Share and intensity of work current AI systems can materially affect.
SOC 47-2131
Insulation Workers AI displacement risk
Insulation workers fit, wrap, and blow insulation into floors, ceilings, and mechanical systems. Thermal-imaging audits identify where insulation fails, which directs the work rather than doing it — someone still crawls the attic, wraps the duct, and packs the blower hopper.
Likely potential for exposed tasks to move to software after workflow integration.
Energy codes and retrofit incentives are the demand engine: building efficiency targets require physical installation at scale. Thermal imaging makes workers more effective by showing exactly where the heat escapes.
Distribution
Where Insulation Workers sits across 620 tracked roles
Displacement pressure 12 — higher than 2% of the 620 occupations tracked on displacement.ai.
Score version
This page uses Seed model v0.4 (seed-v0.4-2026-05), last reviewed 2026-08-15. Directional occupation-level planning model using hand-reviewed public research, task exposure estimates, wage context, and transition-pathway assumptions.
10 O*NET task statements matched to SOC 47-2131. The displayed task profile combines these official task statements with the current public score model.
Median wage context: $49,120 (May 2025, US national). The latest BLS row matched SOC 47-2131.
Scores are planning signals, not forecasts. Local hiring demand, employer-specific workflows, licensing, and credentials must be validated before making career decisions.
2030 economic stress test
How Anthropic's scenarios classify Insulation Workers
SOC 47-2131 places this role in the paper's all-other occupation group. These group-level outcomes do not change the 12/100 role score and are not an occupation forecast.
+1.1% group wage
Employment rises and unemployment falls for the all-other group, but the paper does not publish a separate group rate.
Economy-wide: +1.6% GDP and 3.9% unemployment.
+5.9% group wage
Employment rises and unemployment falls for the all-other group, but the paper does not publish a separate group rate.
Economy-wide: +8.3% GDP and 4.6% unemployment.
+33.6% group wage
Employment rises and unemployment falls for the all-other group, but the paper does not publish a separate group rate.
Economy-wide: +32.4% GDP and 11.9% unemployment.
Compare the assumptions and limitations across all three scenarios. Source: The Anthropic Institute Working Paper No. 2026-02.
Official task evidence
O*NET task matches for Insulation Workers
The current evidence import matched 10 task statements from Task Statements 31.0 (August 2026). These rows are used as a grounding layer for judging which parts of the occupation are repeatable, language-heavy, analytical, social, physical, or compliance-sensitive.
Dataset31.0 (August 2026)
Matched tasks10
SOC47-2131
- Core task / ID 13545
Measure and cut insulation for covering surfaces, using tape measures, handsaws, power saws, knives, or scissors.
- Core task / ID 13547
Fit, wrap, staple, or glue insulating materials to structures or surfaces, using hand tools or wires.
- Core task / ID 13546
Cover and line structures with blown or rolled forms of materials to insulate against cold, heat, or moisture, using saws, knives, rasps, trowels, blowers, or other tools and implements.
- Core task / ID 13549
Distribute insulating materials evenly into small spaces within floors, ceilings, or walls, using blowers and hose attachments, or cement mortars.
- Core task / ID 13551
Move controls, buttons, or levers to start blowers and regulate flow of materials through nozzles.
- Core task / ID 13550
Fill blower hoppers with insulating materials.
Source: O*NET Resource Center, Task Statements. Raw import target: data/raw/onet/task-statements-31-0.txt.
Task profile
Where AI changes the work
Fit, wrap, and staple insulating materials to structures
Exposure 16, automation 6%, augmentation 30%.
O*NET evidence: Fit, wrap, staple, or glue insulating materials to structures or surfaces, using hand t... (ID 13547)
Blow insulation into small spaces within walls and ceilings
Exposure 16, automation 7%, augmentation 32%.
O*NET evidence: Distribute insulating materials evenly into small spaces within floors, ceilings, or wa... (ID 13549)
Measure and cut insulation for covering surfaces
Exposure 22, automation 9%, augmentation 36%.
O*NET evidence: Measure and cut insulation for covering surfaces, using tape measures, handsaws, power ... (ID 13545)
Cover and seal insulated surfaces
Exposure 16, automation 6%, augmentation 30%.
O*NET evidence: Cover, seal, or finish insulated surfaces or access holes with plastic covers, canvas s... (ID 13548)
TaskExposureAutomationAugmentation
Fit, wrap, and staple insulating materials to structures166%30%
Blow insulation into small spaces within walls and ceilings167%32%
Measure and cut insulation for covering surfaces229%36%
Cover and seal insulated surfaces166%30%
Transition pathways
Adjacent moves that preserve existing skills
credentialed transition
LowEnergy Auditor
Training horizon: 12-24 months. Skill overlap 58. Wage preservation signal 122.
- Earn BPI or RESNET certification
- Master blower-door testing
- Write retrofit scopes
role redesign
LowInsulation Crew Lead
Training horizon: 6-12 months. Skill overlap 66. Wage preservation signal 114.
- Lead install crews
- Own job quality checks
- Manage material logistics
Comparison guides
Compare the next move before you commit
12-24 months
Insulation Workers to Energy Auditor
Compare AI displacement pressure, wage preservation, skill overlap, training time, and first proof project for moving from Insulation Workers into Energy Auditor.
6-12 months
Insulation Workers to Insulation Crew Lead
Compare AI displacement pressure, wage preservation, skill overlap, training time, and first proof project for moving from Insulation Workers into Insulation Crew Lead.
What the AI risk score means for Insulation Workers
The displacement pressure score for Insulation Workers is 12. That score blends task exposure, automation pressure, augmentation potential, wage vulnerability, transition feasibility, and source confidence. It is designed to help workers and workforce teams decide where to act first, not to claim a specific date when a job will disappear.
For this role, the clearest risk pattern is visible at the task level. Measure and cut insulation for covering surfaces carries 9% automation pressure, while Measure and cut insulation for covering surfaces carries 36% augmentation potential. That means the best response is usually a targeted redesign of work: move away from repeatable production tasks and toward judgment, exception handling, coordination, stakeholder context, and accountable use of AI tools.
Labor-market context and wage risk
Median wage: $49,120 (May 2025, US national). Employment context: Energy-efficiency trade riding the retrofit wave. Typical education: High school plus on-the-job training or apprenticeship.
Wage vulnerability is 42, while transition feasibility is 58. A high wage-vulnerability score means workers should pay close attention to salary preservation before making a move. A high transition-feasibility score means there are adjacent paths that can reuse existing skills without requiring a complete career reset.
- Low displacement pressure
- Energy codes drive retrofit demand
- Imaging directs, hands install
Upskilling priorities
Skills that make this role more resilient
The safest upskilling plan starts with skills already close to the work. For Insulation Workers, the strongest near-term skill priorities are listed below. These are useful whether the goal is to stay in the role, move to a redesigned version of the role, or transition into an adjacent occupation.
Insulation technique
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
Blower equipment operation
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
Thermal imaging
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
Crawl-space safety
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
90-day transition plan
The most practical next step is not to wait for a layoff or a full role redesign. Use the next 90 days to create evidence that you can operate in a safer, more AI-augmented version of the work.
- In the first 30 days, document the repetitive tasks in your current work and identify where AI can reduce drafting, lookup, classification, or reporting time.
- By 60 days, complete one small project connected to Energy Auditor, such as earn bpi or resnet certification.
- By 90 days, compare internal openings and external postings for Energy Auditor or Insulation Crew Lead and update your resume around measurable workflow outcomes.
FAQ
Questions about AI and Insulation Workers
Will AI replace Insulation Workers?
Insulation workers fit, wrap, and blow insulation into floors, ceilings, and mechanical systems. Thermal-imaging audits identify where insulation fails, which directs the work rather than doing it — someone still crawls the attic, wraps the duct, and packs the blower hopper. The better planning signal is not full replacement, but which tasks become automated, which tasks become AI-assisted, and which responsibilities still need human judgment.
Which parts of Insulation Workers work are most exposed to AI?
Measure and cut insulation for covering surfaces and Blow insulation into small spaces within walls and ceilings show the strongest automation pressure in this model. Measure and cut insulation for covering surfaces and Blow insulation into small spaces within walls and ceilings are better treated as AI-augmented work.
What should Insulation Workers learn next?
Start with Insulation technique, Blower equipment operation, Thermal imaging. The most practical adjacent paths in this model are Energy Auditor and Insulation Crew Lead.
How should this score be used?
Use it as a planning signal, not a prediction. Confirm local hiring demand, wages, licensing, credentials, and employer adoption before making a career move.
Sources
Evidence trail
OECD / 11 July 2023OECD Employment Outlook 2023: Artificial Intelligence and the Labour MarketO*NET Resource Center / Database 31.0 (August 2026)Occupation, Task, Skill, and Work-Activity DataUS Bureau of Labor Statistics / May 2025 estimates (released 15 May 2026)Occupational Employment and Wage Statistics