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ヘルスケア

AI露出度

  • データ出典: BLS公表時点: '26.08

    高い· 相対

    低い4段階の相対区分非常に高い

    職業群単位の値

    尺度・母数・出典

    4段階の相対区分(低い / 中程度 / 高い / 非常に高い)

    BLS雇用見通し表の詳細職業831件が母数。値は NEM(全国雇用マトリクス)コード単位で付与されるため、同じ NEM コードの職業は同じバンドになります

    出典データセット(XLSX ファイルのダウンロード)

  • データ出典: Anthropic公表時点: '26.03

    0.059

    0.000ここに掲載された値の範囲0.745
    尺度・母数・出典

    観測エクスポージャー指数、公開されたまま0–1

    O*NETタスクへの対応づけが基準

    出典データセット

  • データ出典: ILO公表時点: '25

    0.25

    0.09ここに掲載された値の範囲0.70

    職業群単位の値

    尺度・母数・出典

    生成AI露出度指数、公開されたまま0–1

    ISCO-08の職業小分類単位 — 同じコードの職業はすべて同じ値

    当サイトの算出であり、ILOが公表した数値ではありません。当サイトがILOデータセットに結び付けた職業1,012件のうち、この値以上のものは77%です。

    出典データセット

この出典がどのような性格の値か

BLSの区分は絶対水準ではなく相対順位であり、一次測定でもありません。複数の既存研究が付けた職業別パーセンタイル順位を4段階にまとめた値です。雇用や賃金の予測でもなく、導入確率でもなく、自動化と増強を区別しません。

Task-level exposure

露出のある作業のみ
TaskClaude.aiRaw / share %
Compile and analyze data obtained from monitoring or diagnostic tests.

29-1141

0.061819.7
Design patient education programs that include information required to make informed health care and treatment decisions.

29-1141

0.033510.7
Educate patients and family members about mental health and medical conditions, preventive health measures, medications, or treatment plans.

29-1141

0.031910.2
Present clients with information required to make informed health care and treatment decisions.

29-1141

0.02819.0
Make clinical recommendations to physicians, other health care providers, insurance companies, patients, or health care organizations.

29-1141

0.02016.4
Discuss illnesses and treatments with patients and family members.

29-1141

0.01735.5
Develop and maintain departmental policies, procedures, objectives, or patient care standards based on evidence-based practice guidelines or expert opinion.

29-1141

0.01394.4
Direct or provide home health services.

29-1141

0.00932.9
Interpret diagnostic or laboratory tests such as electrocardiograms (EKGs) and renal functioning tests.

29-1141

0.00822.6
Document data related to patients' care including assessment results, interventions, medications, patient responses, or treatment changes.

29-1141

0.00822.6
Not observed on any surface — 106 task(s) These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states.
Maintain accurate, detailed reports and records.
0
Record patients' medical information and vital signs.
0
Monitor all aspects of patient care, including diet and physical activity.
0
Direct or supervise less-skilled nursing or healthcare personnel or supervise a particular unit.
0
Prepare patients for and assist with examinations or treatments.
0
Assess the needs of individuals, families, or communities, including assessment of individuals' home or work environments, to identify potential health or safety problems.
0
Prepare rooms, sterile instruments, equipment, or supplies and ensure that stock of supplies is maintained.
0
Refer students or patients to specialized health resources or community agencies furnishing assistance.
0
Consult with institutions or associations regarding issues or concerns relevant to the practice and profession of nursing.
0
Administer medications to patients and monitor patients for reactions or side effects.
0
Order, interpret, and evaluate diagnostic tests to identify and assess patient's condition.
0
Observe nurses and visit patients to ensure proper nursing care.
0
Inform physician of patient's condition during anesthesia.
0
Administer local, inhalation, intravenous, or other anesthetics.
0
Provide health care, first aid, immunizations, or assistance in convalescence or rehabilitation in locations such as schools, hospitals, or industry.
0
Perform physical examinations, make tentative diagnoses, and treat patients en route to hospitals or at disaster site triage centers.
0
Conduct specified laboratory tests.
0
Hand items to surgeons during operations.
0
Prescribe or recommend drugs, medical devices, or other forms of treatment, such as physical therapy, inhalation therapy, or related therapeutic procedures.
0
Direct or coordinate infection control programs, advising or consulting with specified personnel about necessary precautions.
0
Perform administrative or managerial functions, such as taking responsibility for a unit's staff, budget, planning, or long-range goals.
0
Provide or arrange for training or instruction of auxiliary personnel or students.
0
Work with individuals, groups, or families to plan or implement programs designed to improve the overall health of communities.
0
Engage in research activities related to nursing.
0
Diagnose acute or chronic conditions that could result in rapid physiological deterioration or life-threatening instability.
0
Distinguish between normal and abnormal developmental and age-related physiological and behavioral changes in acute, critical, and chronic illness.
0
Manage patients' pain relief and sedation by providing pharmacologic and non-pharmacologic interventions, monitoring patients' responses, and changing care plans accordingly.
0
Interpret information obtained from electrocardiograms (EKGs) or radiographs (x-rays).
0
Perform emergency medical procedures, such as basic cardiac life support (BLS), advanced cardiac life support (ACLS), and other condition stabilizing interventions.
0
Assess urgent and emergent health conditions using both physiologically and technologically derived data.
0
Assess the impact of illnesses or injuries on patients' health, function, growth, development, nutrition, sleep, rest, quality of life, or family, social and educational relationships.
0
Set up, operate, or monitor invasive equipment and devices such as colostomy or tracheotomy equipment, mechanical ventilators, catheters, gastrointestinal tubes, and central lines.
0
Obtain specimens or samples for laboratory work.
0
Participate in patients' care meetings and conferences.
0
Refer patients for specialty consultations or treatments.
0
Administer blood and blood product transfusions or intravenous infusions, monitoring patients for adverse reactions.
0
Assess the needs of patients' family members or caregivers.
0
Collaborate with patients to plan for future health care needs or to coordinate transitions and referrals.
0
Read current literature, talk with colleagues, and participate in professional organizations or conferences to keep abreast of developments in acute care.
0
Participate in the development of practice protocols.
0
Perform administrative duties that facilitate admission, transfer, or discharge of patients.
0
Adjust settings on patients' assistive devices such as temporary pacemakers.
0
Order, perform, or interpret the results of diagnostic tests and screening procedures based on assessment results, differential diagnoses, and knowledge about age, gender and health status of clients.
0
Prescribe medications and observe patients' reactions, modifying prescriptions as needed.
0
Participate in activities aimed at professional growth and development including conferences or continuing education activities.
0
Monitor the use and status of medical and pharmaceutical supplies.
0
Develop practice protocols for mental health problems based on review and evaluation of published research.
0
Develop, implement, or evaluate programs such as outreach activities, community mental health programs, and crisis situation response activities.
0
Write prescriptions for psychotropic medications as allowed by state regulations and collaborative practice agreements.
0
Refer patients requiring more specialized or complex treatment to psychiatrists, primary care physicians, or other medical specialists.
0
Participate in treatment team conferences regarding diagnosis or treatment of difficult cases.
0
Evaluate patients' behavior to formulate diagnoses or assess treatments.
0
Develop and implement treatment plans.
0
Distinguish between physiologically and psychologically based disorders and diagnose appropriately.
0
Consult with psychiatrists or other professionals when unusual or complex cases are encountered.
0
Assess patients' mental and physical status based on the presenting symptoms and complaints.
0
Collaborate with interdisciplinary team members, including psychiatrists, psychologists, or nursing staff, to develop, implement, or evaluate treatment plans.
0
Administer medications including those administered by injection.
0
Diagnose psychiatric disorders and mental health conditions.
0
Conduct individual, group, or family psychotherapy for those with chronic or acute mental disorders.
0
Treat patients for routine physical health problems.
0
Provide routine physical health screenings to detect or monitor problems such as heart disease and diabetes.
0
Identify patients' age-specific needs and alter care plans as necessary to meet those needs.
0
Provide post-mortem care.
0
Evaluate patients' vital signs or laboratory data to determine emergency intervention needs.
0
Perform approved therapeutic or diagnostic procedures based upon patients' clinical status.
0
Administer blood and blood products, monitoring patients for signs and symptoms related to transfusion reactions.
0
Administer medications intravenously, by injection, orally, through gastric tubes, or by other methods.
0
Set up and monitor medical equipment and devices such as cardiac monitors, mechanical ventilators and alarms, oxygen delivery devices, transducers, or pressure lines.
0
Monitor patients' fluid intake and output to detect emerging problems such as fluid and electrolyte imbalances.
0
Monitor patients for changes in status and indications of conditions such as sepsis or shock and institute appropriate interventions.
0
Assess patients' pain levels or sedation requirements.
0
Assess patients' psychosocial status and needs, including areas such as sleep patterns, anxiety, grief, anger, and support systems.
0
Collect specimens for laboratory tests.
0
Conduct pulmonary assessments to identify abnormal respiratory patterns or breathing sounds that indicate problems.
0
Identify patients who are at risk of complications due to nutritional status.
0
Prioritize nursing care for assigned critically ill patients, based on assessment data or identified needs.
0
Assist physicians with procedures such as bronchoscopy, endoscopy, endotracheal intubation, or elective cardioversion.
0
Ensure that equipment or devices are properly stored after use.
0
Identify malfunctioning equipment or devices.
0
Assess family adaptation levels and coping skills to determine whether intervention is needed.
0
Coordinate patient care conferences.
0
Participate in professional organizations and continuing education to improve practice knowledge and skills.
0
Participate in the development, review, or evaluation of nursing practice protocols.
0
Plan, provide, or evaluate educational programs for nursing staff, interdisciplinary health care team members, or community members.
0
Supervise and monitor unit nursing staff.
0
Coordinate or conduct educational programs or in-service training sessions on topics such as clinical procedures.
0
Observe, interview, and assess patients to identify care needs.
0
Provide specialized direct and indirect care to inpatients and outpatients within a designated specialty such as obstetrics, neurology, oncology, or neonatal care.
0
Maintain departmental policies, procedures, objectives, or infection control standards.
0
Collaborate with other health care professionals and service providers to ensure optimal patient care.
0
Develop nursing service philosophies, goals, policies, priorities, or procedures.
0
Develop, implement, or evaluate standards of nursing practice in specialty area such as pediatrics, acute care, and geriatrics.
0
Develop or assist others in development of care and treatment plans.
0
Instruct nursing staff in areas such as the assessment, development, implementation and evaluation of disability, illness, management, technology, or resources.
0
Direct or supervise nursing care staff in the provision of patient therapy.
0
Read current literature, talk with colleagues, or participate in professional organizations or conferences to keep abreast of developments in nursing.
0
Monitor or evaluate medical conditions of patients in collaboration with other health care professionals.
0
Participate in clinical research projects such as by reviewing protocols, reviewing patient records, monitoring compliance, and meeting with regulatory authorities.
0
Perform discharge planning for patients.
0
Prepare reports to document patients' care activities.
0
Write nursing orders.
0
Provide consultation to other health care providers in areas such as patient discharge, patient care, or clinical procedures.
0
Lead nursing department implementation of, or compliance with, regulatory or accreditation processes.
0
Chair nursing departments or committees.
0
Provide direct care by performing comprehensive health assessments, developing differential diagnoses, conducting specialized tests, or prescribing medications or treatments.
0

Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page

Occupation information

この職業に関わる最近の変化

2026年4月: Healthcare posted record Q1 high at 23,520 cuts. AI diagnostic tools, automated admin workflows, and scheduling AI changing the equation. AI was #1 March cut reason overall.

[出典: Challenger March 2026]

2026年4月: OpenAI workplace report (Apr 2026): Healthcare ranks among the lowest-adoption industries due to patient-data and HIPAA constraints, not because clinicians wouldn't benefit. Documentation assistance is the leading edge; direct clinical-workflow integration remains blocked.

[出典: OpenAI — ChatGPT Usage and Adoption Patterns at Work (April 2026)]

2026年4月: Registered nurses flagged as insulated; physical and relational necessity (bedside care, calming patients) sits outside what AI can substitute.

[出典: OpenAI Jobs Transition Framework, April 2026]