Will AI replace radiologists?

AI already handles some of this work on its own in real use, for tasks like “Perform or interpret the outcomes of diagnostic imaging procedures including magnetic resonance imaging (MRI)”. That's 4h 26m of a typical shift; 3h 34m still has no AI or robot evidence. BLS expects about 3.4% more of these jobs by 2035.

Time card for radiologists showing a typical 8-hour shift: 3h 34m done by people, 4h 26m by AI.
Each mark is 5 minutes of a typical shift for radiologists, colored by who does that task today. Estimates from O*NET tasks and Anthropic Economic Index data. How it's made

Home / Healthcare practitioners / Radiologists

Diagnose and treat diseases and injuries using medical imaging techniques, such as x rays, magnetic resonance imaging (MRI), nuclear medicine, and ultrasounds. May perform minimally invasive medical procedures and tests.

Time card

Untick tasks you don't do, or set your own times.
MineTask, by time spentHumanWith AIAIRobot
Perform or interpret the outcomes of diagnostic imaging procedures including magnetic resonance imaging (MRI), computer tomography (CT), positron emission tomography (PET), nuclear cardiology treadmill studies, mammography, or ultrasound.2h 32m a shift · Observed in AI useTypical AI request: about 2h 20m alone, 32m with AI
Why this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work
Prepare comprehensive interpretive reports of findings.1h 45m a shift · Observed in AI useTypical AI request: about 6h 14m alone, 43m with AI
Why this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work
Communicate examination results or diagnostic information to referring physicians, patients, or families.29m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Obtain patients' histories from electronic records, patient interviews, dictated reports, or by communicating with referring clinicians.24m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Confer with medical professionals regarding image-based diagnoses.24m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Perform interventional procedures such as image-guided biopsy, percutaneous transluminal angioplasty, transhepatic biliary drainage, or nephrostomy catheter placement.24m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Review or transmit images and information using picture archiving or communications systems.14m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Participate in continuing education activities to maintain and develop expertise.14m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Review procedure requests and patients' medical histories to determine applicability of procedures and radioisotopes to be used.14m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Document the performance, interpretation, or outcomes of all procedures performed.10m a shift · Observed in AI use
Why this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work
Instruct radiologic staff in desired techniques, positions, or projections.10m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Participate in quality improvement activities including discussions of areas where risk of error is high.10m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Teach nuclear medicine, diagnostic radiology, or other specialties at graduate educational level.10m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Recognize or treat complications during and after procedures, including blood pressure problems, pain, oversedation, or bleeding.5m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Develop or monitor procedures to ensure adequate quality control of images.5m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Provide counseling to radiologic patients to explain the processes, risks, benefits, or alternative treatments.5m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Establish or enforce standards for protection of patients or personnel.5m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Coordinate radiological services with other medical activities.5m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Develop treatment plans for radiology patients.5m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Check and approve the quality of diagnostic images before patients are discharged.5m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Direct nuclear medicine technologists or technicians regarding desired dosages, techniques, positions, and projections.5m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Prescribe radionuclides and dosages to be administered to individual patients.5m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Administer radioisotopes to clinical patients or research subjects.time not estimated · Robots deployed · e.g. MEDRAD Intego PET Infusion System
Why this label?Marked Robot because MEDRAD Intego PET Infusion System (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most radiologists work alongside one. How labels work
Advise other physicians of the clinical indications, limitations, assessments, or risks of diagnostic and therapeutic applications of radioactive materials.time not estimated · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Calculate, measure, or prepare radioisotope dosages.time not estimated · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Compare nuclear medicine procedures with other types of procedures, such as computed tomography, ultrasonography, nuclear magnetic resonance imaging, and angiography.time not estimated · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Establish and enforce radiation protection standards for patients and staff.time not estimated · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Formulate plans and procedures for nuclear medicine departments.time not estimated · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Monitor handling of radioactive materials to ensure that established procedures are followed.time not estimated · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Test dosage evaluation instruments and survey meters to ensure they are operating properly.time not estimated · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for radiologists. How labels work

Clock history

  1. 4h 26m touchedFirst published: O*NET 30.1, Anthropic Economic Index (2025 usage and September 2026 robot study), BLS May 2025

When new data changes this clock, the date, the new numbers and the reason are logged here. Company news alone never moves the clock.

On the floor

  1. Rolling outMercy
    Mercy rolls out Aidoc AI to review most diagnostic imaging

    Mercy began a phased rollout of Aidoc's AI platform across its hospitals to give most diagnostic imaging an additional review. It flags suspected conditions such as brain hemorrhage and pulmonary embolism to help radiologists prioritize cases.

    Mercy

Ask the clock

Will AI replace radiologists?

Some tasks are already being done by AI or machines; the rest still needs a person. About 4h 26m of a typical shift is made up of tasks that AI or robots have done on their own in real use somewhere. That doesn't mean those hours are automated in a typical workplace. The other 3h 34m (45%) stays with people. Separately, BLS expects about 3.4% more of these jobs by 2035 (all jobs: +3.5%).

What can AI already do for radiologists?

AI shows up regularly in 3 of 30 tasks, about 4h 26m of a typical shift. The biggest ones:

  • Perform or interpret the outcomes of diagnostic imaging procedures including magnetic resonance imaging (MRI), computer tomography (CT), positron emission tomography (PET), nuclear cardiology treadmill studies, mammography, or ultrasound. (2h 32m a shift, AI mostly does it alone)
  • Prepare comprehensive interpretive reports of findings. (1h 45m a shift, AI mostly does it alone)
  • Document the performance, interpretation, or outcomes of all procedures performed. (10m a shift, AI mostly does it alone)
Where do robots fit in?

Not in workplaces like this one, based on a 2026 review of robot deployments. 1 more task has only been done in factory setups built around the machine, so it stays with people here. For 3 physical tasks, no robot has shown it can do the work yet.

What still needs a person?

3h 34m of a typical shift, or 45%, goes to tasks with no AI or robot evidence yet. No AI usage or robot deployment has shown up for these so far. The biggest:

  • Communicate examination results or diagnostic information to referring physicians, patients, or families. (29m a shift)
  • Obtain patients' histories from electronic records, patient interviews, dictated reports, or by communicating with referring clinicians. (24m a shift)
  • Confer with medical professionals regarding image-based diagnoses. (24m a shift)
  • Perform interventional procedures such as image-guided biopsy, percutaneous transluminal angioplasty, transhepatic biliary drainage, or nephrostomy catheter placement. (24m a shift)
  • Review or transmit images and information using picture archiving or communications systems. (14m a shift)
Why is that work hard to automate?

Much of it comes down to where and how the work happens. In-person, hands-on and high-stakes work is where AI and robots have made the least headway so far. In the official O*NET survey of people in this job:

  • 92% say dealing with the public is very or extremely important
  • 70% say a mistake would be very or extremely serious
  • 67% work at arm's length or closer to other people
What are companies actually doing?

We track 1 sourced company move that affects this job. Most recent:

  • Feb 3, 2025: Mercy rolls out Aidoc AI to review most diagnostic imaging (Rolling out)
How much time does AI save on these tasks?

For the 2 tasks in this job where AI shows up and timing data exists, a typical request takes about 4h 17m for a person alone and about 37m with AI. These are Claude's own estimates from real conversations in April and May 2026 (Anthropic Economic Index). They describe single requests, not whole workdays, and time saved on a task doesn't mean jobs are cut. The biggest gaps:

  • Prepare comprehensive interpretive reports of findings (about 6h 14m alone, 43m with AI)
  • Perform or interpret the outcomes of diagnostic imaging procedures including magnetic resonance imaging (MRI), computer tomography (CT), positron emission tomography (PET), nuclear cardiology treadmill studies, mammography, or ultrasound (about 2h 20m alone, 32m with AI)
Are employers still hiring radiologists?

On Indeed, job postings in the Physicians & Surgeons sector are at 202% of their February 2020 level (all U.S. postings: 104%), up 8.8% from a year earlier, as of Oct 9, 2026. BLS separately expects about 700 openings a year in this job through 2035. Across all U.S. postings, 7.3% now mention AI skills. Sector postings cover more than this one job and move for many reasons besides AI.

How much do radiologists make?

The median pay is about $420,860 a year ($202.34 an hour), 726% above the median for all U.S. jobs ($50,980). Most people in this job earn between $89,010 and $594,410 or more a year; that range covers the middle 80%. Pay figures are from BLS, May 2025, and vary a lot by state and employer. Pick a state to compare:

Is this job growing or shrinking?

BLS projects growth of 3.4% from 2025 to 2035, compared with 3.5% growth for all jobs. That's about 30,000 jobs in 2035. It expects about 700 openings a year, mostly from people retiring or changing careers. These projections don't single out AI as a cause.

How many radiologists are there in the U.S.?

About 27,000 people in the U.S., roughly 0.02% of all workers (BLS, May 2025). That makes it the 497th largest of the 796 jobs on this site. BLS expects about 30,000 in 2035.

What training do radiologists need?

The most common requirement is post-doctoral training: about 58% of people in the job said so in the official O*NET survey. O*NET rates the job at level 5 of 5 for preparation, which usually means: graduate degree. Requirements vary by state and employer, especially for licensed work.

What should I learn to stay ahead of AI?

These come from the job's official skill ratings and from the tasks that AI and robots touch least today. Building them keeps you strong in the parts of the work that still need a person:

  • Skills that matter more here than in most jobs: Science, Judgment and Decision Making, Monitoring, Social Perceptiveness
  • Get strong at the parts of the job that stay with people (listed above), which take 3h 34m of a typical shift
  • Tools employers list: Epic Systems, eClinicalWorks EHR software, MEDITECH software, Microsoft Excel, Microsoft Word
  • Learn to use AI well on the tasks where it already shows up in this job (listed above)
What other jobs could radiologists move into?

These use similar skills, with less of a typical shift touched by AI or robots. Matches come from 109 official ratings of skills, knowledge and work activities, and each needs the same or less preparation unless the official list relates the jobs directly:

  • Anesthesiologists (57m touched, $391k median pay)
  • Ophthalmologists (44m touched, $300k median pay)
  • Urologists (1h 17m touched, $266k median pay)
  • Sports Medicine Physicians (0m touched, $266k median pay)
  • Pathologists (2h 16m touched, $312k median pay)
How solid are these numbers?

Each task carries its own evidence label. For this job: 3 observed in real AI use, 1 with robots in real deployments, 26 with no AI or robot evidence found. The minutes per task are estimates, not measured hours, and "no evidence" doesn't prove a task is safe.

Tools in demand

  • Epic Systems
  • eClinicalWorks EHR software
  • MEDITECH software

Plus everyday office tools: Microsoft Excel, Microsoft Word.

Also called

Attending Physician, Attending Radiologist, Breast Imaging Radiologist, Diagnostic Radiologist, General Radiologist, Interventional Neuroradiologist, Interventional Radiologist, Interventional Radiology Physician, Mammographer, Musculoskeletal Radiologist (MSK Radiologist), Musculoskeletal Specialty Radiologist (MSK Specialty Radiologist), Neuroradiologist, Nuclear Medicine MD (Nuclear Medicine Medical Doctor), Nuclear Medicine Officer