AI JOB RISK SCANNER
O*NET-SOC 15-1211.00 / model V11 rated-task engine

Will AI replace
Computer Systems Analysts?

Analyze science, engineering, business, and other data processing problems to develop and implement solutions to complex applications problems, system administration issues, or network concerns. Perform systems management and integration functions, improve existing computer systems, and review computer system capabilities, workflow, and schedule limitations. May analyze or recommend commercially available software.

Estimated AI task exposure
80%

Very High exposure

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

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

Digital/info work

81/100

Physical moat

21/100

Human moat

31/100

Rating coverage

100%

22 task statements / 22 rated

Highest-weighted occupation tasks

Troubleshoot program and system malfunctions to restore normal functioning.
Importance 81/100Relevance 99/100Frequency 60/100Weight 0.82
Provide staff and users with assistance solving computer-related problems, such as malfunctions and program problems.
Importance 76/100Relevance 96/100Frequency 69/100Weight 0.82
Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems.
Importance 75/100Relevance 90/100Frequency 57/100Weight 0.76
Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems.
Importance 74/100Relevance 91/100Frequency 54/100Weight 0.76
Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology.
Importance 68/100Relevance 88/100Frequency 61/100Weight 0.74
Coordinate and link the computer systems within an organization to increase compatibility so that information can be shared.
Importance 70/100Relevance 76/100Frequency 46/100Weight 0.66
Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling, and information engineering.
Importance 65/100Relevance 78/100Frequency 49/100Weight 0.66
Train staff and users to work with computer systems and programs.
Importance 61/100Relevance 91/100Frequency 35/100Weight 0.66
Consult with management to ensure agreement on system principles.
Importance 64/100Relevance 86/100Frequency 32/100Weight 0.64
Expand or modify system to serve new purposes or improve work flow.
Importance 62/100Relevance 86/100Frequency 31/100Weight 0.63

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

$105,850

BLS OEWS May 2025

National employment

519,530

BLS OEWS May 2025

Projected growth

+7.9%

BLS Employment Projections 2025–2035

Average annual openings

33

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

Hydroelectric Production Managers

10%

70 points lower exposure • 62% profile similarity

Median wage: $126,060 Growth 2025–2035: +2.6% Annual openings: 17

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

Bicycle Repairers

5%

75 points lower exposure • 58% profile similarity

Median wage: $42,780 Growth 2025–2035: -5.7% Annual openings: 1

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

Butchers and Meat Cutters

5%

75 points lower exposure • 57% profile similarity

Median wage: $40,140 Growth 2025–2035: +2.4% Annual openings: 15

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

Chefs and Head Cooks

12%

68 points lower exposure • 63% profile similarity

Median wage: $62,470 Growth 2025–2035: +6.6% Annual openings: 25

stronger human/judgment moat, more physical-world work
SAFER ALTERNATIVE

Hazardous Materials Removal Workers

11%

69 points lower exposure • 64% profile similarity

Median wage: $49,450 Growth 2025–2035: +1.5% Annual openings: 4

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

Millwrights

5%

75 points lower exposure • 58% profile similarity

Median wage: $65,700 Growth 2025–2035: +0.9% Annual openings: 3

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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