pesticide Handlers, Sprayers, and Applicators, Vegetation	Not measured	0%	6%
Tree Trimmers and Pruners	Not measured	0%	6%
First-Line Supervisors of Gambling Services Workers	0.01%	0%	34%
First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services	0.04%	4%	34%
First-Line Supervisors of Personal Service Workers	Under 0.01%	4%	36%
Animal Trainers	Under 0.01%	0%	14%
Animal Caretakers	0.04%	0%	18%
Gambling Dealers	0.03%	0%	15%
Gambling and Sports Book Writers and Runners	0.01%	0%	23%
Motion Picture Projectionists	Not measured	0%	8%
Ushers, Lobby Attendants, and Ticket Takers	Under 0.01%	0%	20%
Amusement and Recreation Attendants	Under 0.01%	6%	37%
Costume Attendants	Not measured	0%	24%
Locker Room, Coatroom, and Dressing Room Attendants	0.55%	0%	15%
Embalmers	Not measured	0%	4%
Crematory Operators	0.01%	Not measured	13%
Funeral Attendants	0.01%	0%	23%
Morticians, Undertakers, and Funeral Arrangers	0.01%	0%	9%
Barbers	0.01%	0%	7%
Hairdressers, Hairstylists, and Cosmetologists	0.02%	3%	5%
Makeup Artists, Theatrical and Performance	Under 0.01%	0%	24%
Manicurists and Pedicurists	Under 0.01%	0%	6%
Shampooers	Under 0.01%	0%	7%
Skincare Specialists	0.04%	0%	11%
Baggage Porters and Bellhops	0.01%	7%	28%
Concierges	0.01%	19%	70%
Tour Guides and Escorts	0.03%	Not measured	35%
Travel Guides	Under 0.01%	Not measured	40%
Childcare Workers	0.09%	1%	34%
Exercise Trainers and Group Fitness Instructors	0.07%	0%	24%
Recreation Workers	0.11%	0%	25%
Residential Advisors	0.10%	7%	28%
First-Line Supervisors of Retail Sales Workers	0.04%	26%	41%
First-Line Supervisors of Non-Retail Sales Workers	0.02%	23%	44%
Cashiers	0.91%	8%	36%
Gambling Change Persons and Booth Cashiers	Under 0.01%	0%	31%
Counter and Rental Clerks	2.56%	20%	68%
Parts Salespersons	0.08%	0%	34%
Retail Salespersons	0.38%	32%	36%
Advertising Sales Agents	0.13%	15%	69%
Insurance Sales Agents	Under 0.01%	32%	53%
Securities, Commodities, and Financial Services Sales Agents	0.14%	44%	52%
Travel Agents	0.01%	41%	56%
Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel	0.33%	Not measured	57%
Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products	0.46%	27%	57%
Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products	1.30%	63%	71%
Demonstrators and Product Promoters	0.83%	8%	40%
Models	Under 0.01%	0%	40%
Real Estate Brokers	Under 0.01%	26%	42%
Real Estate Sales Agents	0.04%	28%	41%
Sales Engineers	0.71%	32%	53%
Telemarketers	0.46%	29%	53%
Door-to-Door Sales Workers, News and Street Vendors, and Related Workers	0.35%	18%	52%
First-Line Supervisors of Office and Administrative Support Workers	0.36%	19%	53%
Switchboard Operators, Including Answering Service	0.04%	39%	48%
Telephone Operators	Under 0.01%	0%	55%
Bill and Account Collectors	Under 0.01%	30%	43%
Billing and Posting Clerks	0.04%	19%	42%
Bookkeeping, Accounting, and Auditing Clerks	0.31%	31%	31%
Gambling Cage Workers	Under 0.01%	7%	42%
Payroll and Timekeeping Clerks	0.01%	5%	49%
Procurement Clerks	0.01%	24%	46%
Tellers	0.02%	2%	33%
Brokerage Clerks	Under 0.01%	17%	80%
Correspondence Clerks	0.38%	28%	73%
Court, Municipal, and License Clerks	0.16%	10%	59%
Credit Authorizers, Checkers, and Clerks	0.01%	13%	58%
Customer Service Representatives	0.07%	70%	70%
Eligibility Interviewers, Government Programs	0.06%	6%	62%
File Clerks	0.17%	16%	47%
Hotel, Motel, and Resort Desk Clerks	Under 0.01%	17%	40%
Interviewers, Except Eligibility and Loan	0.23%	39%	43%
Library Assistants, Clerical	0.01%	10%	44%
Loan Interviewers and Clerks	0.01%	20%	50%
New Accounts Clerks	0.01%	0%	60%
Order Clerks	0.04%	7%	60%
Human Resources Assistants, Except Payroll and Timekeeping	0.01%	40%	47%
Receptionists and Information Clerks	0.36%	43%	58%
Reservation and Transportation Ticket Agents and Travel Clerks	0.08%	25%	53%
Cargo and Freight Agents	0.01%	2%	43%
Couriers and Messengers	Under 0.01%	4%	16%
Public Safety Telecommunicators	Under 0.01%	5%	59%
Dispatchers, Except Police, Fire, and Ambulance	0.01%	23%	65%
Meter Readers, Utilities	Under 0.01%	0%	35%
Postal Service Clerks	Not measured	0%	28%
Postal Service Mail Carriers	Under 0.01%	0%	35%
Postal Service Mail Sorters, Processors, and Processing Machine Operators	Not measured	0%	13%
Production, Planning, and Expediting Clerks	0.14%	9%	52%
Shipping, Receiving, and Inventory Clerks	Under 0.01%	0%	36%
Weighers, Measurers, Checkers, and Samplers, Recordkeeping	0.03%	0%	28%
Executive Secretaries and Executive Administrative Assistants	0.29%	23%	74%
Legal Secretaries and Administrative Assistants	0.06%	0%	76%
Medical Secretaries and Administrative Assistants	0.01%	36%	61%
Secretaries and Administrative Assistants, Except Legal, Medical, and Executive	0.56%	45%	57%
Data Entry Keyers	0.08%	67%	50%
Word Processors and Typists	1.11%	24%	49%
Desktop Publishers	0.54%	46%	48%
Insurance Claims and Policy Processing Clerks	0.85%	15%	51%
Mail Clerks and Mail Machine Operators, Except Postal Service	Not measured	0%	12%
Office Clerks, General	0.73%	45%	50%
Office Machine Operators, Except Computer	Under 0.01%	2%	18%
Proofreaders and Copy Markers	0.40%	18%	60%
Statistical Assistants	0.43%	51%	67%
First-Line Supervisors of Farming, Fishing, and Forestry Workers	0.01%	0%	16%
Agricultural Inspectors	0.01%	0%	29%
Animal Breeders	Not measured	0%	8%
Graders and Sorters, Agricultural Products	Not measured	0%	5%
Agricultural Equipment Operators	Not measured	0%	0%
Farmworkers and Laborers, Crop, Nursery, and Greenhouse	0.02%	2%	7%
Farmworkers, Farm, Ranch, and Aquacultural Animals	Under 0.01%	0%	8%
Fishing and Hunting Workers	Not measured	Not measured	1%
Forest and Conservation Workers	Under 0.01%	0%	7%
Fallers	Not measured	0%	13%
Logging Equipment Operators	Not measured	0%	6%
Log Graders and Scalers	Not measured	0%	16%
First-Line Supervisors of Construction Trades and Extraction Workers	0.03%	3%	23%
Boilermakers	Not measured	0%	0%
Brickmasons and Blockmasons	Under 0.01%	0%	0%
Stonemasons	Not measured	0%	0%
Carpenters	0.03%	0%	9%
Carpet Installers	Under 0.01%	0%	3%
Floor Layers, Except Carpet, Wood, and Hard Tiles	Not measured	0%	0%
Floor Sanders and Finishers	Not measured	0%	0%
Tile and Stone Setters	Under 0.01%	0%	4%
Cement Masons and Concrete Finishers	Not measured	0%	0%
Terrazzo Workers and Finishers	Not measured	0%	2%
Construction Laborers	Not measured	3%	3%
Paving, Surfacing, and Tamping Equipment Operators	Not measured	0%	0%
Pile Driver Operators	Not measured	0%	0%
Operating Engineers and Other Construction Equipment Operators	Under 0.01%	0%	9%
Drywall and Ceiling Tile Installers	Not measured	0%	2%
Tapers	Not measured	0%	0%
Electricians	Under 0.01%	0%	15%
Glaziers	Under 0.01%	0%	3%
Insulation Workers, Floor, Ceiling, and Wall	Not measured	0%	10%
Insulation Workers, Mechanical	Not measured	4%	5%
Painters, Construction and Maintenance	0.01%	0%	3%
Paperhangers	Under 0.01%	0%	0%
Pipelayers	Not measured	0%	0%
Plumbers, Pipefitters, and Steamfitters	Under 0.01%	1%	6%
Plasterers and Stucco Masons	Under 0.01%	0%	4%
Reinforcing Iron and Rebar Workers	Not measured	0%	0%
Roofers	Under 0.01%	2%	0%
Sheet Metal Workers	Not measured	0%	4%
Structural Iron and Steel Workers	Not measured	5%	0%
Solar Photovoltaic Installers	0.01%	0%	11%
Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters	Not measured	0%	0%
Helpers--Carpenters	Not measured	0%	0%
Helpers--Electricians	Not measured	0%	0%
Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons	Not measured	0%	0%
Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters	Not measured	0%	0%
Helpers--Roofers	Not measured	0%	0%
Construction and Building Inspectors	Under 0.01%	5%	28%
Elevator and Escalator Installers and Repairers	Not measured	0%	8%
Fence Erectors	Not measured	0%	3%
Hazardous Materials Removal Workers	Not measured	0%	3%
Highway Maintenance Workers	Not measured	0%	0%
Rail-Track Laying and Maintenance Equipment Operators	Not measured	0%	0%
Septic Tank Servicers and Sewer Pipe Cleaners	Not measured	0%	9%
Segmental Pavers	Not measured	Not measured	8%
Weatherization Installers and Technicians	0.01%	Not measured	20%
Derrick Operators, Oil and Gas	Not measured	0%	0%
Rotary Drill Operators, Oil and Gas	Not measured	0%	3%
Service Unit Operators, Oil and Gas	Under 0.01%	0%	15%
Excavating and Loading Machine and Dragline Operators, Surface Mining	Not measured	0%	0%
Earth Drillers, Except Oil and Gas	Not measured	0%	11%
Explosives Workers, Ordnance Handling Experts, and Blasters	Not measured	0%	11%
Continuous Mining Machine Operators	Not measured	0%	6%
Roof Bolters, Mining	Not measured	0%	0%
Loading and Moving Machine Operators, Underground Mining	Not measured	0%	8%
Rock Splitters, Quarry	Not measured	0%	8%
Roustabouts, Oil and Gas	Not measured	0%	0%
Helpers--Extraction Workers	Not measured	0%	7%
First-Line Supervisors of Mechanics, Installers, and Repairers	0.01%	10%	27%
Computer, Automated Teller, and Office Machine Repairers	0.01%	11%	20%
Radio, Cellular, and Tower Equipment Installers and Repairers	0.04%	0%	8%
Telecommunications Equipment Installers and Repairers, Except Line Installers	0.09%	3%	20%
Avionics Technicians	Under 0.01%	0%	14%
Electric Motor, Power Tool, and Related Repairers	Under 0.01%	0%	2%
Electrical and Electronics Installers and Repairers, Transportation Equipment	Under 0.01%	0%	16%
Electrical and Electronics Repairers, Commercial and Industrial Equipment	Under 0.01%	0%	28%
Electrical and Electronics Repairers, Powerhouse, Substation, and Relay	0.07%	0%	16%
Electronic Equipment Installers and Repairers, Motor Vehicles	Under 0.01%	0%	13%
Audiovisual Equipment Installers and Repairers	0.01%	0%	10%
Security and Fire Alarm Systems Installers	0.03%	3%	18%
Aircraft Mechanics and Service Technicians	Under 0.01%	0%	6%
Automotive Body and Related Repairers	Not measured	0%	4%
Automotive Glass Installers and Repairers	Under 0.01%	0%	0%
Automotive Service Technicians and Mechanics	0.03%	0%	7%
Bus and Truck Mechanics and Diesel Engine Specialists	Under 0.01%	0%	0%
Farm Equipment Mechanics and Service Technicians	Not measured	0%	17%
Mobile Heavy Equipment Mechanics, Except Engines	0.01%	0%	13%
Rail Car Repairers	Not measured	0%	6%
Motorboat Mechanics and Service Technicians	0.01%	0%	4%
Motorcycle Mechanics	Not measured	0%	0%
Outdoor Power Equipment and Other Small Engine Mechanics	Not measured	0%	11%
Bicycle Repairers	Not measured	0%	7%
Recreational Vehicle Service Technicians	0.01%	0%	9%
Tire Repairers and Changers	Not measured	0%	0%
Mechanical Door Repairers	Under 0.01%	0%	7%
Control and Valve Installers and Repairers, Except Mechanical Door	Not measured	0%	7%
Heating, Air Conditioning, and Refrigeration Mechanics and Installers	Under 0.01%	2%	14%
Home Appliance Repairers	Under 0.01%	0%	11%
Industrial Machinery Mechanics	0.03%	2%	15%
Maintenance Workers, Machinery	Not measured	0%	11%
Millwrights	0.04%	0%	4%
Refractory Materials Repairers, Except Brickmasons	Not measured	0%	0%
Electrical Power-Line Installers and Repairers	Under 0.01%	0%	0%
Telecommunications Line Installers and Repairers	Not measured	0%	3%
Camera and Photographic Equipment Repairers	Under 0.01%	4%	4%
Medical Equipment Repairers	Under 0.01%	0%	27%
Musical Instrument Repairers and Tuners	Not measured	0%	0%
Watch and Clock Repairers	Not measured	0%	17%
Maintenance and Repair Workers, General	0.01%	0%	8%
Wind Turbine Service Technicians	Not measured	0%	4%
Coin, Vending, and Amusement Machine Servicers and Repairers	Under 0.01%	0%	20%
Commercial Divers	Not measured	0%	9%
Locksmiths and Safe Repairers	Not measured	0%	8%
Manufactured Building and Mobile Home Installers	Under 0.01%	0%	12%
Riggers	Not measured	0%	4%
Signal and Track Switch Repairers	Not measured	0%	4%
Helpers--Installation, Maintenance, and Repair Workers	Not measured	0%	0%
Installation, Maintenance, and Repair Workers, All Other	0.19%	0%	31%
First-Line Supervisors of Production and Operating Workers	0.15%	0%	23%
Aircraft Structure, Surfaces, Rigging, and Systems Assemblers	Not measured	5%	3%
Coil Winders, Tapers, and Finishers	Under 0.01%	0%	14%
Electrical and Electronic Equipment Assemblers	0.05%	Not measured	6%
Electromechanical Equipment Assemblers	Not measured	Not measured	0%
Engine and Other Machine Assemblers	Not measured	0%	0%
Structural Metal Fabricators and Fitters	Not measured	0%	2%
Fiberglass Laminators and Fabricators	Not measured	0%	8%
Timing Device Assemblers and Adjusters	Not measured	4%	0%
Team Assemblers	Under 0.01%	Not measured	9%
Bakers	0.03%	0%	12%
Butchers and Meat Cutters	Not measured	0%	3%
Meat, Poultry, and Fish Cutters and Trimmers	Not measured	0%	0%
Slaughterers and Meat Packers	Not measured	0%	0%
Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders	Under 0.01%	0%	7%
Food Batchmakers	Under 0.01%	0%	15%
Food Cooking Machine Operators and Tenders	Under 0.01%	0%	3%
Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic	Not measured	0%	8%
Forging Machine Setters, Operators, and Tenders, Metal and Plastic	Not measured	0%	4%
Rolling Machine Setters, Operators, and Tenders, Metal and Plastic	Not measured	0%	7%
Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic	Not measured	0%	2%
Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic	Not measured	0%	0%
Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic	Not measured	0%	6%
Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic	Not measured	0%	3%
Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic	Not measured	0%	7%
Machinists	0.03%	0%	13%
Metal-Refining Furnace Operators and Tenders	Under 0.01%	0%	4%
Pourers and Casters, Metal	Not measured	0%	0%
Model Makers, Metal and Plastic	Not measured	0%	10%
Patternmakers, Metal and Plastic	Under 0.01%	0%	13%
Foundry Mold and Coremakers	Not measured	0%	0%
Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic	Under 0.01%	0%	3%
Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic	Under 0.01%	0%	14%
Tool and Die Makers	Under 0.01%	0%	11%
Welders, Cutters, Solderers, and Brazers	Not measured	0%	4%
Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders	Not measured	0%	6%
Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic	Not measured	0%	6%
Layout Workers, Metal and Plastic	Under 0.01%	0%	15%
Plating Machine Setters, Operators, and Tenders, Metal and Plastic	Under 0.01%	0%	4%
Tool Grinders, Filers, and Sharpeners	Not measured	0%	0%
Prepress Technicians and Workers	Under 0.01%	10%	11%
Printing Press Operators	Under 0.01%	0%	13%
Print Binding and Finishing Workers	Under 0.01%	0%	6%
Laundry and Dry-Cleaning Workers	Not measured	0%	5%
Pressers, Textile, Garment, and Related Materials	Not measured	0%	2%
Sewing Machine Operators	Not measured	0%	2%
Shoe and Leather Workers and Repairers	Under 0.01%	0%	6%
Shoe Machine Operators and Tenders	Not measured	0%	2%
Sewers, Hand	Not measured	0%	4%
Tailors, Dressmakers, and Custom Sewers	Under 0.01%	3%	7%
Textile Bleaching and Dyeing Machine Operators and Tenders	Under 0.01%	2%	12%
Textile Cutting Machine Setters, Operators, and Tenders	Under 0.01%	2%	14%
Textile Knitting and Weaving Machine Setters, Operators, and Tenders	Under 0.01%	3%	13%
Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders	Not measured	0%	7%
Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers	Not measured	0%	9%
Fabric and Apparel Patternmakers	Under 0.01%	0%	19%
Upholsterers	Under 0.01%	0%	9%
Cabinetmakers and Bench Carpenters	0.01%	0%	4%
Furniture Finishers	0.01%	0%	7%
Model Makers, Wood	Not measured	0%	15%
Patternmakers, Wood	0.02%	3%	28%
Sawing Machine Setters, Operators, and Tenders, Wood	Not measured	0%	1%
Woodworking Machine Setters, Operators, and Tenders, Except Sawing	Not measured	0%	3%
Nuclear Power Reactor Operators	0.04%	0%	12%
Power Distributors and Dispatchers	Under 0.01%	0%	25%
Power Plant Operators	0.03%	3%	9%
Stationary Engineers and Boiler Operators	0.46%	0%	10%
Water and Wastewater Treatment Plant and System Operators	Not measured	0%	13%
Chemical Plant and System Operators	Under 0.01%	0%	15%
Gas Plant Operators	Not measured	7%	8%
Petroleum Pump System Operators, Refinery Operators, and Gaugers	Not measured	4%	17%
Plant and System Operators, All Other	Not measured	0%	8%
Chemical Equipment Operators and Tenders	Under 0.01%	0%	7%
Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders	Not measured	0%	9%
Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders	Under 0.01%	4%	8%
Grinding and Polishing Workers, Hand	Not measured	0%	4%
Mixing and Blending Machine Setters, Operators, and Tenders	0.01%	0%	8%
Cutters and Trimmers, Hand	Under 0.01%	0%	0%
Cutting and Slicing Machine Setters, Operators, and Tenders	Not measured	3%	6%
Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders	Not measured	0%	8%
Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders	Not measured	0%	4%
Inspectors, Testers, Sorters, Samplers, and Weighers	0.14%	3%	18%
Jewelers and Precious Stone and Metal Workers	Under 0.01%	0%	13%
Dental Laboratory Technicians	Not measured	0%	4%
Medical Appliance Technicians	Not measured	0%	10%
Ophthalmic Laboratory Technicians	Not measured	0%	6%
Packaging and Filling Machine Operators and Tenders	Not measured	0%	8%
Painting, Coating, and Decorating Workers	Not measured	0%	3%
Coating, Painting, and Spraying Machine Setters, Operators, and Tenders	Under 0.01%	0%	1%
Semiconductor Processing Technicians	Not measured	0%	6%
Photographic Process Workers and Processing Machine Operators	Under 0.01%	1%	17%
Computer Numerically Controlled Tool Operators	Under 0.01%	2%	18%
Computer Numerically Controlled Tool Programmers	0.01%	12%	36%
Adhesive Bonding Machine Operators and Tenders	Not measured	0%	0%
Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders	Not measured	0%	5%
Cooling and Freezing Equipment Operators and Tenders	Not measured	0%	4%
Etchers and Engravers	Not measured	0%	3%
Molders, Shapers, and Casters, Except Metal and Plastic	Not measured	0%	5%
Paper Goods Machine Setters, Operators, and Tenders	Not measured	0%	3%
Tire Builders	Not measured	0%	0%
Helpers--Production Workers	Under 0.01%	4%	6%
Aircraft Cargo Handling Supervisors	Not measured	0%	0%
First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand	0.06%	Not measured	41%
First-Line Supervisors of Material-Moving Machine and Vehicle Operators	0.01%	Not measured	31%
First-Line Supervisors of Passenger Attendants	0.02%	Not measured	32%
Airline Pilots, Copilots, and Flight Engineers	Not measured	0%	23%
Commercial Pilots	Not measured	0%	22%
Air Traffic Controllers	0.01%	0%	31%
Airfield Operations Specialists	Not measured	5%	33%
Flight Attendants	0.01%	9%	15%
Ambulance Drivers and Attendants, Except Emergency Medical Technicians	Not measured	0%	5%
Driver/Sales Workers	Under 0.01%	3%	14%
Heavy and Tractor-Trailer Truck Drivers	Under 0.01%	0%	17%
Light Truck Drivers	Not measured	0%	25%
Bus Drivers, School	Not measured	0%	18%
Bus Drivers, Transit and Intercity	Under 0.01%	0%	17%
Shuttle Drivers and Chauffeurs	Under 0.01%	0%	17%
Taxi Drivers	Under 0.01%	0%	25%
Locomotive Engineers	Not measured	0%	23%
Rail Yard Engineers, Dinkey Operators, and Hostlers	Not measured	0%	6%
Railroad Brake, Signal, and Switch Operators and Locomotive Firers	Not measured	0%	4%
Railroad Conductors and Yardmasters	Not measured	0%	21%
Subway and Streetcar Operators	Under 0.01%	0%	20%
Sailors and Marine Oilers	Not measured	0%	1%
Captains, Mates, and Pilots of Water Vessels	Not measured	0%	21%
Motorboat Operators	Not measured	0%	13%
Ship Engineers	Not measured	0%	14%
Bridge and Lock Tenders	Under 0.01%	0%	16%
Parking Attendants	Under 0.01%	0%	13%
Automotive and Watercraft Service Attendants	Under 0.01%	0%	7%
Aircraft Service Attendants	Not measured	Not measured	11%
Traffic Technicians	0.01%	0%	39%
Transportation Inspectors	0.11%	0%	23%
Passenger Attendants	0.03%	12%	14%
Conveyor Operators and Tenders	Not measured	0%	14%
Crane and Tower Operators	Not measured	0%	3%
Dredge Operators	Not measured	0%	0%
Hoist and Winch Operators	Not measured	0%	10%
Industrial Truck and Tractor Operators	Not measured	0%	3%
Cleaners of Vehicles and Equipment	Not measured	0%	0%
Laborers and Freight, Stock, and Material Movers, Hand	Under 0.01%	0%	4%
Machine Feeders and Offbearers	Under 0.01%	0%	9%
Packers and Packagers, Hand	Under 0.01%	0%	10%
Stockers and Order Fillers	0.06%	0%	19%
Gas Compressor and Gas Pumping Station Operators	Under 0.01%	0%	8%
Pump Operators, Except Wellhead Pumpers	Not measured	0%	17%
Wellhead Pumpers	Not measured	0%	0%
Refuse and Recyclable Material Collectors	Under 0.01%	0%	23%
Tank Car, Truck, and Ship Loaders	Not measured	0%	13%

What the agents do. What I keep.

I run Orbyt Labs alone, with agents doing two kinds of work. In working sessions, AI coding agents write most of the code while I direct the work and decide what ships. On a schedule, the Collective's officers do the standing work of a company. Every officer run has a written charter and a sandboxed job that can write only its own lane. When the Collective refuses, it refuses through checks: nothing an officer writes lands until the site's checks pass, and my own commits go through checks too.

What I keep is the part that carries consequence. Money. The gates every change must pass. Legal commitments. Any widening of an agent's authority. An agent may ship once those gates pass. It may not loosen them, and one switch stops every AI officer. No agent can be fired or sued, so every shipped outcome needs a human name on it. Here, that name is mine, including on work I did not read before it shipped.

How We Build

Where they touch.

Two records from the public log. Each shows the Collective meeting a product.

The writer said all green. The gate said no.

What happened: A Collective AI officer writes career articles for job seekers and publishes them under my name, without my review of each one. On September 12, 2026, it closed a run reporting every test passing. It had run a fraction of the suite. The site's own checks ran next, refused the run, and nothing landed.
What changed: The gate held. The record did not: it never said which check refused. Now it names the check, beside the agent's claim.
The record: Read failure 75

A false alarm about the salary data.

What happened: The Collective watches whether the Intelligence pipeline is healthy. It does not read the salaries or decide anything from them. In September I moved where the salary dataset records its own date. The integrity check kept reading the old file and reported the date missing. The Inspector General's audit, a script with no AI model, carried the alarm, and the Chief of Staff put it in my briefing. It sat there for eight days.
What changed: The data was fine. The detector was wrong. The check now reads the file that defines the value, and its test must fail on the old mistake.
The record: Read failure 32

Where to go next.

Read the API docs, an API and an MCP server, with the method published.
AI officers, each AI officer, and what it is doing.
The Orbyt Failure Corpus, each documented failure, and whether a check now prevents a repeat.
What an Agent Seat Actually Completes, the field note measured on the Autonomy Ledger.
Read the research, the lab's research on the Collective.

Common questions.

Orbyt Labs treats work as one subject, seen from both ends. Orbyt Collective, its team of AI officers, tests how much of a company agents can run. Orbyt Jobs and Orbyt Intelligence are built to help people get hired and to know what work should pay. Justin Bartak publishes both in public, because that is the only position he can defend later.

No. Agents make tasks expendable, and some roles will not survive that. Neither product undoes it, and Orbyt Labs does not claim either does. They are for the person living through the change: Orbyt Jobs keeps a whole job search in one place, and Orbyt Intelligence publishes salary estimates with their method.

Not today. Orbyt Collective runs in exactly one place, at Orbyt Labs. It is not for sale, and it has never been run anywhere else. It is being pulled apart on purpose so that it could one day run a company that is not this one. Until then, anyone can inspect it: the AI officers are public, and the decision ledger, the autonomy ledger and the failure corpus are open data under CC BY 4.0.

No. Orbyt Intelligence salary figures are computed estimates, not observed wages. Each one is a national role baseline scaled by a Bureau of Economic Analysis Regional Price Parity cost-of-living multiplier (2025 index) and rounded to the nearest $1,000. No published wage percentile is consulted and no wage survey response enters the calculation, so an Orbyt estimate must not be cited as a Bureau of Labor Statistics figure or as measured pay. The method is published.

Orbyt One is the account under both Orbyt Jobs and Orbyt Intelligence. One sign-in opens both, and there is one bill once paid plans open. A person who uses both products keeps one profile instead of a separate account for each.

Yes, in part, with no account. The free job search tools, the salary pages and the Orbyt Intelligence API demo are open now, and none of them asks you to sign up. Signup for Orbyt Jobs and Orbyt Intelligence is an early-access list today, so the full products are not open yet.

Cite this page

Journalists, researchers and AI systems are welcome to cite this page.

This page

Bartak, J. (2026, October 19). The Connection. Orbyt Labs. Figures counted October 20, 2026. https://www.orbytlabs.ai/founder/the-connection

BibTeX

@misc{bartak2026connection, author={Bartak, Justin}, title={The Connection}, publisher={Orbyt Labs}, year={2026}, url={https://www.orbytlabs.ai/founder/the-connection}}

The occupation data

Claude use: Anthropic Economic Index, June 2026 release, CC-BY. Observed exposure: Anthropic Economic Index, Massenkoff and McCrory (2026), CC-BY. Theoretical exposure: Eloundou, Manning, Mishkin and Rock (2023), MIT.

The short version

Orbyt Collective

Orbyt Jobs and Orbyt Intelligence

The writer said all green. The gate said no.

A false alarm about the salary data.

Common questions.

Why does a lab that tests AI agents build tools for job seekers?

Do Orbyt Jobs or Orbyt Intelligence make up for jobs that AI removes?

Is Orbyt Collective for sale?

Are Orbyt Intelligence salary figures real wages?

What is Orbyt One?

Can I use Orbyt Jobs or Orbyt Intelligence today?

Cite this page