AI JOB RISK SCANNER
O*NET-SOC 29-2072.00 / model V11 rated-task engine

Will AI replace
Medical Records Specialists?

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.

Estimated AI task exposure
90%

Very High exposure

V11 weights occupation tasks using O*NET Importance, Relevance and Frequency ratings instead of treating every task equally.

16 tasks have usable Task Rating records; weighted-task coverage is 100%.

Digital/info work

80/100

Physical moat

8/100

Human moat

17/100

Rating coverage

100%

16 task statements / 16 rated

Highest-weighted occupation tasks

Protect the security of medical records to ensure that confidentiality is maintained.
Importance 95/100Relevance 100/100Frequency 86/100Weight 0.95
Review records for completeness, accuracy, and compliance with regulations.
Importance 92/100Relevance 99/100Frequency 82/100Weight 0.92
Scan patients' health records into electronic formats.
Importance 91/100Relevance 88/100Frequency 80/100Weight 0.87
Maintain or operate a variety of health record indexes or storage and retrieval systems to collect, classify, store, or analyze information.
Importance 85/100Relevance 90/100Frequency 72/100Weight 0.84
Retrieve patient medical records for physicians, technicians, or other medical personnel.
Importance 82/100Relevance 96/100Frequency 69/100Weight 0.84
Release information to persons or agencies according to regulations.
Importance 88/100Relevance 91/100Frequency 63/100Weight 0.83
Enter data, such as demographic characteristics, history and extent of disease, diagnostic procedures, or treatment into computer.
Importance 86/100Relevance 80/100Frequency 77/100Weight 0.81
Process patient admission or discharge documents.
Importance 85/100Relevance 71/100Frequency 70/100Weight 0.76
Identify, compile, abstract, and code patient data, using standard classification systems.
Importance 86/100Relevance 62/100Frequency 74/100Weight 0.74
Compile and maintain patients' medical records to document condition and treatment and to provide data for research or cost control and care improvement efforts.
Importance 86/100Relevance 64/100Frequency 70/100Weight 0.74

Task weighting

Each rated task receives a composite weight: 38% relevance, 37% importance and 25% frequency. Core tasks receive a small additional multiplier. Low-precision rows flagged by O*NET for suppression are excluded.

Occupation scoring

When rating coverage is strong, rated tasks contribute 60% of the digital, physical and human task signals and Work Activities contribute 40%. Lower-coverage occupations automatically rely more on Work Activities.

U.S. labor market

BLS Wage & Employment Outlook

Median annual wage

$51,140

BLS OEWS May 2025

National employment

194,720

BLS OEWS May 2025

Projected growth

+7.8%

BLS Employment Projections 2025–2035

Average annual openings

14

BLS Employment Projections 2025–2035

BLS labor-market figures are separate from the site's AI-exposure model. Missing values mean a compatible detailed BLS occupation estimate was not published or could not be mapped.

Career pivot radar

Safer Career Alternatives

These options are selected from the same 923-occupation model. They favor a similar task/work profile with meaningfully lower estimated AI exposure. They are suggestions for exploration, not guarantees of job fit.

SAFER ALTERNATIVE

Helpers--Extraction Workers

5%

85 points lower exposure • 54% profile similarity

Median wage: $47,730 Growth 2025–2035: +1.7% Annual openings: 1

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Mobile Heavy Equipment Mechanics, Except Engines

5%

85 points lower exposure • 54% profile similarity

Median wage: $65,510 Growth 2025–2035: +6.7% Annual openings: 15

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Electric Motor, Power Tool, and Related Repairers

5%

85 points lower exposure • 53% profile similarity

Median wage: $56,210 Growth 2025–2035: +4.4% Annual openings: 1

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Wind Turbine Service Technicians

5%

85 points lower exposure • 54% profile similarity

Median wage: $64,120 Growth 2025–2035: +29.5% Annual openings: 2

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Aircraft Mechanics and Service Technicians

8%

82 points lower exposure • 56% profile similarity

Median wage: $79,870 Growth 2025–2035: +5.4% Annual openings: 11

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Tank Car, Truck, and Ship Loaders

6%

84 points lower exposure • 55% profile similarity

Median wage: $58,870 Growth 2025–2035: +2.8% Annual openings: 1

more physical-world work, less digital task exposure

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

  • routine information gathering
  • first-pass document drafting
  • standard reporting and summarization
  • repeatable administrative workflows

AUGMENT

  • research and analysis
  • quality checking AI-generated work
  • decision preparation
  • scenario generation

PROTECT

  • domain expertise
  • exception handling
  • accountability for outcomes

LEARN

  • AI-assisted research
  • workflow automation
  • data literacy
  • prompt and workflow design
  • AI output verification

AI-PROOFING RESOURCES

What this score does not mean

The percentage is a comparative task-exposure index. It is not the probability that this occupation disappears, that a worker is laid off, or that AI can perform the entire job.

New in V11

Find a Safer Career Path

High exposure does not mean starting over. V11 compares your occupation with the other 922 O*NET occupations and surfaces lower-exposure options with similar work profiles.

EXPLORE CAREER ALTERNATIVES
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