Will AI replace Allergists and Immunologists?
Work in Allergists and Immunologists sits in the in-between: AI reaches some of it (~45% in theory) but is only measured doing about 3% today — part human, part machine.
The Hybrid Zone
Part human, part AI — already a blend.
O*NET-SOC 29-1229
How your 98 core tasks split
9 AI can do this now
62 AI speeds this up
27 Still on you
AI could do · GPT-4 study
45%
42-pt gap
AI actually does · 2026 report
3%
Top = what GPT-4 judged AI could speed up. Bottom = how much AI was actually used for these tasks (Anthropic's March 2026 report, usage from Aug & Nov 2025). The gap is the real story.
Back in 2023, GPT-4 judged AI could, in theory, assist with a moderate share of this job's tasks (~45%). By late 2025, real-world AI use had reached about 3% of its task activity (still rare). The gap between that 2023 forecast and today is the real story.
Where this job sits among 738 jobs
Each dot is one of 738 U.S. jobs. Right = AI can do more of it. Up = AI is actually used more.
Stableconfidence
The signals here line up
Theoretical reach (~45%), real-world use (~3%) and the task-level picture mostly agree — so this read is more reliable than for jobs where the signals contradict each other. Even so, AI-risk estimates shift by model (a 2026 study saw the "high-risk" share swing 2.7%–51.5%), so treat these as directional, not destiny.
See all 98 tasks, ratedBased on real task-level AI scores — click to collapse
AI can already do this9 of 98
- Document patients' medical histories.
- Engage in self-directed learning and continuing education activities.
- Write patient discharge summaries and send them to primary care physicians.
- Participate in continuing education activities to maintain or enhance knowledge and skills.
- Train or supervise medical students, residents, or other health professionals.
- Document or review patients' histories.
- Document examination results, treatment plans, and patients' outcomes.
- Record athletes' medical care information, and maintain medical records.
- Participate in continuing education activities to improve and maintain knowledge and skills.
AI speeds this up62 of 98
- Diagnose or treat allergic or immunologic conditions.
- Educate patients about diagnoses, prognoses, or treatments.
- Prescribe medication such as antihistamines, antibiotics, and nasal, oral, topical, or inhaled glucocorticosteroids.
- Interpret diagnostic test results to make appropriate differential diagnoses.
- Develop individualized treatment plans for patients, considering patient preferences, clinical data, or the risks and benefits of therapies.
- Assess the risks and benefits of therapies for allergic and immunologic disorders.
- Coordinate the care of patients with other health care professionals or support staff.
- Provide allergy or immunology consultation or education to physicians or other health care providers.
- Diagnose, treat, or provide continuous care to hospital inpatients.
- Prescribe medications or treatment regimens to hospital inpatients.
- Order or interpret the results of tests such as laboratory tests and radiographs (x-rays).
- Admit patients for hospital stays.
- Conduct discharge planning and discharge patients.
- Refer patients to medical specialists, social services, or other professionals as appropriate.
- Attend inpatient consultations in areas of specialty.
- Communicate with patients' primary care physicians upon admission, when treatment plans change, or at discharge to maintain continuity and quality of care.
- Direct or support quality improvement projects or safety programs.
- Direct the operations of short stay or specialty units.
- Diagnose or treat diseases or disorders of genitourinary organs and tracts including erectile dysfunction (ED), infertility, incontinence, bladder cancer, prostate cancer, urethral stones, or premature ejaculation.
- Order and interpret the results of diagnostic tests, such as prostate specific antigen (PSA) screening, to detect prostate cancer.
- Examine patients using equipment, such as radiograph (x-ray) machines or fluoroscopes, to determine the nature and extent of disorder or injury.
- Prescribe or administer antibiotics, antiseptics, or compresses to treat infection or injury.
- Provide urology consultation to physicians or other health care professionals.
- Direct the work of nurses, residents, or other staff to provide patient care.
- Refer patients to specialists when condition exceeds experience, expertise, or scope of practice.
- Prescribe medications to treat patients with erectile dysfunction (ED), infertility, or ejaculation problems.
- Assess characteristics of patients' pain, such as intensity, location, or duration, using standardized clinical measures.
- Monitor effectiveness of pain management interventions, such as medication or spinal injections.
- Develop comprehensive plans for immediate and long-term rehabilitation, including therapeutic exercise, speech and occupational therapy, counseling, cognitive retraining, patient, family or caregiver education, or community reintegration.
- Coordinate physical medicine and rehabilitation services with other medical activities.
- Instruct interns and residents in the diagnosis and treatment of temporary or permanent physically disabling conditions.
- Diagnose or treat performance-related conditions, such as sports injuries or repetitive-motion injuries.
- Direct or manage prevention programs in specialty areas such as aerospace, occupational, infectious disease, and environmental medicine.
- Identify groups at risk for specific preventable diseases or injuries.
- Direct public health education programs dealing with topics such as preventable diseases, injuries, nutrition, food service sanitation, water supply safety, sewage and waste disposal, insect control, and immunizations.
- Evaluate the effectiveness of prescribed risk reduction measures or other interventions.
- Deliver presentations to lay or professional audiences.
- Design, implement, or evaluate health service delivery systems to improve the health of targeted populations.
- Provide information about potential health hazards and possible interventions to the media, the public, other health care professionals, or local, state, and federal health authorities.
- Design or use surveillance tools, such as screening, lab reports, and vital records, to identify health risks.
- Perform epidemiological investigations of acute and chronic diseases.
- Develop or implement interventions to address behavioral causes of diseases.
- Document or review comprehensive patients' histories with an emphasis on occupation or environmental risks.
- Teach or train medical staff regarding preventive medicine issues.
- Coordinate or integrate the resources of health care institutions, social service agencies, public safety workers, or other organizations to improve community health.
- Prepare preventive health reports, including problem descriptions, analyses, alternative solutions, and recommendations.
- Diagnose or treat disorders of the musculoskeletal system.
- Order and interpret the results of laboratory tests and diagnostic imaging procedures.
- Advise against injured athletes returning to games or competition if resuming activity could lead to further injury.
- Record athletes' medical histories, and perform physical examinations.
- Examine and evaluate athletes prior to participation in sports activities to determine level of physical fitness or predisposition to injuries.
- Provide education and counseling on illness and injury prevention.
- Advise athletes, trainers, or coaches to alter or cease sports practices that are potentially harmful.
- Inform coaches, trainers, or other interested parties regarding the medical conditions of athletes.
- Examine, evaluate and treat athletes who have been injured or who have medical problems such as exercise-induced asthma.
- Refer athletes for specialized consultation, physical therapy, or diagnostic testing.
- Prescribe medications for the treatment of athletic-related injuries.
- Inform athletes about nutrition, hydration, dietary supplements, or uses and possible consequences of medication.
- Advise coaches, trainers, or physical therapists on the proper use of exercises and other therapeutic techniques, and alert them to potentially dangerous practices.
- Conduct research in the prevention or treatment of injuries or medical conditions related to sports and exercise.
- Evaluate and manage chronic pain conditions.
- Develop and prescribe exercise programs, such as off-season conditioning regimens.
Still on you27 of 98
- Order or perform diagnostic tests such as skin pricks and intradermal, patch, or delayed hypersensitivity tests.
- Provide therapies, such as allergen immunotherapy or immunoglobin therapy, to treat immune conditions.
- Conduct physical examinations of patients.
- Perform allergen provocation tests such as nasal, conjunctival, bronchial, oral, food, or medication challenges.
- Direct, coordinate, or supervise the patient care activities of nursing or support staff.
- Perform abdominal, pelvic, or retroperitoneal surgeries.
- Treat lower urinary tract dysfunctions using equipment such as diathermy machines, catheters, cystoscopes, or radium emanation tubes.
- Treat urologic disorders using alternatives to traditional surgery such as extracorporeal shock wave lithotripsy, laparoscopy, or laser techniques.
- Perform brachytherapy, cryotherapy, high intensity focused ultrasound (HIFU), or photodynamic therapy to treat prostate or other cancers.
- Teach or train medical and clinical staff.
- Examine patients to assess mobility, strength, communication, or cognition.
- Provide inpatient or outpatient medical management of neuromuscular disorders, musculoskeletal trauma, acute and chronic pain, deformity or amputation, cardiac or pulmonary disease, or other disabling conditions.
- Perform electrodiagnosis, including electromyography, nerve conduction studies, or somatosensory evoked potentials of neuromuscular disorders or damage.
- Prescribe physical therapy to relax the muscles and improve strength.
- Consult or coordinate with other rehabilitative professionals, including physical and occupational therapists, rehabilitation nurses, speech pathologists, neuropsychologists, behavioral psychologists, social workers, or medical technicians.
- Prescribe therapy services, such as electrotherapy, ultrasonography, heat or cold therapy, hydrotherapy, debridement, short-wave or microwave diathermy, and infrared or ultraviolet radiation, to enhance rehabilitation.
- Prescribe orthotic and prosthetic applications and adaptive equipment, such as wheelchairs, bracing, or communication devices, to maximize patient function and self-sufficiency.
- Conduct physical tests, such as functional capacity evaluations, to determine injured workers' capabilities to perform the physical demands of their jobs.
- Supervise or coordinate the work of physicians, nurses, statisticians, or other professional staff members.
- Coordinate sports care activities with other experts, including specialty physicians and surgeons, athletic trainers, physical therapists, or coaches.
- Supervise the rehabilitation of injured athletes.
- Develop and test procedures for dealing with emergencies during practices or competitions.
- Attend games and competitions to provide evaluation and treatment of activity-related injuries or medical conditions.
- Observe and evaluate athletes' mental well-being.
- Select and prepare medical equipment or medications to be taken to athletic competition sites.
- Prescribe orthotics, prosthetics, and adaptive equipment.
- Provide coaches and therapists with assistance in selecting and fitting protective equipment.
How we measured this — and how fresh it is
AI's theoretical reach data: 2023
From GPTs-are-GPTs (Eloundou et al.), where GPT-4 rated how much of each task an AI tool could meaningfully speed up. This is the most recent open, commercially-usable occupation-level potential dataset — it dates to 2023. Newer multi-model re-runs exist but swing wildly (one 2026 study saw "high-risk" jobs range 2.7%–51.5% by model) and aren't openly licensed, so we show the stable 2023 baseline and pair it with newer real-world data.
Real-world AI use 2026 report
From the Anthropic Economic Index, which observes how real Claude conversations map onto each occupation's tasks. Published in Anthropic's March 2026 labor-market report, based on usage measured in Aug & Nov 2025 (Sonnet 4 / 4.5).
Task list & ratings O*NET 30.3
Tasks come from O*NET 30.3. Each task's "AI can do / speeds up / still on you" tier uses the real task-level exposure scores from GPTs-are-GPTs (E1 / E2 / E0) — not a guess from keywords.
Sources: O*NET 30.3 (CC BY 4.0) · GPTs-are-GPTs (MIT, 2023) · Anthropic Economic Index (CC BY, Aug & Nov 2025). Page compiled June 2026. "O*NET" is a trademark of the U.S. Department of Labor.
This page is for general informational purposes only and is not career, financial, or employment advice. AI exposure reflects research estimates of task overlap, not predictions about any individual's job, employer, or future employment.