Task-level reachability by current AI systems.
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.
Estimated potential for task transfer to software.
Estimated potential for AI to expand worker output while keeping human accountability.
Distribution
How Healthcare roles spread across the pressure scale
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.
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
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%
What to do next
- Open the occupation page closest to your current work and review the task profile.
- Compare the top two transition pathways and choose the one that preserves the most wage and skill overlap.
- Use the calculator to adjust location, salary target, training runway, strengths, and move style.
- 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.