
JOB REPORT / 29-1229 · 101 TASKS
Physicians, All Other.
Can AI do the work of Physicians, All Others?
Mostly it works alongside you. Here is what shifts, task by task.
YOUR EXPERIENCE MATTERS
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How many tasks do you use AI to assist with at work?
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The parts of your job AI can already do most of:
- Identify groups at risk for specific preventable diseases…
- Prepare preventive health reports
- Write patient discharge summaries and send them to primary…
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A guided certificate program in AI-assisted Physicians, All Other work. It covers the 78 AI-affected parts of your job and ends in a capstone a person reviews.
WHAT WE LOOKED AT
Your job, task by task.
78/ 10178 of 101 tasks reviewed
This job has 101 core tasks. We went through 78 of them, one at a time.
Task by task, from the work Physicians, All Others actually do. How we describe AI use in each task is our own read of it, not a measurement of whether AI can replace the job.
- TASK 01
Identify groups at risk for specific preventable diseases or injuries.
AI DOESScans population data, research, and records to surface risk patterns and flag vulnerable groups
YOU DOApply local knowledge and clinical judgment to confirm and act on real-world risk
- TASK 02
Prepare preventive health reports, including problem descriptions, analyses, alternative solutions, and recommendations.
AI DOESDrafts report sections, summarizes health data, and suggests evidence-based recommendations
YOU DOApply clinical judgment and take responsibility for final medical guidance
- TASK 03
Write patient discharge summaries and send them to primary care physicians.
AI DOESDrafts discharge summaries from medical records and fills in standard sections automatically
YOU DOReview every clinical detail, catch errors, and sign off with your medical judgment
- TASK 04
Design or use surveillance tools, such as screening, lab reports, and vital records, to identify health risks.
AI DOESScans lab reports, vital records, and screening data to flag unusual patterns or rising health risks
YOU DOApply clinical and community judgment to confirm real risks and choose the right response
- TASK 05
Advise athletes on ways that substances, such as herbal remedies, could affect drug testing results.
AI DOESSearches databases for substances known to cause false positives or banned-substance flags in drug tests
YOU DOApply rules from each athlete's specific sport federation and weigh individual health factors before giving advice
- TASK 06
Document or review patients' histories.
AI DOESDrafts structured history notes, pulls relevant past records, and flags missing information
YOU DOVerify clinical accuracy and catch subtle details that matter for diagnosis
- TASK 07
Record athletes' medical care information, and maintain medical records.
AI DOESAuto-fills templates, transcribes visit notes, and flags missing fields in medical records
YOU DOReview every entry for accuracy and sign off with your clinical knowledge
- TASK 08
Evaluate the effectiveness of prescribed risk reduction measures or other interventions.
AI DOESAnalyzes outcome data, flags trends, and summarizes research on similar interventions
YOU DOApply clinical experience and patient context to judge real-world effectiveness
- TASK 09
Engage in self-directed learning and continuing education activities.
AI DOESSummarizes new research, flags relevant studies, and quizzes you on key concepts
YOU DOChoose what knowledge gaps matter most for your specific patients and practice
- TASK 10
Provide education and counseling on illness and injury prevention.
AI DOESDrafts patient handouts, pulls latest prevention guidelines, and suggests talking points based on sport and injury type
YOU DORead the patient's reactions, answer unexpected questions, and build the trust that makes advice stick
- TASK 11
Design, implement, or evaluate health service delivery systems to improve the health of targeted populations.
AI DOESAnalyzes population health data, summarizes evidence, drafts system design frameworks, and flags gaps in service delivery
YOU DOLead stakeholder buy-in, apply clinical wisdom, and make ethical calls about real communities
- TASK 12
Conduct research in the prevention or treatment of injuries or medical conditions related to sports and exercise.
AI DOESSearches databases, summarizes studies, spots patterns in data, and drafts literature reviews
YOU DODesign the study, judge clinical relevance, and apply findings to real patients
- TASK 13
Present research findings at national meetings or in peer-reviewed journals.
AI DOESDrafts abstracts, structures papers, suggests journal formatting, and edits slides
YOU DOOwn the science, field questions, and bring clinical authority to the room
- TASK 14
Assess the risks and benefits of therapies for allergic and immunologic disorders.
AI DOESSummarizes clinical trial data, drug interactions, and treatment guidelines for common therapies
YOU DOWeigh each patient's full history, values, and unique risk factors before making a recommendation
- TASK 15
Inform athletes about nutrition, hydration, dietary supplements, or uses and possible consequences of medication.
AI DOESDrafts personalized nutrition summaries, flags supplement interactions, and pulls current research on medications
YOU DORead the athlete's full health picture and earn their trust face-to-face
- TASK 16
Order and interpret the results of diagnostic tests, such as prostate specific antigen (PSA) screening, to detect prostate cancer.
AI DOESFlags abnormal PSA levels, pulls up reference ranges, and summarizes risk patterns from lab data
YOU DOWeigh the whole patient picture — age, family history, symptoms, and shared decision-making — before acting
- TASK 17
Conduct laboratory or clinical research on allergy or immunology topics.
AI DOESSearches research literature, spots data patterns, drafts reports, and suggests study designs
YOU DORun experiments, interpret unexpected results, and make clinical calls that matter to real patients
- TASK 18
Order or interpret the results of tests such as laboratory tests and radiographs (x-rays).
AI DOESSurfaces abnormal results, summarizes trends, and highlights imaging findings
YOU DOConnect test results to the patient's unique story and symptoms
- TASK 19
Communicate with patients' primary care physicians upon admission, when treatment plans change, or at discharge to maintain continuity and quality of care.
AI DOESDrafts discharge summaries, admission notes, and care transition messages quickly
YOU DOReview every clinical detail and own the medical judgment behind each message
- TASK 20
Participate in continuing education activities to maintain or enhance knowledge and skills.
AI DOESSearches for CME courses, summarizes new research, and creates practice quizzes
YOU DOApply new knowledge to real clinical judgment and patient situations
- TASK 21
Perform epidemiological investigations of acute and chronic diseases.
AI DOESAnalyzes surveillance data, flags outbreak signals, and summarizes literature on disease patterns
YOU DOLead fieldwork, interview affected communities, and make final calls on public health action
- TASK 22
Participate in continuing education activities to improve and maintain knowledge and skills.
AI DOESFinds relevant courses, summarizes new research, and creates practice quiz questions
YOU DOEngage actively with material and connect new knowledge to real patient care
- TASK 23
Teach or train medical staff regarding preventive medicine issues.
AI DOESDrafts lesson plans, slides, quizzes, and finds up-to-date research on preventive medicine topics
YOU DOLead live sessions, adapt to learners' confusion, and model clinical judgment
- TASK 24
Provide allergy or immunology consultation or education to physicians or other health care providers.
AI DOESSummarizes current guidelines, drafts educational materials, and flags relevant research fast
YOU DOBring specialist-to-specialist trust and real-time clinical reasoning to the conversation
- TASK 25
Advise coaches, trainers, or physical therapists on the proper use of exercises and other therapeutic techniques, and alert them to potentially dangerous practices.
AI DOESSummarizes exercise science research, flags known risky techniques, and drafts safety guidelines
YOU DOWatch the athletes, read the room, and build the trust that makes coaches actually listen
- TASK 26
Develop or implement interventions to address behavioral causes of diseases.
AI DOESSearches research, summarizes evidence-based interventions, and drafts program frameworks
YOU DOBuild community trust and adapt programs to real people and local conditions
- TASK 27
Deliver presentations to lay or professional audiences.
AI DOESDrafts slides, suggests clear language, and organizes key health messages for different audiences
YOU DOShow up, read the room, and build trust through real human connection
- TASK 28
Develop and prescribe exercise programs, such as off-season conditioning regimens.
AI DOESDrafts periodized training plans, suggests exercises by sport and position, and summarizes recovery science
YOU DOAssess each athlete in person and adjust the plan based on physical exam findings and medical judgment
- TASK 29
Diagnose or treat allergic or immunologic conditions.
AI DOESReviews patient symptoms, suggests possible diagnoses, and surfaces relevant research or treatment guidelines
YOU DOExamine patients in person, run physical tests, and make final treatment calls
- TASK 30
Order and interpret the results of laboratory tests and diagnostic imaging procedures.
AI DOESFlags abnormal lab values, suggests possible diagnoses, and summarizes imaging report patterns
YOU DOConnect test results to what you see, feel, and know about the actual patient
- TASK 31
Coordinate or integrate the resources of health care institutions, social service agencies, public safety workers, or other organizations to improve community health.
AI DOESDrafts communication plans, summarizes community health data, maps available resources, and suggests coordination strategies
YOU DOBuild trust across agencies, negotiate priorities, and lead people through disagreement
- TASK 32
Direct or manage prevention programs in specialty areas such as aerospace, occupational, infectious disease, and environmental medicine.
AI DOESDrafts program plans, summarizes research, flags data trends, and generates reports
YOU DOLead teams, make policy calls, and adapt programs to real communities and regulations
- TASK 33
Coordinate physical medicine and rehabilitation services with other medical activities.
AI DOESDrafts referral notes, summarizes patient records, and flags scheduling conflicts
YOU DOBuild trust with other care teams and make judgment calls about each patient's needs
- TASK 34
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.
AI DOESDrafts educational materials, summarizes research, and identifies at-risk populations from data
YOU DOBuild community relationships and make judgment calls about program priorities
- TASK 35
Coordinate sports care activities with other experts, including specialty physicians and surgeons, athletic trainers, physical therapists, or coaches.
AI DOESDrafts referral notes, summarizes patient records, and suggests care timelines
YOU DOBuild trust and make judgment calls across the care team
- TASK 36
Inform coaches, trainers, or other interested parties regarding the medical conditions of athletes.
AI DOESDrafts condition summaries, formats updates, and suggests clear plain-language explanations
YOU DOVerify clinical facts, apply patient-specific judgment, and manage sensitive conversations with care
- TASK 37
Direct or support quality improvement projects or safety programs.
AI DOESReviews data, flags safety trends, drafts improvement plans, and summarizes outcomes
YOU DOLead teams, earn trust, make judgment calls, and drive real culture change
- TASK 38
Refer athletes for specialized consultation, physical therapy, or diagnostic testing.
AI DOESSuggests referral options based on symptoms and guidelines, drafts referral notes
YOU DOExamine the athlete in person and use clinical judgment to decide the right care path
- TASK 39
Refer patients to medical specialists, social services, or other professionals as appropriate.
AI DOESSuggests relevant specialists based on diagnosis, flags referral criteria, and drafts referral notes
YOU DOExamine the patient, weigh their full situation, and build trust with them before deciding who they need
- TASK 40
Assess characteristics of patients' pain, such as intensity, location, or duration, using standardized clinical measures.
AI DOESSummarizes patient-reported pain scores, flags patterns in structured intake data, and suggests validated pain scales to use
YOU DOBe present with the patient, ask follow-up questions, and interpret subtle physical and emotional cues that forms never capture
- TASK 41
Prescribe medications to treat patients with erectile dysfunction (ED), infertility, or ejaculation problems.
AI DOESSuggests medication options, checks drug interactions, and summarizes treatment guidelines
YOU DOExamine the patient, apply clinical judgment, and sign off on the prescription
- TASK 42
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.
AI DOESSuggests evidence-based therapy protocols, drafts plan templates, summarizes research on recovery outcomes, and flags potential gaps in a care plan
YOU DOAssess each patient in person, weigh their unique goals and limitations, and build trust with patients and families to make the plan actually work
- TASK 43
Coordinate the care of patients with other health care professionals or support staff.
AI DOESDrafts referral notes, summarizes patient history, and flags care gaps in records
YOU DOBuild trust with other providers and make judgment calls about complex patient needs
- TASK 44
Teach or train medical and clinical staff.
AI DOESDrafts lesson plans, slides, case studies, and quiz questions for training sessions
YOU DOLead live sessions, mentor hands-on skills, and adapt teaching to each learner's needs
- TASK 45
Prescribe orthotic and prosthetic applications and adaptive equipment, such as wheelchairs, bracing, or communication devices, to maximize patient function and self-sufficiency.
AI DOESSuggests device options, checks coverage guidelines, and drafts prescription documentation
YOU DOExamine the patient in person and weigh their goals, body, and daily life before prescribing
- TASK 46
Develop and test procedures for dealing with emergencies during practices or competitions.
AI DOESDrafts emergency action plans, summarizes medical guidelines, and suggests checklist items
YOU DORun live drills with staff and athletes to test what actually works on the ground
- TASK 47
Evaluate and manage chronic pain conditions.
AI DOESSummarizes research, reviews patient history trends, and suggests treatment options from medical literature
YOU DOExamine the patient in person, build trust, and make nuanced calls that blend physical findings with the patient's lived experience
- TASK 48
Monitor effectiveness of pain management interventions, such as medication or spinal injections.
AI DOESTracks pain scores over time, flags trends in outcome data, and surfaces relevant treatment guidelines
YOU DOExamine the patient in person and use clinical judgment to adjust the treatment plan
- TASK 49
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.
AI DOESSuggests therapy options based on diagnosis, guidelines, and patient history
YOU DOExamine the patient, weigh risks, and sign the prescription with clinical accountability
- TASK 50
Instruct interns and residents in the diagnosis and treatment of temporary or permanent physically disabling conditions.
AI DOESPulls up case studies, summarizes clinical guidelines, and quizzes learners on diagnosis and treatment options
YOU DODemonstrate hands-on exam skills, read the learner's growth, and model clinical judgment in real patient moments
- TASK 51
Diagnose or treat performance-related conditions, such as sports injuries or repetitive-motion injuries.
AI DOESPulls relevant research, flags symptom patterns in records, and suggests possible diagnoses for review
YOU DOPerform the physical exam, feel tissue quality, and build a treatment plan around the whole patient
- TASK 52
Prescribe orthotics, prosthetics, and adaptive equipment.
AI DOESLooks up evidence-based guidelines, flags patient history patterns, and drafts documentation
YOU DOExamine the patient in person and make the final clinical call
- TASK 53
Prescribe medications or treatment regimens to hospital inpatients.
AI DOESSuggests drug options, flags interactions, checks dosing guidelines, and surfaces relevant clinical evidence
YOU DOExamine the patient, weigh all factors, and sign off with legal and ethical responsibility
- TASK 54
Conduct discharge planning and discharge patients.
AI DOESDrafts discharge summaries, checks medication lists, and flags missing follow-up steps
YOU DOMake the final call on patient readiness, talk through the plan with patients and families, and coordinate hands-on care transitions
- TASK 55
Record athletes' medical histories, and perform physical examinations.
AI DOESTranscribes spoken notes and flags missing history details
YOU DOLay hands on the athlete and make clinical judgments from the physical exam
- TASK 56
Consult or coordinate with other rehabilitative professionals, including physical and occupational therapists, rehabilitation nurses, speech pathologists, neuropsychologists, behavioral psychologists, social workers, or medical technicians.
AI DOESSummarizes patient records, drafts coordination notes, and flags care gaps across team members
YOU DOBuild trust with colleagues, read the room in team meetings, and make judgment calls about complex patient needs
- TASK 57
Supervise or coordinate the work of physicians, nurses, statisticians, or other professional staff members.
AI DOESDrafts schedules, summarizes team performance data, and flags workload gaps
YOU DOBuild trust, read team dynamics, and make tough calls about people
- TASK 58
Advise athletes, trainers, or coaches to alter or cease sports practices that are potentially harmful.
AI DOESSummarizes research on injury risks and drafts talking points for common harmful practices
YOU DOUse your clinical judgment and personal knowledge of the athlete to decide what to say and when
- TASK 59
Train or supervise medical students, residents, or other health professionals.
AI DOESHelps prepare teaching materials, quizzes, case summaries, and feedback templates
YOU DOShow up at the bedside and mentor the whole person, not just the facts
- TASK 60
Provide coaches and therapists with assistance in selecting and fitting protective equipment.
AI DOESPulls up equipment specs, sizing guides, and research on injury prevention
YOU DOPhysically fit and assess gear on the athlete's body
- TASK 61
Direct the operations of short stay or specialty units.
AI DOESSummarizes patient flow data, flags bottlenecks, and drafts staffing reports
YOU DOShow up, read the room, and make fast calls with your team
- TASK 62SOURCE-BACKED TASK
Develop individualized treatment plans for patients, considering patient preferences, clinical data, or the risks and benefits of therapies.
AI DOESAnalyzes patient data and suggests treatment options
YOU DOChoose what fits this specific person
About this analysis
39% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
- TASK 63SOURCE-BACKED TASK
Document examination results, treatment plans, and patients' outcomes.
AI DOESDrafts notes from patient data and visit details
YOU DOVerify accuracy and add clinical judgment
About this analysis
37% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
- TASK 64
Diagnose, treat, or provide continuous care to hospital inpatients.
AI DOESSurfaces relevant diagnoses, flags drug interactions, summarizes patient history, and suggests treatment options from medical literature
YOU DOExamine the patient, apply clinical intuition, and take responsibility for every care decision
- TASK 65
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.
AI DOESReviews lab results, flags imaging findings, summarizes patient history, and suggests evidence-based treatment options
YOU DOPerform physical exams, interpret nuanced symptoms, make final diagnoses, and carry out any procedures or surgery
- TASK 66
Prescribe medication such as antihistamines, antibiotics, and nasal, oral, topical, or inhaled glucocorticosteroids.
AI DOESSuggests drug options, flags interactions, and pulls up dosing guidelines
YOU DOMake the final call on what is safe and right for each unique patient
- TASK 67
Prescribe medications for the treatment of athletic-related injuries.
AI DOESSuggests drug options, flags interactions, and summarizes dosing guidelines
YOU DOExamine the patient and take legal, clinical responsibility for every prescription
- TASK 68SOURCE-BACKED TASK
Interpret diagnostic test results to make appropriate differential diagnoses.
AI DOESFlags abnormal values and suggests possible diagnoses
YOU DOWeigh clinical context and patient history
About this analysis
27% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
- TASK 69
Direct, coordinate, or supervise the patient care activities of nursing or support staff.
AI DOESSurfaces scheduling gaps, flags care plan updates, and summarizes patient status to support decisions
YOU DOStay present on the floor and build trust with your team in real time
- TASK 70
Advise against injured athletes returning to games or competition if resuming activity could lead to further injury.
AI DOESSurfaces return-to-play guidelines and flags risk factors from medical records
YOU DOExamine the athlete in person and own the safety call
- TASK 71
Refer patients to specialists when condition exceeds experience, expertise, or scope of practice.
AI DOESSurfaces referral guidelines and specialist options based on diagnosis codes
YOU DOMake the clinical call based on what you see, feel, and know about your patient
- TASK 72
Examine and evaluate athletes prior to participation in sports activities to determine level of physical fitness or predisposition to injuries.
AI DOESHelps review medical history forms, flag risk factors, and suggest screening checklists
YOU DOKeep all physical touch, observation, and clinical judgment in the exam room
- TASK 73
Observe and evaluate athletes' mental well-being.
AI DOESSurfaces screening tools, mood questionnaires, and research on athlete mental health patterns
YOU DOBuild trust, read body language, and make clinical judgments face-to-face
- TASK 74SOURCE-BACKED TASK
Educate patients about diagnoses, prognoses, or treatments.
AI DOESGenerates patient education materials and explanations
YOU DOAdapt to each patient's needs and fears
About this analysis
11% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
- TASK 75SOURCE-BACKED TASK
Document patients' medical histories.
AI DOESTranscribes notes and suggests medical codes
YOU DOVerify details and catch what matters
About this analysis
0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
- TASK 76SOURCE-BACKED TASK
Diagnose or treat disorders of the musculoskeletal system.
AI DOESAnalyzes imaging and suggests differential diagnoses
YOU DOExamine patients and choose treatments
About this analysis
0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
- TASK 77SOURCE-BACKED TASK
Document or review comprehensive patients' histories with an emphasis on occupation or environmental risks.
AI DOESPulls relevant data from records and flags risk patterns
YOU DOConnect the dots to patient's real story
About this analysis
0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
- TASK 78SOURCE-BACKED TASK
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.
AI DOESDrafts press releases and formats health alerts
YOU DOJudge urgency and craft trusted messaging
About this analysis
0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
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