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How a healthcare practitioner / technical worker can use AI, task by task

O*NET 29-9099.00: Healthcare Practitioners and Technical Workers, All OtherMedian pay $65,790/year (BLS, May 2025)15 common activities

All healthcare practitioners and technical workers not listed separately.

How this page is built: O*NET doesn't publish a task list for this catch-all occupation. This playbook is built from the related occupations it groups together: the work activities most of them share, classified the same way as every other task on the site. For a full task list, see Midwives.
Type your own title and every prompt on this page updates to match. Also called: —.

Where AI fits in this job

AI-ready 0%AI-assist 14%Stays human 86%

Share of the job's common activities across related occupations, weighted by how important and how frequent each task is (O*NET ratings). 0 AI-ready, 2 AI-assist and 13 human-led tasks out of 15. This measures where AI can help, not whether the job will disappear.

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

🗓 Start here on Monday

The most frequent, most important tasks where AI can help right away.

  1. Record patient medical histories.Write it up · Daily
  2. Analyze patient data to determine patient needs or treatment goals.Crunch the numbers · Weekly

💪 Lean into these

Core tasks that stay human. These skills get more valuable as the routine work gets automated.

  1. Measure the physical or physiological attributes of patients.Hands-on care · Several times a day
  2. Examine patients to assess general physical condition.Hands-on care · Daily
  3. Analyze test data or images to inform diagnosis or treatment.Make the call · Daily

🔒 Many of these tasks involve people's information. Remove names and identifying details before using AI, or use only a tool your employer has approved.

AI can draft these 0

AI produces a usable first pass. You review it, fix it and own it.

None of this job's tasks are here.

AI can help you prep these 2

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Record patient medical histories.

Daily

AI drafts the structure and wording; the specifics and sign-off are yours.

Show prompt & steps

AI can draft the structure and standard wording. The specifics, the judgment calls and the sign-off are yours.

Ready-to-use prompt

I work as a healthcare practitioner / technical worker. Part of my job is to record patient medical histories.

Context: We use Epic Systems and MEDITECH software.
Specialty: [chiropractic, dental, general]
What to capture: [conditions, meds, allergies, history]

Draft a medical history template with prompts. No patient data. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: History-taking template

Step 1Pick a real example: the next time you record patient medical histories (today). Leave out names and identifying details.
Step 2Fill in [Specialty] and [What to capture] with the real details, then run the prompt.
Step 3Check every fact, name and number against your source before it goes anywhere.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 4.4/5 · O*NET work activity: Record patient medical histories..

Analyze patient data to determine patient needs or treatment goals.

Weekly

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a healthcare practitioner / technical worker. Part of my job is to analyze patient data to determine patient needs or treatment goals.

Context: We use Microsoft Excel and Patient electronic medical record EMR software; the work draws on medicine and dentistry, therapy and counseling and psychology.
Data: [de-identified records, trends]
Goal: [treatment planning]

Identify patterns and needs. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Patient needs analysis

Step 1Pick a real example: the next time you analyze patient data to determine patient needs or treatment (this week). Leave out names and identifying details.
Step 2Fill in [Data] and [Goal] with the real details, then run the prompt.
Step 3Recompute the most important number yourself before you trust the rest.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 4.3/5 · O*NET work activity: Analyze patient data to determine patient needs or treatment goals..

These stay human 13

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

Measure the physical or physiological attributes of patients.

Several times a day

Hands-on care. AI only helps with prep, explanations and paperwork.

Show prep prompt & steps

Where AI still helps: AI can help around the care: plain-language explanations for patients, study and revision, checklists and paperwork drafts. Use only tools your employer has approved for health information.

Prep prompt

I work as a healthcare practitioner / technical worker. Part of my job is to measure the physical or physiological attributes of patients.

Context: The work draws on medicine and dentistry, therapy and counseling and psychology.
Measurement: [impressions, body metrics, physiological tests]
Equipment: [tools]

List steps, accuracy tips and common errors. Keep it free of any patient details, add plain-language wording I can use with people, and list the warning signs that mean I should escalate.

10-minute exercise: Measurement routine

Step 1Pick a real example: the next time you measure the physical or physiological attributes of patients. Leave out names and identifying details.
Step 2Fill in [Measurement] and [Equipment] with the real details, then run the prompt.
Step 3Compare it line by line with your protocol. Your protocol always wins.

Importance 4.6/5 · O*NET work activity: Measure the physical or physiological attributes of patients..

Examine patients to assess general physical condition.

Daily

Hands-on care. AI only helps with prep, explanations and paperwork.

Show prep prompt & steps

Where AI still helps: AI can help around the care: plain-language explanations for patients, study and revision, checklists and paperwork drafts. Use only tools your employer has approved for health information.

Prep prompt

I work as a healthcare practitioner / technical worker. Part of my job is to examine patients to assess general physical condition.

Context: The work draws on medicine and dentistry, therapy and counseling and psychology.
Exam type: [general, musculoskeletal, pre-participation]
Patient group: [general description]

Make an exam sequence, plain-language explanations, and red flags. Keep it free of any patient details, add plain-language wording I can use with people, and list the warning signs that mean I should escalate.

10-minute exercise: Physical exam prep

Step 1Pick a real example: the next time you examine patients (today). Leave out names and identifying details.
Step 2Fill in [Exam type] and [Patient group] with the real details, then run the prompt.
Step 3Use the explanations with your next patient.

Importance 4.7/5 · O*NET work activity: Examine patients to assess general physical condition..

Analyze test data or images to inform diagnosis or treatment.

Daily

Your accountable call. Use AI as a sounding board beforehand.

Show prep prompt & steps

Where AI still helps: Use AI as a sounding board before you decide. Ask it to argue the other side, list what you might be overlooking, or organize the evidence.

Prep prompt

I work as a healthcare practitioner / technical worker. Part of my job is to analyze test data or images to inform diagnosis or treatment.

Context: The work draws on medicine and dentistry, therapy and counseling and psychology.
Test or image: [x-ray, lab, scan]
Clinical question: [what to rule in or out]

List systematic review steps and pitfalls. I make the diagnosis. Argue the strongest case against my current view and list what extra information would change the decision. I make the final call.

10-minute exercise: Interpretation checklist

Step 1Pick a real example: the next time you analyze test data or images (today).
Step 2Fill in [Test or image] and [Clinical question] with the real details, then run the prompt.
Step 3Make the call yourself, then note whether anything it raised changed your mind.

Importance 4.5/5 · O*NET work activity: Analyze test data or images to inform diagnosis or treatment..

Collaborate with healthcare professionals to plan or provide treatment.

Daily

Human connection. Use AI only before and after, to prepare.

Show prep prompt & steps

Where AI still helps: Use AI before and after, not during. Prepare talking points, practise a hard conversation, or turn your notes into a follow-up.

Prep prompt

I work as a healthcare practitioner / technical worker. Part of my job is to collaborate with healthcare professionals to plan or provide treatment.

Context: The work draws on medicine and dentistry, therapy and counseling and psychology.
Case: [general, no identifiers]
Question: [what you need from colleagues]

Prepare a summary, the question and options. Then play the colleague. Suggest ways to open, phrases to avoid, and how to handle it if things get tense. Then play the other person so I can practice.

10-minute exercise: Interdisciplinary consult prep

Step 1Pick a real example: the next time you collaborate with healthcare professionals (today).
Step 2Fill in [Case] and [Question] with the real details, then run the prompt.
Step 3After the real conversation, write down what worked so you can reuse it.

Importance 4.5/5 · O*NET work activity: Collaborate with healthcare professionals to plan or provide treatment..

Evaluate patient functioning, capabilities, or health.

Daily

Your accountable call. Use AI as a sounding board beforehand.

Show prep prompt & steps

Where AI still helps: Use AI as a sounding board before you decide. Ask it to argue the other side, list what you might be overlooking, or organize the evidence.

Prep prompt

I work as a healthcare practitioner / technical worker. Part of my job is to evaluate patient functioning, capabilities, or health.

Context: The work draws on medicine and dentistry, therapy and counseling and psychology.
Assessment: [suicide risk, functional status, capability]
Setting: [clinic, inpatient]

List validated tools, key questions, warning signs and documentation points. I make the clinical judgment. Argue the strongest case against my current view and list what extra information would change the decision. I make the final call.

10-minute exercise: Risk or function assessment prep

Step 1Pick a real example: the next time you evaluate patient functioning, capabilities and health (today). Leave out names and identifying details.
Step 2Fill in [Assessment] and [Setting] with the real details, then run the prompt.
Step 3Check every tool against your clinical guidance.

Importance 4.5/5 · O*NET work activity: Evaluate patient functioning, capabilities, or health..

Provide health and wellness advice to patients, program participants, or caregivers.

Daily

Human connection. Use AI only before and after, to prepare.

Show prep prompt & steps

Where AI still helps: Use AI before and after, not during. Prepare talking points, practise a hard conversation, or turn your notes into a follow-up.

Prep prompt

I work as a healthcare practitioner / technical worker. Part of my job is to provide health and wellness advice to patients, program participants, or caregivers.

Context: The work draws on medicine and dentistry, therapy and counseling and psychology.
Topic: [nutrition, exercise, sleep, stress]
Who: [patient, participant; no personal details]

Help me prepare: the 3 points that matter most for them, plain-language wording, the questions they're likely to ask, and what I should not advise on without more information. Then play them so I can practice.

10-minute exercise: Wellness advice conversation

Step 1Pick a real example: the next time you provide health and wellness advice (today). Leave out names and identifying details.
Step 2Fill in [Topic] and [Who] with the real details, then run the prompt.
Step 3Check advice against current guidelines and stay within your scope.

Importance 4.1/5 · O*NET work activity: Provide health and wellness advice to patients, program participants, or caregivers..

Communicate detailed medical information to patients or family members.

Weekly

Human connection. Use AI only before and after, to prepare.

Show prep prompt & steps

Where AI still helps: Use AI before and after, not during. Prepare talking points, practise a hard conversation, or turn your notes into a follow-up.

Prep prompt

I work as a healthcare practitioner / technical worker. Part of my job is to communicate detailed medical information to patients or family members.

Context: The work draws on medicine and dentistry, therapy and counseling and psychology.
Conversation: [treatment plan, medication advice, costs; no patient details]
Who: [patient, family]

Help me explain it clearly: key points, plain words for medical terms, questions they may ask, and how to check understanding. Then play the patient so I can practice.

10-minute exercise: Discussing treatment information

Step 1Pick a real example: the next time you communicate detailed medical information (this week). Leave out names and identifying details.
Step 2Fill in [Conversation] and [Who] with the real details, then run the prompt.
Step 3Use teach-back in the real conversation to check understanding.

Importance 4.1/5 · O*NET work activity: Communicate detailed medical information to patients or family members..

Monitor patient conditions during treatments, procedures, or activities.

Weekly

Hands-on care. AI only helps with prep, explanations and paperwork.

Show prep prompt & steps

Where AI still helps: AI can help around the care: plain-language explanations for patients, study and revision, checklists and paperwork drafts. Use only tools your employer has approved for health information.

Prep prompt

I work as a healthcare practitioner / technical worker. Part of my job is to monitor patient conditions during treatments, procedures, or activities.

Context: The work draws on medicine and dentistry, therapy and counseling and psychology.
Procedure or treatment: [describe]
What I monitor: [vitals, EKG, reactions]

List normal ranges, warning signs, escalation steps, and reassuring phrases for patients. Keep it free of any patient details, add plain-language wording I can use with people, and list the warning signs that mean I should escalate.

10-minute exercise: In-procedure monitoring guide

Step 1Pick a real example: the next time you monitor patient conditions (this week). Leave out names and identifying details.
Step 2Fill in [Procedure or treatment] and [What I monitor] with the real details, then run the prompt.
Step 3Use the phrases with your next patient.

Importance 4.5/5 · O*NET work activity: Monitor patient conditions during treatments, procedures, or activities..

Collect biological specimens from patients.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a healthcare practitioner / technical worker. Part of my job is to collect biological specimens from patients.

Context: The work draws on medicine and dentistry, therapy and counseling and psychology.
Specimen: [blood, urine, tissue, swab]
Protocol: [your facility's steps]

Make a checklist: identification, collection, labelling, storage and transport. No patient details. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Specimen collection refresher

Step 1Pick a real example: the next time you collect biological specimens (this week). Leave out names and identifying details.
Step 2Fill in [Specimen] and [Protocol] with the real details, then run the prompt.
Step 3Compare every step with your facility protocol.

Importance 4.0/5 · O*NET work activity: Collect biological specimens from patients..

Develop medical treatment plans.

Weekly

Your accountable call. Use AI as a sounding board beforehand.

Show prep prompt & steps

Where AI still helps: Use AI as a sounding board before you decide. Ask it to argue the other side, list what you might be overlooking, or organize the evidence.

Prep prompt

I work as a healthcare practitioner / technical worker. Part of my job is to develop medical treatment plans.

Context: The work draws on medicine and dentistry, therapy and counseling and psychology.
Situation: [condition or project, no names]
Options: [list]

Compare options and risks; list information needed. I decide. Argue the strongest case against my current view and list what extra information would change the decision. I make the final call.

10-minute exercise: Plan options review

Step 1Pick a real example: the next time you develop medical treatment plans (this week).
Step 2Fill in [Situation] and [Options] with the real details, then run the prompt.
Step 3Make the call yourself, then note whether anything it raised changed your mind.

Importance 4.2/5 · O*NET work activity: Develop medical treatment plans..

Care for women during pregnancy and childbirth.

Weekly

Hands-on care. AI only helps with prep, explanations and paperwork.

Show prep prompt & steps

Where AI still helps: AI can help around the care: plain-language explanations for patients, study and revision, checklists and paperwork drafts. Use only tools your employer has approved for health information.

Prep prompt

I work as a healthcare practitioner / technical worker. Part of my job is to care for women during pregnancy and childbirth.

Context: The work draws on medicine and dentistry, therapy and counseling and psychology.
Stage: [prenatal, labour, postpartum, newborn]
Topic: [education, checks]

Prepare patient education points and checklists. Keep it free of any patient details, add plain-language wording I can use with people, and list the warning signs that mean I should escalate.

10-minute exercise: Prenatal or birth care prep

Step 1Pick a real example: the next time you care for women (this week).
Step 2Fill in [Stage] and [Topic] with the real details, then run the prompt.
Step 3Compare it line by line with your protocol. Your protocol always wins.

Importance 4.3/5 · O*NET work activity: Care for women during pregnancy and childbirth..

Refer patients to other healthcare practitioners or health resources.

Monthly

Your accountable call. Use AI as a sounding board beforehand.

Show prep prompt & steps

Where AI still helps: Use AI as a sounding board before you decide. Ask it to argue the other side, list what you might be overlooking, or organize the evidence.

Prep prompt

I work as a healthcare practitioner / technical worker. Part of my job is to refer patients to other healthcare practitioners or health resources.

Context: The work draws on medicine and dentistry, therapy and counseling and psychology.
Situation: [general, no patient details]
Options: [specialists, services]

List red flags and criteria for referral, and what to include in the referral. I decide.

10-minute exercise: Referral decision prep

Step 1Pick a real example: the next time you refer patients. Leave out names and identifying details.
Step 2Fill in [Situation] and [Options] with the real details, then run the prompt.
Step 3Make the call yourself, then note whether anything it raised changed your mind.

Importance 4.3/5 · O*NET work activity: Refer patients to other healthcare practitioners or health resources..

Diagnose medical conditions.

Monthly

Your accountable call. Use AI as a sounding board beforehand.

Show prep prompt & steps

Where AI still helps: Use AI as a sounding board before you decide. Ask it to argue the other side, list what you might be overlooking, or organize the evidence.

Prep prompt

I work as a healthcare practitioner / technical worker. Part of my job is to diagnose medical conditions.

Context: The work draws on medicine and dentistry, therapy and counseling and psychology.
Presentation: [symptoms, signs, no patient details]
Results: [tests]

List a differential with what supports or argues against each, and next tests. I make the diagnosis.

10-minute exercise: Differential diagnosis check

Step 1Pick a real example: the next time you diagnose medical conditions.
Step 2Fill in [Presentation] and [Results] with the real details, then run the prompt.
Step 3Decide yourself and note anything you'd overlooked.

Importance 4.6/5 · O*NET work activity: Diagnose medical conditions..

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