By Dr. Tamara Patzer
Every company that adopts artificial intelligence soon runs into the same question: who is accountable when the machine is wrong? A contract summary, a patient note, a tax schedule or a wiring diagram can now be drafted in seconds. Someone still has to sign it, stand behind it and answer for it. In many fields, the law decides who that someone is, and it does so through a license.
Federal labor data show that licensed and certified occupations are projected to keep growing through 2035. That does not mean they are safe from change. It means the credential marks the point where responsibility sits.
Key Takeaways
- The U.S. Bureau of Labor Statistics projects growth from 2025 to 2035 in each of seven credentialed occupations reviewed here, from 4 percent for physicians to 21 percent for information security analysts.
- BLS says some routine work in law and accounting may be automated, but does not expect that to reduce overall demand.
- Licenses and certifications are legal markers of accountability, which AI tools cannot hold.
- The World Economic Forum expects AI and big data, cybersecurity and technology literacy to be the fastest-growing skills through 2030.
- Pay for expert review work varies widely by field and project, and listings change often.
The seven, and what the federal data say
Physicians and surgeons. BLS counted 862,800 jobs in 2025 and projects 4 percent growth through 2035, with about 22,100 openings a year. A license is required in every state, and candidates must graduate from an accredited medical school, complete residency training of 3 to 9 years depending on specialty and pass national exams.
Registered nurses. The largest group on the list, with 3,465,400 jobs in 2025, is projected to grow 6 percent, with about 180,800 openings a year. Nurses need a license from the state where they work, and a bachelor’s degree is the typical entry route.
Lawyers. BLS counted 863,700 jobs in 2025 and projects 5 percent growth, with about 28,700 openings a year. Lawyers typically need a law degree and a state license, usually earned by passing a bar examination. The agency’s outlook page states plainly that “Some routine legal work may be automated.” It adds that this is not expected to reduce overall demand, because automation can free lawyers for client meetings and strategy.
Accountants and auditors. With 1,595,200 jobs in 2025 and 5 percent projected growth, this is the second-largest group. BLS reports about 115,300 openings a year. Accountants who file reports with the Securities and Exchange Commission must be licensed CPAs, and all states require 150 semester hours of college coursework, 30 more than a typical bachelor’s degree. As with law, BLS says some routine tasks may be automated and that this is not expected to reduce overall demand.
Electricians. The 821,000 electricians counted in 2025 are projected to grow 9 percent through 2035, with about 72,700 openings a year. Most states require a test and a license. The usual path is a four- or five-year apprenticeship, each year typically including 2,000 hours of paid on-the-job training plus classroom instruction.
HVAC mechanics and installers. BLS counted 440,900 jobs in 2025 and projects 11 percent growth, with about 40,600 openings a year. The Environmental Protection Agency requires nearly all HVAC technicians to be certified in refrigerant handling, which requires passing an exam, and some states and localities add their own licensing.
Information security analysts. With 192,900 jobs in 2025, this group is projected to grow 21 percent, adding 40,600 jobs. BLS says increased use of AI and the rise of e-commerce have increased the need for enhanced security, which contributes to the projected growth. Many employers prefer security certifications, according to the agency, though a certification is not a legal requirement in the way a nursing or bar license is.
What the list has in common
Each of these occupations ties a person’s name to a decision that can harm someone if it is wrong: a diagnosis, a filing, a circuit, a refrigerant line, a network. That is also why they are slow to change in structure even when the tools change quickly. A model can draft a patient summary, but the physician is the one the state licensed to sign the chart.
The same logic explains why companies that build AI products are asking credentialed professionals to review model output. Those roles are project-based, and the pay is quoted as hourly ranges that differ by field. On November 11, 2026, ranges shown on micro1’s referral page for expert roles included about $25 to $35 an hour for a medical doctor role, $60 to $90 for a federal equal employment specialist role and $90 to $130 for an education practitioner role. Those listings can be added, revised or closed as projects begin and end, so any figure is a snapshot, not a rate card.
What the skills data say
The World Economic Forum’s Future of Jobs Report 2025, drawn from more than 1,000 employers representing more than 14 million workers in 55 economies, projects 170 million new roles and 92 million displaced by 2030. It ranks AI and big data, networks and cybersecurity, and technology literacy as the three fastest-growing skills. It lists postal service clerks, bank tellers and data entry clerks among the jobs with the steepest expected declines. The report also found that nearly 60 percent of workers will need upskilling or reskilling by 2030.
Taken together, the federal and WEF data point in one direction. Tasks that are routine and unlicensed are the most exposed. Work that combines judgment, legal accountability and technical skill is the most durable.
What leaders can do now
- Map which decisions in your company require a licensed or certified person, and write the name of that person next to each one.
- Require a named human reviewer for any AI output used in a regulated function.
- Budget for continuing education, since licenses require it and the tools change yearly.
- Treat AI literacy as a baseline skill for everyone, not a specialty for a few.
Frequently asked questions
Does a credential protect a job from automation?
No credential guarantees a job. BLS says some routine tasks in law and accounting may be automated, while expecting overall demand to hold. Projections are estimates and are revised every year.
Which credentials take the longest to earn?
Physicians, according to BLS, need a medical degree plus a residency of 3 to 9 years. Electricians typically complete a four- or five-year apprenticeship.
Are pay rates for expert review work fixed?
No. Hourly ranges vary by role and project, and listings change. Check the date on any figure you see.
Where can readers follow open expert roles?
The free Expert Opportunity Report publishes a regular list of open roles, organized by field, with the hourly range shown on each posting. Browse the procurement, human resources and business operations page for listings.
Dr. Tamara Patzer is a publisher and former newspaper editor who writes about AI and business data.
You may reach her through: <info@dailysuccessinstitute.com>
Sources: U.S. Bureau of Labor Statistics, Occupational Outlook Handbook pages for lawyers and accountants and auditors, last modified August 27 and October 29, 2026; BLS pages for physicians and surgeons, registered nurses, electricians, HVAC mechanics and installers, and information security analysts, last modified between August 27 and October 29, 2026. World Economic Forum, Future of Jobs Report 2025, published January 2025. micro1 referral page listings, viewed November 11, 2026.
Disclaimer: The author publishes the Expert Opportunity Report and is a referral partner of micro1. This article is information, not a promise of work or income, and not legal or financial advice.
