AI JOB RISK SCANNER
O*NET-SOC 49-9095.00 / model V11 rated-task engine

Will AI replace
Manufactured Building and Mobile Home Installers?

Move or install mobile homes or prefabricated buildings.

Estimated AI task exposure
5%

Low exposure

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

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

Digital/info work

21/100

Physical moat

90/100

Human moat

26/100

Rating coverage

100%

14 task statements / 14 rated

Highest-weighted occupation tasks

Move and set up mobile homes or prefabricated buildings on owners' lots or at mobile home parks.
Importance 88/100Relevance 94/100Frequency 50/100Weight 0.81
Seal open sides of modular units to prepare them for shipment, using polyethylene sheets, nails, and hammers.
Importance 81/100Relevance 84/100Frequency 41/100Weight 0.72
Connect water hoses to inlet pipes of plumbing systems, and test operation of plumbing fixtures.
Importance 70/100Relevance 82/100Frequency 41/100Weight 0.67
Repair leaks in plumbing or gas lines, using caulking compounds and plastic or copper pipe.
Importance 70/100Relevance 83/100Frequency 32/100Weight 0.66
Inspect, examine, and test the operation of parts or systems to evaluate operating condition and to determine if repairs are needed.
Importance 61/100Relevance 81/100Frequency 43/100Weight 0.64
List parts needed, estimate costs, and plan work procedures, using parts lists, technical manuals, and diagrams.
Importance 65/100Relevance 69/100Frequency 38/100Weight 0.60
Remove damaged exterior panels, repair and replace structural frame members, and seal leaks, using hand tools.
Importance 57/100Relevance 80/100Frequency 24/100Weight 0.57
Install, repair, and replace units, fixtures, appliances, and other items and systems in mobile and modular homes, prefabricated buildings, or travel trailers, using hand tools or power tools.
Importance 64/100Relevance 69/100Frequency 28/100Weight 0.57
Open and close doors, windows, and drawers to test their operation, trimming edges to fit, using jackplanes or drawknives.
Importance 57/100Relevance 69/100Frequency 38/100Weight 0.57
Locate and repair frayed wiring, broken connections, or incorrect wiring, using ohmmeters, soldering irons, tape, and hand tools.
Importance 62/100Relevance 57/100Frequency 35/100Weight 0.53

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

$45,990

BLS OEWS May 2025

National employment

3,020

BLS OEWS May 2025

Projected growth

+5.8%

BLS Employment Projections 2025–2035

Average annual openings

0

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

Pile Driver Operators

5%

similar low-exposure profile • 94% profile similarity

Median wage: $73,300 Growth 2025–2035: -5.7% Annual openings: 0

stronger human/judgment moat
SAFER ALTERNATIVE

Sheet Metal Workers

5%

similar low-exposure profile • 95% profile similarity

Median wage: $61,800 Growth 2025–2035: +2.5% Annual openings: 10

stronger human/judgment moat
SAFER ALTERNATIVE

Motorcycle Mechanics

5%

similar low-exposure profile • 96% profile similarity

Median wage: $48,580 Growth 2025–2035: +2.1% Annual openings: 1

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Mechanical Door Repairers

5%

similar low-exposure profile • 96% profile similarity

Median wage: $55,720 Growth 2025–2035: +6.4% Annual openings: 2

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Maintenance Workers, Machinery

5%

similar low-exposure profile • 96% profile similarity

Median wage: $60,850 Growth 2025–2035: -1.9% Annual openings: 4

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Helpers--Electricians

5%

similar low-exposure profile • 96% profile similarity

Median wage: $42,670 Growth 2025–2035: +0.6% Annual openings: 6

similar work profile with lower modeled exposure

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

    AUGMENT

    • administrative support tasks
    • planning and documentation

    PROTECT

    • physical-world execution
    • on-site troubleshooting
    • dexterity and equipment interaction

    LEARN

    • AI-assisted diagnostics
    • digital documentation
    • basic AI literacy

    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
    I am your guide.
    Knowledge is your strongest upgrade.