Category hub

AI displacement risk in Healthcare jobs

Compare task exposure, automation potential, augmentation potential, and transition pressure across this work family. Category scores average the current published occupation sample.

Average exposure 36

Task-level reachability by current AI systems.

Average automation 17%

Estimated potential for task transfer to software.

Average augmentation 49%

Estimated potential for AI to expand worker output while keeping human accountability.

Distribution

How Healthcare roles spread across the pressure scale

Median 18 0 50 100

Each bar counts published healthcare roles in a 5-point displacement-pressure band. Red bars mark scores of 70 or higher. The dashed line marks the category median of 18.

How AI is changing Healthcare work

Healthcare jobs do not move as one block. Some tasks are exposed to automation because they are routine, language-heavy, rules-based, or easy to route through software. Other tasks become more valuable because they require trust, physical context, judgment, coaching, compliance, or accountable decisions.

In the current displacement.ai sample, average exposure is 36, average automation pressure is 17%, and average augmentation potential is 49%. The highest displacement pressure in this category is Medical Transcriptionists, while the most resilient published role is Massage Therapists. Use those contrasts to decide whether the better move is redesigning the current job, moving into supervision, or building a bridge to an adjacent occupation.

Occupation pages

Compare AI risk across Healthcare roles

Each page below includes task-level exposure, automation and augmentation scores, wage context, transition pathways, upskilling priorities, and a 90-day planning outline.

SOC 29-1141

Registered Nurses

Documentation and administrative follow-up can change quickly, but hands-on care, clinical judgment, licensing, and patient trust constrain direct replacement.

Exposure
28
Automation
13%
Augment
46%
Low
SOC 31-9092

Medical Assistants

Scheduling, chart preparation, and patient messaging can be augmented. Hands-on care, rooming patients, vital signs, specimen handling, and local clinical protocols keep the role comparatively resilient.

Exposure
38
Automation
18%
Augment
49%
Low
SOC 29-2072

Medical Records Specialists

Chart abstraction, data entry, and record retrieval are exposed to AI coding and documentation tools. Coding accuracy disputes, privacy rules, release-of-information judgment, and clinician clarification keep humans accountable.

Exposure
68
Automation
48%
Augment
44%
Moderate
SOC 31-9094

Medical Transcriptionists

Speech recognition and ambient clinical documentation have automated the core dictation-to-text workflow that defined this occupation. Employment is declining sharply, and remaining work centers on editing AI output for terminology accuracy.

Exposure
90
Automation
76%
Augment
24%
Very High
SOC 29-2052

Pharmacy Technicians

Counting, labeling, and inventory tasks are increasingly handled by dispensing robots and pharmacy automation. Patient interaction, insurance problem-solving, sterile compounding, and pharmacist support keep certified technicians needed.

Exposure
56
Automation
38%
Augment
42%
Moderate
SOC 31-9091

Dental Assistants

Chairside assistance, instrument sterilization, and patient preparation are physical, in-person tasks AI cannot perform. Digital records, AI imaging review, and scheduling tools change the administrative portion of the job, not the clinical core.

Exposure
30
Automation
12%
Augment
36%
Low
SOC 29-2061

Licensed Practical and Licensed Vocational Nurses

Charting and vitals documentation are being streamlined by AI documentation tools, but administering medication, wound care, patient observation, and hands-on basic nursing are licensed physical tasks with durable demand in aging-care settings.

Exposure
30
Automation
12%
Augment
44%
Low
SOC 31-2021

Physical Therapist Assistants

Guiding patients through exercises, manual therapy, and mobility training is embodied work that requires presence, touch, and motivation. Documentation tools reduce note-writing burden; the therapeutic relationship and hands-on treatment remain the job.

Exposure
22
Automation
8%
Augment
34%
Low
SOC 29-2034

Radiologic Technologists and Technicians

AI image analysis anxiety targets radiologists more than technologists. Patient positioning, radiation safety, equipment operation, and image quality judgment are licensed, hands-on tasks where AI serves as a second reader rather than a replacement.

Exposure
42
Automation
22%
Augment
52%
Low
SOC 29-2032

Diagnostic Medical Sonographers

Ultrasound is uniquely operator-dependent: image quality comes from real-time probe technique on a moving patient. AI helps with measurements and documentation, but acquiring diagnostic images, judging anatomy live, and deciding when to extend an exam remain human skills.

Exposure
36
Automation
16%
Augment
50%
Low
SOC 29-1215

Family Medicine Physicians

AI documentation and diagnostic-support tools reduce the administrative load that drives physician burnout. Diagnosis of undifferentiated patients, chronic disease management, procedures, and the longitudinal patient relationship keep primary care deeply human.

Exposure
42
Automation
16%
Augment
62%
Low
SOC 29-1223

Psychiatrists

AI chatbots now offer conversation that feels therapeutic, creating real public debate. Medication management, risk assessment, complex diagnosis, and legal duties around patient safety keep psychiatric care licensed and human-accountable.

Exposure
36
Automation
12%
Augment
54%
Low
SOC 29-1224

Radiologists

Radiology is the specialty AI was predicted to eliminate first — and instead it became the specialty most transformed by augmentation. AI triages studies, drafts measurements, and flags findings, while radiologists handle ambiguous cases, interventional procedures, and final diagnostic accountability.

Exposure
72
Automation
42%
Augment
74%
Moderate
SOC 29-1021

Dentists, General

AI imaging analysis helps detect caries and plan treatments, but drilling, filling, extracting, and fitting are surgical tasks performed by hand in a patient's mouth. Diagnosis support augments; the procedure is the profession.

Exposure
22
Automation
8%
Augment
40%
Low
SOC 29-1292

Dental Hygienists

Cleaning teeth, taking x-rays, screening for disease, and coaching patients on oral health are hands-on licensed tasks. AI imaging review and scheduling tools streamline the office around hygienists without touching the clinical work.

Exposure
22
Automation
8%
Augment
34%
Low
SOC 29-1051

Pharmacists

Dispensing robots and central-fill operations automate the counting-and-labeling core of retail pharmacy. Medication therapy review, drug interaction judgment, immunizations, and clinical consultation are where pharmacist value is moving.

Exposure
52
Automation
30%
Augment
58%
Moderate
SOC 29-1071

Physician Assistants

PAs diagnose, prescribe, perform procedures, and manage patient panels — clinical judgment work that AI supports but cannot own. Documentation tools reduce charting burden while expanding scope-of-practice laws keep demand surging.

Exposure
40
Automation
15%
Augment
60%
Low
SOC 29-1171

Nurse Practitioners

NPs diagnose, treat, and prescribe independently in most states — full clinical accountability that AI tools augment rather than assume. Documentation relief, decision support, and care-gap flagging make each NP more productive amid a primary care shortage.

Exposure
38
Automation
14%
Augment
60%
Low
SOC 29-1123

Physical Therapists

Evaluation, manual therapy, and individualized program design are embodied clinical work. AI exercise apps handle generic home programs, but assessment of movement dysfunction, hands-on treatment, and clinical reasoning stay with the therapist.

Exposure
24
Automation
8%
Augment
42%
Low
SOC 29-1131

Veterinarians

Examining, diagnosing, and operating on animals that cannot describe their symptoms is pattern-rich but deeply physical work. AI imaging and record tools assist, while surgery, euthanasia counseling, and multi-species clinical judgment keep vets human.

Exposure
30
Automation
10%
Augment
48%
Low
SOC 29-2043

Paramedics

Advanced life support in driveways, highways, and living rooms is the opposite of automatable work: chaotic environments, physical patient handling, and split-second clinical judgment. AI dispatch and documentation tools assist the workflow around the care.

Exposure
20
Automation
7%
Augment
36%
Low
SOC 29-2011

Medical and Clinical Laboratory Technologists

Automated analyzers already run most routine tests, and AI aids result review — real automation pressure on manual bench work. Result validation, quality assurance, instrument troubleshooting, and complex manual testing keep certified technologists essential.

Exposure
56
Automation
40%
Augment
52%
Moderate
SOC 31-1131

Nursing Assistants

Feeding, bathing, repositioning, and comforting patients is physical, relational care delivered at the bedside. Monitoring technology watches for falls and vitals changes, but lifting, turning, and comforting human beings remains entirely manual.

Exposure
18
Automation
6%
Augment
28%
Low
SOC 31-1121

Home Health and Personal Care Aides

Helping elderly and disabled people bathe, dress, eat, and stay safely at home is the fastest-growing job category in America — and the least automatable. Remote monitoring and AI check-in calls supplement but cannot substitute for physical presence.

Exposure
16
Automation
6%
Augment
26%
Low
SOC 19-3033

Clinical and Counseling Psychologists

AI therapy chatbots generate headlines, but assessment, diagnosis, risk evaluation, and the therapeutic relationship are licensed clinical work with legal accountability. Testing interpretation, treatment planning, and crisis judgment keep psychologists human-centered.

Exposure
38
Automation
13%
Augment
56%
Low
SOC 11-9111

Medical and Health Services Managers

The people deciding how AI gets deployed in hospitals are healthcare administrators. Analytics automate reporting and scheduling, while compliance accountability, staff leadership, budget ownership, and clinical-technology governance keep the role expanding.

Exposure
52
Automation
24%
Augment
64%
Moderate
SOC 29-1031

Dietitians and Nutritionists

AI meal-plan apps generate decent generic plans, pressuring the advice layer of nutrition work. Medical nutrition therapy, lab-result interpretation, eating-disorder care, and counseling around real eating behavior keep credentialed dietitians distinct.

Exposure
46
Automation
22%
Augment
58%
Moderate
SOC 29-1122

Occupational Therapists

OT work is teaching people to button shirts, hold jobs, and live independently after injury or illness — adaptive, hands-on, and relationship-driven. Documentation tools reduce note burden; activity-based therapy itself cannot be digitized.

Exposure
24
Automation
8%
Augment
44%
Low
SOC 29-1127

Speech-Language Pathologists

AI speech tools can drill articulation and generate practice materials, but diagnosing swallowing disorders, aphasia, and childhood language delays — and coaching patients through them — is licensed clinical work with strong school demand.

Exposure
30
Automation
10%
Augment
48%
Low
SOC 29-1221

Pediatricians, General

AI symptom checkers answer parents' midnight questions, but pediatric diagnosis depends on examining children who cannot describe symptoms, tracking development over years, and earning family trust. Documentation tools relieve charting, not the exam room.

Exposure
36
Automation
13%
Augment
58%
Low
SOC 29-2012

Medical and Clinical Laboratory Technicians

Technicians run the routine tests automated analyzers increasingly own: sample loading, standard assays, and result entry. Specimen collection, equipment calibration, and abnormal-flag handling keep a human tier, but the role is more exposed than the technologist level above it.

Exposure
58
Automation
44%
Augment
44%
Moderate
SOC 29-2035

Magnetic Resonance Imaging Technologists

AI reconstruction makes MRI scans faster and protocol selection smarter — but it works on images a technologist must first acquire. Patient safety screening, positioning, contrast injection, and claustrophobia management keep the role hands-on.

Exposure
40
Automation
20%
Augment
52%
Low
SOC 29-2042

Emergency Medical Technicians

EMTs deliver basic life support in uncontrolled environments — lifting patients, immobilizing spines, driving ambulances, reassuring families. AI dispatch and charting tools organize the work around the care; the physical response is the job.

Exposure
22
Automation
8%
Augment
36%
Low
SOC 29-2056

Veterinary Technologists and Technicians

Restraining a nervous dog, monitoring anesthesia, drawing blood from a cat — vet tech work is physical animal handling layered with clinical skill. AI helps with records and radiograph review; it cannot hold the patient.

Exposure
26
Automation
10%
Augment
38%
Low
SOC 31-9011

Massage Therapists

Massage is licensed manual therapy: reading tissue, adjusting pressure, and treating pain through hands-on work. AI touches booking and exercise-plan handouts; the treatment itself is irreducibly physical and trust-based.

Exposure
12
Automation
3%
Augment
22%
Low
SOC 31-9097

Phlebotomists

Drawing blood is a physical skill performed on anxious patients in every clinic and lab — vein selection, patient calming, sterile technique, and specimen integrity. Automation handles the analysis downstream, not the needle.

Exposure
20
Automation
8%
Augment
28%
Low
SOC 31-1122

Personal Care Aides

Helping people cook, dress, bathe, and stay independent at home is companionship-plus-physical-care work. Remote monitoring and AI check-ins help agencies supervise care, but the job exists because a person needs hands and presence, not software.

Exposure
16
Automation
6%
Augment
26%
Low
SOC 29-1011

Chiropractors

Spinal adjustment is licensed hands-on work: evaluating posture and joint function, then correcting it with manual pressure. AI supports imaging review and exercise-plan drafting; the adjustment itself, and the licensure behind it, stay human.

Exposure
22
Automation
7%
Augment
40%
Low
SOC 29-1023

Orthodontists

AI treatment planning and direct-to-consumer aligner companies have changed orthodontics more than most specialties — software now proposes tooth movements. Appliance fitting, in-person adjustment, complication management, and specialist accountability keep the role licensed and hands-on.

Exposure
28
Automation
10%
Augment
50%
Low
SOC 29-1041

Optometrists

AI retinal screening reads fundus photos for diabetic eye disease, automating a diagnostic slice. Comprehensive exams, refraction, contact lens fitting, and surgical co-management keep optometrists as the accountable primary eye-care provider.

Exposure
32
Automation
12%
Augment
52%
Low
SOC 29-1126

Respiratory Therapists

Managing ventilators, intubating patients, and responding to code situations is bedside critical care. Monitoring alarms and AI-assisted weaning protocols support decisions, but the therapist at the bedside adjusts treatment against live physiology.

Exposure
24
Automation
8%
Augment
42%
Low
SOC 29-1151

Nurse Anesthetists

Anesthesia information systems and smart pumps automate monitoring records, but inducing, maintaining, and emerging patients from anesthesia is minute-to-minute clinical judgment with life-safety accountability. One of the most automation-resistant clinical roles.

Exposure
26
Automation
9%
Augment
46%
Low
SOC 29-1181

Audiologists

Over-the-counter hearing aids and app-based hearing tests compress the retail dispensing layer of audiology. Diagnostic evaluation, cochlear implant programming, balance disorders, and pediatric fitting keep clinical audiology specialized.

Exposure
34
Automation
14%
Augment
52%
Low
SOC 29-1212

Cardiologists

AI ECG interpretation and imaging analysis are among the most validated clinical AI tools — and cardiologists deploy them. Catheterization, device implantation, emergency cardiac care, and risk judgment keep the specialty procedural and accountable.

Exposure
40
Automation
15%
Augment
62%
Low
SOC 29-1213

Dermatologists

AI skin-image classifiers match specialists on narrow lesion benchmarks — the famous case study. Full-body exams, biopsy and surgery decisions, cosmetic procedures, and atypical presentations keep dermatologists diagnostically accountable.

Exposure
46
Automation
20%
Augment
64%
Low
SOC 29-1214

Emergency Medicine Physicians

The ER is where undifferentiated chaos arrives: trauma, overdoses, chest pain at 3 a.m. Triage algorithms and documentation tools help, but stabilizing critical patients, procedures under pressure, and disposition judgment keep the specialty human.

Exposure
30
Automation
10%
Augment
52%
Low
SOC 29-1242

Orthopedic Surgeons

Robot-assisted joint replacement is real — and it is a tool the surgeon drives, improving alignment precision in the OR. Surgical judgment, complication management, and operative accountability keep orthopedic surgery among the most automation-proof professions.

Exposure
28
Automation
10%
Augment
52%
Low
SOC 29-2055

Surgical Technologists

Maintaining the sterile field, anticipating instrument needs, and counting sponges are physical, high-consequence OR tasks performed shoulder-to-shoulder with surgeons. Instrument tracking software assists; the sterile field does not run itself.

Exposure
22
Automation
9%
Augment
34%
Low
SOC 31-2011

Occupational Therapy Assistants

OT assistants deliver the hands-on repetition of therapy: coaching daily-living skills, guiding exercises, encouraging progress. Documentation tools reduce paperwork; the coached, physical practice of recovery happens person to person.

Exposure
24
Automation
9%
Augment
38%
Low
SOC 29-9021

Health Information Technologists and Medical Registrars

This is the systems side of health information: designing record databases, maintaining retrieval systems, and running registry data for research. AI coding tools change data entry, but system design, privacy compliance, and data quality accountability grow with demand.

Exposure
62
Automation
38%
Augment
58%
Moderate
SOC 29-9091

Athletic Trainers

Sideline injury assessment, return-to-play clearance, taping, and rehabilitation guidance are physical, real-time clinical work performed on fields and in training rooms. Wearable data and video analysis inform decisions the trainer makes in person.

Exposure
26
Automation
9%
Augment
44%
Low
SOC 29-9092

Genetic Counselors

AI variant interpretation accelerates the analysis side of genomics, but genetic counseling is communication work: explaining risk, supporting decisions about testing, and helping families process results. The counseling relationship is the profession.

Exposure
46
Automation
20%
Augment
64%
Low
SOC 29-1211

Anesthesiologists

Closed-loop sedation systems can titrate drugs automatically — a real technological frontier. But anesthesia is continuous crisis-readiness: airway emergencies, hemodynamic crashes, and split-second intervention keep a physician responsible for every patient.

Exposure
38
Automation
16%
Augment
60%
Low
SOC 29-1218

Obstetricians and Gynecologists

Delivering babies and performing gynecologic surgery are high-acuity physical procedures with two patients at risk. Fetal monitoring AI and documentation tools assist; the delivery room and operating room keep a surgeon present and accountable.

Exposure
32
Automation
12%
Augment
56%
Low
SOC 31-9096

Veterinary Assistants and Laboratory Animal Caretakers

Restraining animals, cleaning kennels, preparing surgical rooms, and assisting procedures is physical animal-handling work. Clinic software manages records; the animal in the exam room needs calm, skilled human hands.

Exposure
24
Automation
10%
Augment
34%
Low
SOC 29-1217

Neurologists

Neurologists diagnose stroke, dementia, epilepsy, and movement disorders through examination findings, histories, and test interpretation. AI assists with EEG reading and imaging triage, but the neurological exam, pattern recognition across strength, reflexes, sensation, and cognition, is a bedside skill, and treatment plans carry real risk.

Exposure
34
Automation
13%
Augment
58%
Low
SOC 29-1222

Pathologists

Pathologists diagnose disease from microscopic slides and laboratory data, the specialty where digital pathology plus AI slide reading is most advanced, echoing radiology. AI screens slides and quantifies features, while pathologists integrate ambiguous morphology with clinical context and sign the report that directs surgery and oncology.

Exposure
52
Automation
26%
Augment
66%
Moderate
SOC 29-1241

Ophthalmologists

Ophthalmologists combine clinic diagnosis with surgery: cataract, glaucoma, and retinal procedures. AI screening of retinal photos and OCT scans is genuinely strong and already deployed in diabetic retinopathy detection, which extends screening reach; the surgical and interventional half of the specialty remains entirely hands-on.

Exposure
36
Automation
14%
Augment
58%
Low
SOC 29-1124

Radiation Therapists

Radiation therapists position patients and deliver prescribed radiation doses daily over multi-week courses, different work from radiologic and MRI technologists, who image rather than treat. Auto-contouring and automated planning compress the upstream physics work, while daily positioning, patient reassurance, and reaction monitoring stay at the machine.

Exposure
46
Automation
22%
Augment
60%
Low
SOC 29-2031

Cardiovascular Technologists

Cardiovascular technologists run EKGs, echocardiograms, and stress tests while monitoring patients for warning signs. AI now auto-measures ejection fractions and flags arrhythmias, but electrode placement, patient positioning, and recognizing when a patient is deteriorating mid-test stay at the bedside.

Exposure
44
Automation
20%
Augment
60%
Low
SOC 29-2033

Nuclear Medicine Technologists

Nuclear medicine technologists administer radiopharmaceuticals, operate gamma cameras and PET scanners, and calculate radiation dosages. AI reconstruction now produces diagnostic images from lower doses and shorter scans, while radiopharmaceutical handling, dose calculation, and patient safety remain regulated hands-on work.

Exposure
42
Automation
20%
Augment
60%
Low
SOC 29-2081

Opticians

Opticians measure faces, interpret prescriptions, and fit and adjust eyewear. Online retailers with virtual try-on and mail-order lenses have taken the commodity segment, while complex prescriptions, progressive-lens fitting, and adjustment work still reward a skilled pair of hands.

Exposure
52
Automation
28%
Augment
54%
Moderate
SOC 29-2091

Orthotists and Prosthetists

Orthotists and prosthetists design, fabricate, and fit braces and artificial limbs. 3D scanning and additive manufacturing have transformed fabrication — sockets can be printed from scans — but fit is a living problem: residual limbs change, gaits differ, and comfort is judged on the patient, not on screen.

Exposure
38
Automation
16%
Augment
58%
Low
SOC 29-9093

Surgical Assistants

Surgical assistants maintain the operative field, position patients, and close incisions under the surgeon's direction. Robotic platforms change who holds the instruments but add demand for staff who dock, position, and troubleshoot them — the assistant role adapts to the robot rather than disappearing under it.

Exposure
28
Automation
10%
Augment
46%
Low
SOC 29-2053

Psychiatric Technicians

Psychiatric technicians provide daily care, lead therapeutic activities, and monitor patients in behavioral health facilities — the hands-on counterpart to counselors and therapists. Wearable monitoring and documentation software assist observation, but de-escalation, restraint when required, and round-the-clock presence are irreducibly human.

Exposure
30
Automation
12%
Augment
46%
Low
SOC 29-1081

Podiatrists

Podiatrists diagnose and surgically treat foot and ankle disorders, from bunions to diabetic ulcers. AI wound-imaging and gait-analysis tools sharpen assessment, but debridement, surgery, and the systemic-disease judgment that foot symptoms often trigger keep the specialty physician-led.

Exposure
30
Automation
12%
Augment
54%
Low
SOC 21-1091

Health Education Specialists

Health education specialists develop and deliver programs on prevention, vaccines, and chronic disease. Content-generation tools now draft educational materials instantly, compressing the production side — but community needs assessment, coalition building, and delivering programs that actually change behavior stay human.

Exposure
48
Automation
24%
Augment
58%
Moderate
SOC 29-1022

Oral and Maxillofacial Surgeons

Oral and maxillofacial surgeons remove impacted teeth, place implants, and reconstruct jaws. Implant-planning software and surgical guides now map procedures in 3D before the first incision — precision augmentation — while anesthesia administration and surgery itself remain licensed, physical, and high-stakes.

Exposure
24
Automation
8%
Augment
46%
Low
SOC 29-1128

Exercise Physiologists

Exercise physiologists prescribe and supervise exercise programs for patients with cardiac, pulmonary, and metabolic conditions. Wearables now stream heart-rate and activity data continuously, sharpening the prescription — while clinical oversight of at-risk patients during exercise stays in the room.

Exposure
36
Automation
16%
Augment
54%
Low
SOC 29-1161

Nurse Midwives

Nurse midwives provide prenatal care, attend births, and manage postpartum and newborn care. Fetal-monitoring AI now flags tracing patterns earlier, assisting surveillance — but labor is an unfolding physical event, and the decision to escalate to a physician is a bedside judgment with two lives attached.

Exposure
30
Automation
12%
Augment
54%
Low
SOC 29-1216

General Internal Medicine Physicians

General internists diagnose and manage complex adult illness — the specialty whose core task, the differential diagnosis, is exactly what diagnostic AI performs best on. The honest read: AI triage and draft differentials are real augmentation with real accuracy, while managing multi-morbidity, uncertainty, and the patient relationship stays with the physician.

Exposure
40
Automation
17%
Augment
62%
Low
SOC 29-1243

Pediatric Surgeons

Pediatric surgeons operate on fetuses, infants, and children — anatomy measured in millimeters, with parents in the consultation room. Robotic platforms assist minimally invasive cases, but neonatal and pediatric operations remain the most specialized manual work in surgery.

Exposure
24
Automation
8%
Augment
46%
Low
SOC 29-1291

Acupuncturists

Acupuncturists treat patients with needles and related techniques, building treatment plans from individual assessment. There is essentially no automation surface: the treatment is manual, the relationship is the mechanism, and licensure gates practice.

Exposure
22
Automation
7%
Augment
40%
Low
SOC 29-2036

Medical Dosimetrists

Medical dosimetrists design radiation treatment plans, calculating dose distributions that maximize tumor coverage while sparing organs. Auto-contouring and auto-planning AI now draft plans in minutes — a genuine, deployed capability — making this one of the more exposed allied-health specialties, with verification and oncology-team consultation as the anchor.

Exposure
56
Automation
31%
Augment
62%
Moderate
SOC 29-2057

Ophthalmic Medical Technicians

Ophthalmic technicians take ocular measurements, operate imaging equipment, and document histories — the staff who actually run the OCT and retinal cameras whose images AI screens. Imaging AI raises the value of clean acquisition while the patient-facing measurement work stays manual.

Exposure
40
Automation
19%
Augment
54%
Low
SOC 29-2092

Hearing Aid Specialists

Hearing aid specialists test hearing, fit devices, and counsel patients on communication. The disruption here is market structure more than AI: over-the-counter hearing aids with app-based self-fitting took the entry-level segment, pressuring the traditional dispensing model directly.

Exposure
42
Automation
20%
Augment
52%
Moderate
SOC 31-9093

Medical Equipment Preparers

Medical equipment preparers clean, sterilize, and assemble surgical instrument trays. Instrument-tracking software and automated washers now log every cycle, but tray assembly, inspection for defects, and the infection-control chain of custody stay human — a missed instrument delays an operation.

Exposure
42
Automation
21%
Augment
46%
Moderate

What to do next

  1. Open the occupation page closest to your current work and review the task profile.
  2. Compare the top two transition pathways and choose the one that preserves the most wage and skill overlap.
  3. Use the calculator to adjust location, salary target, training runway, strengths, and move style.
  4. Save or share the plan before starting a course, portfolio project, or internal career conversation.
Which Healthcare jobs are most exposed to AI?

In this category, Medical Transcriptionists currently has the highest displacement-pressure score in the published sample. Review the role page to see whether the risk comes from language work, routine information handling, reporting, customer interaction, or another task pattern.

Does a high category score mean every job is unsafe?

No. Category averages hide important differences between tasks and roles. Use the occupation pages to compare automation pressure, augmentation potential, wage vulnerability, and transition feasibility before deciding on a move.