AITakeover Tracker
16%low risk

Manufactured Building and Mobile Home Installers

Move or install mobile homes or prefabricated buildings.

Higher risk than 2% of occupations

AI Impact Summary

Manufactured Building and Mobile Home Installers faces low AI displacement risk with a score of 16/100. This occupation has higher AI displacement risk than 2% of all analyzed occupations. Of 14 analyzed tasks, 1 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Skill Impact Analysis

AI-Vulnerable Skills (6)

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Manual Dexterity80%

Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Service Orientation82%

Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

Negotiation is AI-resistant — strengthening this skill provides durable career protection.

AI-Augmented Skills (7)

Critical ThinkingMonitoringJudgment and Decision MakingActive LearningSystems AnalysisWritingTechnology Design

Recommended Courses

Courses matched to Manufactured Building and Mobile Home Installers skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-7pt risk+$2K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Courserabeginner

Google UX Design Professional Certificate

by Google

~5 months$49/mo4.8Certificate
Enhances AI augmentation: Critical Thinking

Estimated Impact

-5.2pt risk+$2K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-4pt risk+$3K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School59%
High School Diploma40%
Some College1%

Prior Experience Needed

Work experience required to enter this job

None19%
6 months - 1 year59%
1-2 years21%
4-6 years1%

Training Provided After Hiring

How long it typically takes to learn on the job

None38%
Up to 1 month36%
1-3 months21%
3-6 months4%
6 months - 1 year1%

How AI Impacts Each Task

14 tasks analyzed

Seal open sides of modular units to prepare them for shipment, using polyethylene sheets, nails, and hammers.

Risk: 41.0%AI: 20EstimatedTime: 10%

Move and set up mobile homes or prefabricated buildings on owners' lots or at mobile home parks.

Risk: 11.0%AI: 5EstimatedTime: 20%

Inspect, examine, and test the operation of parts or systems to evaluate operating condition and to determine if repairs are needed.

Risk: 39.0%AI: 30EstimatedTime: 8%

Connect water hoses to inlet pipes of plumbing systems, and test operation of plumbing fixtures.

Risk: 39.0%AI: 15EstimatedTime: 5%

Remove damaged exterior panels, repair and replace structural frame members, and seal leaks, using hand tools.

Risk: 11.0%AI: 5EstimatedTime: 10%

List parts needed, estimate costs, and plan work procedures, using parts lists, technical manuals, and diagrams.

Risk: 86.0%AI: 92EstimatedTime: 5%

Confer with customers or read work orders to determine the nature and extent of damage to units.

Risk: 31.0%AI: 40EstimatedTime: 5%

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.

Risk: 11.0%AI: 5EstimatedTime: 12%

Reset hardware, using chisels, mallets, and screwdrivers.

Risk: 37.0%AI: 10EstimatedTime: 5%

Connect electrical systems to outside power sources and activate switches to test the operation of appliances and light fixtures.

Risk: 37.0%AI: 10EstimatedTime: 4%

Repair leaks in plumbing or gas lines, using caulking compounds and plastic or copper pipe.

Risk: 11.0%AI: 5EstimatedTime: 5%

Locate and repair frayed wiring, broken connections, or incorrect wiring, using ohmmeters, soldering irons, tape, and hand tools.

Risk: 11.0%AI: 5EstimatedTime: 5%

Open and close doors, windows, and drawers to test their operation, trimming edges to fit, using jackplanes or drawknives.

Risk: 11.0%AI: 5EstimatedTime: 4%

Refinish wood surfaces on cabinets, doors, moldings, and floors, using power sanders, putty, spray equipment, brushes, paints, or varnishes.

Risk: 17.0%AI: 20EstimatedTime: 2%

Protective Factors

Total protective discount: 35.9%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityAttention to DetailInnovationConcern for OthersCooperationIntegrityAdaptability/FlexibilitySelf ControlLeadershipStress ToleranceInitiativeAnalytical Thinking

Wage & Employment (2024)

Median Wage

$41,080

per year

Mean Wage

$42,620

per year

Employment

3K

workers

Wage Range

$30,280 - $57,190

10th - 90th pct

Wage Distribution

$30,280Median: $41,080$57,190
Career Planning

Explore other career paths

Compare displacement risk across occupations and find careers with stronger long-term prospects.

Alternate Career Paths

See all transitions

Structural Iron and Steel Workers

14%
Low Risk

Median salary: $62,700

Higher risk than 1% of other occupations

Boilermakers

16%
Low Risk

Median salary: $73,340

Higher risk than 2% of other occupations

Explosives Workers, Ordnance Handling Experts, and Blasters

21%
Low Risk

Higher risk than 10% of other occupations

Electrical Power-Line Installers and Repairers

22%
Low Risk

Median salary: $92,560

Higher risk than 11% of other occupations

Hazardous Materials Removal Workers

22%
Low Risk

Median salary: $48,490

Higher risk than 11% of other occupations

Commercial Divers

22%
Low Risk

Median salary: $61,130

Higher risk than 12% of other occupations

Rough Carpenters

23%
Low Risk

Median salary: $59,310

Higher risk than 15% of other occupations

Sheet Metal Workers

24%
Low Risk

Median salary: $60,850

Higher risk than 17% of other occupations

First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers

25%
Medium Risk

Median salary: $56,170

Higher risk than 20% of other occupations

First-Line Supervisors of Construction Trades and Extraction Workers

26%
Medium Risk

Median salary: $78,690

Higher risk than 21% of other occupations

Sales Managers

25%
Medium Risk

Higher risk than 20% of other occupations

Chief Executives

26%
Medium Risk

Higher risk than 23% of other occupations

General and Operations Managers

28%
Medium Risk

Higher risk than 29% of other occupations

Marketing Managers

30%
Medium Risk

Higher risk than 38% of other occupations

Advertising and Promotions Managers

31%
Medium Risk

Higher risk than 43% of other occupations

Computer and Information Systems Managers

31%
Medium Risk

Higher risk than 45% of other occupations

Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. Manufactured Building and Mobile Home Installers professionals should diversify beyond them.

  • Mathematics

    High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Information Ordering

    High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Reading Comprehension

    High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Memorization

    Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Mathematics

    Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Adaptability/Flexibility

    Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

  • Leadership

    Leadership is AI-resistant — strengthening this skill provides durable career protection.

  • Manual Dexterity

    Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

  • Coordination

    Coordination is AI-resistant — strengthening this skill provides durable career protection.

  • Complex Problem Solving

    Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Monitoring

    Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Active Learning

    Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Systems Analysis

    Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Score History

Risk score over 2 scoring runs

+0.6

overall change

Checking for existing plan...