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How a medical records specialist can use AI, task by task

O*NET 29-2072.00: Medical Records SpecialistsMedian pay $51,140/year (BLS, May 2025)16 tasksJob Zone 3: Medium preparation

Compile, process, and maintain medical records of hospital and clinic patients in a manner consistent with medical, administrative, ethical, legal, and regulatory requirements of the healthcare system. Classify medical and healthcare concepts, including diagnosis, procedures, medical services, and equipment, into the healthcare industry's numerical coding system. Includes medical coders.

Type your own title and every prompt on this page updates to match. Also called: Coder, Health Information Clerk, Health Information Specialist, Health Information Technician (Health Information Tech), Health Records Specialist, HIM Clerk (Health Information Management Clerk), Medical Coder, Medical Records Clerk, Medical Records Technician (Medical Records Tech), RHIT (Registered Health Information Technician).

Where AI fits in this job

AI-ready 12%AI-assist 77%Stays human 12%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 2 AI-ready, 13 AI-assist and 1 human-led tasks out of 16. This measures where AI can help, not whether the job will disappear.

Information & paperwork
Thinking & planning
People & communication
Leading & teaching
Hands-on & physical

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. Review records for completeness, accuracy, and compliance with regulations.Review & check · Several times a day
  2. Scan patients' health records into electronic formats.Handle the admin · Several times a day
  3. Maintain or operate a variety of health record indexes or storage and retrieval systems to collect, classify, store, or analyze information.Write it up · Daily

💪 Lean into these

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

  1. Protect the security of medical records to ensure that confidentiality is maintained.Hands-on work · Several times a day

🔒 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 2

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

Release information to persons or agencies according to regulations.

Daily

AI handles forms, records and routine paperwork for you to verify.

Show prompt & steps

Forms, records, data entry, scheduling and routine paperwork are where AI saves the most time. It drafts, sorts, extracts and reformats while you verify.

Ready-to-use prompt

I work as a medical records specialist. Part of my job is to release information to persons or agencies according to regulations.

Context: We use Epic Systems and MEDITECH software.
Tasks: [registration, calls, forms]
Rules: [privacy]

Make task checklists and phone scripts. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Medical office tasks

Step 1Pick a real example: the next time you release information to persons or agencies according to regulations (today).
Step 2Fill in [Tasks] and [Rules] with the real details, then run the prompt.
Step 3Save the template and use it on the next one. Time both. Confirm the rules against the current official source.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 4.5/5 · core task · O*NET work activity: Perform clerical work in medical settings..

Process and prepare business or government forms.

Weekly

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a medical records specialist. Part of my job is to process and prepare business or government forms.

Context: We use Epic Systems and MEDITECH software.
Record type: [environmental, legal]
Information: [describe]

Draft the document with required elements. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Official health record

Step 1Pick a real example: the next time you process and prepare business or government forms (this week).
Step 2Fill in [Record type] and [Information] 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 4.1/5 · O*NET work activity: Prepare official health documents or records.. Also involves: Process healthcare paperwork..

AI can help you prep these 13

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

Review records for completeness, accuracy, and compliance with regulations.

Several times a day

AI pre-checks against the rules; the sign-off stays with you.

Show prompt & steps

Use AI as a first-pass checker against a list of rules or standards. The final judgment and sign-off stay with you.

Ready-to-use prompt

I work as a medical records specialist. Part of my job is to review records for completeness, accuracy, and compliance with regulations.

Context: We use Microsoft SharePoint and SAS; the work draws on administrative, customer and personal service and computers and electronics.
Facility: [clinic, lab, hospital unit]
Standards: [licensing, safety, accreditation]

Make a review checklist with documents to examine. Make a table: requirement, met / not met / unclear, and the exact evidence.

10-minute exercise: Facility standards review

Step 1Pick a real example: the next time you review records for completeness.
Step 2Fill in [Facility] and [Standards] with the real details, then run the prompt.
Step 3Do your usual review too, and note what AI caught and what it missed. Confirm the rules against the current official source.

AI can miss things and sound sure about it. Use it to catch extra problems, not as the final check.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 4.7/5 · core task · O*NET work activity: Monitor medical facility activities to ensure adherence to standards or regulations..

Scan patients' health records into electronic formats.

Several times a day

AI preps the paperwork; approving and paying stay with you.

Show prompt & steps

AI can prep the paperwork, extract details from documents and make checklists. Approving, paying and verifying stay with you.

Ready-to-use prompt

I work as a medical records specialist. Part of my job is to scan patients' health records into electronic formats.

Context: We use Epic Systems and MEDITECH software.
Paperwork: [consent, case coordination]
Requirements: [policy]

Make a checklist and templates. No patient details. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Healthcare paperwork checklist

Step 1Pick a real example: the next time you scan patients' health records. Leave out names and identifying details.
Step 2Fill in [Paperwork] and [Requirements] with the real details, then run the prompt.
Step 3Save the template and use it on the next one. Time both.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 4.6/5 · core task · O*NET work activity: Process healthcare paperwork.. Also involves: Perform clerical work in medical settings..

Maintain or operate a variety of health record indexes or storage and retrieval systems to collect, classify, store, or analyze information.

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 medical records specialist. Part of my job is to maintain or operate a variety of health record indexes or storage and retrieval systems to collect, classify, store, or analyze information.

Context: We use Epic Systems and MEDITECH software.
Record: [daily log, pharmacy file, inventory]
Entries: [paste notes without patient details]

Draft clean log entries in the required format. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Facility record or log

Step 1Pick a real example: the next time you maintain or operate a variety of health record indexes or storage (today). Leave out names and identifying details.
Step 2Fill in [Record] and [Entries] with the real details, then run the prompt.
Step 3Check entries against your facility's documentation rules.

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

Importance 4.4/5 · core task · O*NET work activity: Maintain medical facility records..

Retrieve patient medical records for physicians, technicians, or other medical personnel.

Daily

AI preps the paperwork; approving and paying stay with you.

Show prompt & steps

AI can prep the paperwork, extract details from documents and make checklists. Approving, paying and verifying stay with you.

Ready-to-use prompt

I work as a medical records specialist. Part of my job is to retrieve patient medical records for physicians, technicians, or other medical personnel.

Context: We use Epic Systems and MEDITECH software.
Tasks: [registration, calls, forms]
Rules: [privacy]

Make task checklists and phone scripts. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Medical office tasks

Step 1Pick a real example: the next time you retrieve patient medical records (today). Leave out names and identifying details.
Step 2Fill in [Tasks] and [Rules] with the real details, then run the prompt.
Step 3Save the template and use it on the next one. Time both.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 4.3/5 · core task · O*NET work activity: Perform clerical work in medical settings..

Enter data, such as demographic characteristics, history and extent of disease, diagnostic procedures, or treatment into computer.

Several times a day

AI preps the paperwork; approving and paying stay with you.

Show prompt & steps

AI can prep the paperwork, extract details from documents and make checklists. Approving, paying and verifying stay with you.

Ready-to-use prompt

I work as a medical records specialist. Part of my job is to enter data, such as demographic characteristics, history and extent of disease, diagnostic procedures, or treatment into computer.

Context: We use Epic Systems and MEDITECH software.
Treatment type: [general]
Required fields: [progress, response]

Design a charting template. No patient details. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Charting template

Step 1Pick a real example: the next time you enter data.
Step 2Fill in [Treatment type] and [Required fields] with the real details, then run the prompt.
Step 3Save the template and use it on the next one. Time both.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 4.4/5 · core task · O*NET work activity: Enter patient or treatment data into computers..

Process patient admission or discharge documents.

Daily

AI preps the paperwork; approving and paying stay with you.

Show prompt & steps

AI can prep the paperwork, extract details from documents and make checklists. Approving, paying and verifying stay with you.

Ready-to-use prompt

I work as a medical records specialist. Part of my job is to process patient admission or discharge documents.

Context: We use Epic Systems and MEDITECH software.
Paperwork: [consent, case coordination]
Requirements: [policy]

Make a checklist and templates. No patient details. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Healthcare paperwork checklist

Step 1Pick a real example: the next time you process patient admission (today). Leave out names and identifying details.
Step 2Fill in [Paperwork] and [Requirements] with the real details, then run the prompt.
Step 3Save the template and use it on the next one. Time both.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 4.4/5 · core task · O*NET work activity: Process healthcare paperwork..

Identify, compile, abstract, and code patient data, using standard classification systems.

Daily

AI preps the paperwork; approving and paying stay with you.

Show prompt & steps

AI can prep the paperwork, extract details from documents and make checklists. Approving, paying and verifying stay with you.

Ready-to-use prompt

I work as a medical records specialist. Part of my job is to identify, compile, abstract, and code patient data, using standard classification systems.

Context: We use Epic Systems and MEDITECH software.
Data: [patient, survey]
System: [ICD, codebook]

Make a coding reference for common cases. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Coding guide

Step 1Pick a real example: the next time you identify, compile abstract, and code patient data, using (today). Leave out names and identifying details.
Step 2Fill in [Data] and [System] with the real details, then run the prompt.
Step 3Save the template and use it on the next one. Time both.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 4.4/5 · O*NET work activity: Code data or other information.. Also involves: Collect medical information from patients, family members, or other medical professionals..

Compile and maintain patients' medical records to document condition and treatment and to provide data for research or cost control and care improvement efforts.

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 medical records specialist. Part of my job is to compile and maintain patients' medical records to document condition and treatment and to provide data for research or cost control and care improvement efforts.

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 compile and maintain patients' medical records (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. Recompute every total yourself.

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

Double-check every number. AI can make arithmetic and rounding mistakes.

Importance 4.5/5 · O*NET work activity: Record patient medical histories..

Resolve or clarify codes or diagnoses with conflicting, missing, or unclear information by consulting with doctors or others or by participating in the coding team's regular meetings.

Daily

AI drafts clear messages and talking points.

Show prompt & steps

AI can draft updates, emails and talking points so your message is clear and complete. Relationships and real-time calls are yours.

Ready-to-use prompt

I work as a medical records specialist. Part of my job is to resolve or clarify codes or diagnoses with conflicting, missing, or unclear information by consulting with doctors or others or by participating in the coding team's regular meetings.

Context: We use Microsoft Exchange and Medical procedure coding software.
Problem: [disagreement, incident]
Who: [management]

Draft an escalation message. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

10-minute exercise: Escalate a problem

Step 1Pick a real example: the next time you resolve clarify codes or diagnoses (today).
Step 2Fill in [Problem] and [Who] with the real details, then run the prompt.
Step 3Edit it until it sounds like you, then send it yourself.

Never let AI send messages for you. Read every word, because tone mistakes cost trust.

Importance 4.5/5 · O*NET work activity: Communicate with management or other staff to resolve problems..

Assign the patient to diagnosis-related groups (DRGs), using appropriate computer software.

Daily

AI preps the paperwork; approving and paying stay with you.

Show prompt & steps

AI can prep the paperwork, extract details from documents and make checklists. Approving, paying and verifying stay with you.

Ready-to-use prompt

I work as a medical records specialist. Part of my job is to assign the patient to diagnosis-related groups (DRGs), using appropriate computer software.

Context: We use Epic Systems and MEDITECH software.
Items: [books, artifacts, media]
System: [Dewey, LC, registration scheme]

Suggest classification codes and catalogue fields for each item, with the reasoning. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Classification and cataloguing

Step 1Pick a real example: the next time you assign the patient (today). Leave out names and identifying details.
Step 2Fill in [Items] and [System] with the real details, then run the prompt.
Step 3Check every code against the official schedule or your catalogue rules.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 4.3/5 · O*NET work activity: Classify materials according to standard systems..

Transcribe medical reports.

Daily

AI preps the paperwork; approving and paying stay with you.

Show prompt & steps

AI can prep the paperwork, extract details from documents and make checklists. Approving, paying and verifying stay with you.

Ready-to-use prompt

I work as a medical records specialist. Part of my job is to transcribe medical reports.

Context: We use Epic Systems and MEDITECH software.
Tasks: [registration, calls, forms]
Rules: [privacy]

Make task checklists and phone scripts. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Medical office tasks

Step 1Pick a real example: the next time you transcribe medical reports (today).
Step 2Fill in [Tasks] and [Rules] with the real details, then run the prompt.
Step 3Save the template and use it on the next one. Time both.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 3.7/5 · O*NET work activity: Perform clerical work in medical settings..

Consult classification manuals to locate information about disease processes.

Weekly

AI explains and quizzes you; confirm against official sources.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 45% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can explain new developments and quiz you. Confirm what you learn against official sources.

Ready-to-use prompt

I work as a medical records specialist. Part of my job is to consult classification manuals to locate information about disease processes.

Context: The work draws on administrative, customer and personal service and computers and electronics.
Specialty: [describe]
Topic: [guideline, technique]

Summarize recent evidence, quiz me, and list guidelines to read. Use examples from my line of work, quiz me with 5 questions one at a time, and list trustworthy sources.

10-minute exercise: Clinical update

Step 1Pick a real example: the next time you consult classification manuals (this week).
Step 2Fill in [Specialty] and [Topic] with the real details, then run the prompt.
Step 3Check one claim against an official or professional source.

AI's knowledge has a cutoff date. For new regulations and standards, always confirm against the official source.

Importance 3.9/5 · O*NET work activity: Maintain medical or professional knowledge..

Schedule medical appointments for patients.

Daily

AI preps the paperwork; approving and paying stay with you.

Show prompt & steps

AI can prep the paperwork, extract details from documents and make checklists. Approving, paying and verifying stay with you.

Ready-to-use prompt

I work as a medical records specialist. Part of my job is to schedule medical appointments for patients.

Context: We use Epic Systems and MEDITECH software.
Procedures: [types, durations, prep]
Resources: [rooms, staff]

Design a scheduling template and prep instructions. No patient details. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Patient scheduling template

Step 1Pick a real example: the next time you schedule medical appointments (today). Leave out names and identifying details.
Step 2Fill in [Procedures] and [Resources] with the real details, then run the prompt.
Step 3Save the template and use it on the next one. Time both.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 3.7/5 · O*NET work activity: Schedule patient procedures or appointments.. Also involves: Schedule appointments..

These stay human 1

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

📏 Measured in this job (O*NET work context): Face-to-face discussions: every day · Contact with others: contact with others most of the time · Using hands on tools and objects: more than half the time · Frequency of decisions: once a week or more but not every day

Protect the security of medical records to ensure that confidentiality is maintained.

Several times a day

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 medical records specialist. Part of my job is to protect the security of medical records to ensure that confidentiality is maintained.

Context: The work draws on administrative, customer and personal service and computers and electronics.
Facility: [library, exhibit, building]
Risks: [theft, damage, unauthorized access]

Make an opening and closing security routine and a short incident report template. 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: Security routine

Step 1Pick a real example: the next time you protect the security of medical records. Leave out names and identifying details.
Step 2Fill in [Facility] and [Risks] with the real details, then run the prompt.
Step 3Use it at your next opening or closing and add anything specific to your building.

Importance 4.8/5 · core task · O*NET work activity: Maintain security..

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Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

  • Reading Comprehensionimportance 3.6/5
    Used in: Performing Administrative Activities
  • Writingimportance 3.1/5
    Used in: Performing Administrative Activities
  • Time Managementimportance 3.1/5
    Used in: Performing Administrative Activities
  • Critical Thinkingimportance 3.4/5
    Used in: Working with Computers

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

Getting into this job

O*NET has not surveyed education and training for this occupation yet.

Software in this job

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