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This page explains how the Durability Score is built — the components, the evidence behind each one, and the named sources. For who this work fits and what a career path through it looks like, see the Deep Read. For your personalized match, take the free quiz.
Where the 73 comes from.

Three components - Automation Resistance, Structural Moat, and Demand - add up to 73.

FJP Durability Score
73/100
Automation Resistance
33/40

Automation Resistance is high because roof work remains physical, weather-exposed, and site-specific, while software mostly improves measurement, estimating, claims, scheduling, documentation, and contractor workflow. That matters for training choice, field risk, automation exposure, and first-year expectations.

Sub-components
Substitution Resistance
29/30

Observed AI exposure is 0%, and modeled median job-loss risk is 0%. That fits roofing because the central tasks are physical roof work: tear-off, underlayment, flashing, shingles, membranes, seams, drains, safety setup, and weather protection.

Sources feeding this sub-component
Anthropic labor-market impacts → Reports 0.0% observed AI exposure for roofers.
Tufts American AI Jobs Risk Index → Roofers show a 27.3 exposure score, with 0% median and fast job-loss outputs.
Augmentation Leverage
4/10

AI and roofing platforms can support measuring, estimates, photos, claims, scheduling, and customer messages. Most roofers are paid for crew labor rather than owning the sales or software workflow, so much of the productivity lift flows to the contractor.

Sources feeding this sub-component
Anthropic Economic Index primitives → Shows AI usage around software, writing, search, and analysis tasks that map to estimating and documentation.
EagleView aerial roof measurement → Shows the aerial measurement layer used in roofing and insurance workflows.
JobNimbus roofing software → Shows roofing-specific CRM and project-management software used around the field work.
Structural Moat
23/35

Structural Moat comes mostly from height, weather, fall risk, safety practice, employer training, and physical stamina, with a much lighter personal-license wall than stronger licensed trades. That matters for licensing, training depth, and seat protection.

Sub-components
Physical & Environmental
10/10

Roofers work at height, outside, on pitched or flat surfaces, with heat, weather, ladders, sharp material, and heavy loads. Federal fatal-injury data reports 104 fatal injuries and a 48.7 fatal-injury rate per 100,000 full-time workers, which captures the severity better than a generic job description could.

Sources feeding this sub-component
BLS Census of Fatal Occupational Injuries 2024 chart → Roofers had 104 fatal injuries and a 48.7 fatal injury rate per 100,000 full-time workers.
Bureau of Labor Statistics Occupational Requirements Survey 2025 → Occupation-detail fields were unavailable; exact lifting and exposure values remain open.
Regulatory Moat
3/12

Fall protection, employer training, manufacturer credentials, safety rules, and contractor requirements matter. Those are serious workplace gates, but many markets do not create a strong legal license for individual roofers, so formal protection stays light.

Sources feeding this sub-component
CareerOneStop / DOL licensed occupations data → Shows state licensing requirements for roofing work.
Archbridge State Occupational Licensing Index 2025 → Compares state licensing burden and variation.
OSHA 1926 Subpart M - Fall Protection → Shows the federal construction fall-protection standard.
Robotics Resistance
8/8

Normal roofing work involves height, pitch, weather, roof-shape variation, tear-off, flashing, material movement, and fall-protection constraints. Prototypes and material movers are watch items, but current evidence does not show broad substitution of residential or commercial crews.

Sources feeding this sub-component
IFR World Robotics 2025 and papers → Roofer-specific prototype deployment counts remain an open research gap.
Credential Depth
2/5

Roofing has real on-the-job learning and safety training, but the standard entry path is not a multi-year credential ladder across the whole occupation. A worker can enter quickly, then specialize through commercial systems, repair, safety, estimating, or contractor experience.

Sources feeding this sub-component
Bureau of Labor Statistics Occupational Outlook Handbook - Roofers → Lists no formal education, moderate-term on-the-job training, and no prior experience as the typical entry profile.
O*NET Online / O*NET 30.2 → Places roofers in Job Zone 2, a shorter formal-training category.
OSHA 1926 Subpart M - Fall Protection → Shows the safety-rule layer that every serious roofing employer has to train around.
Demand
17/25

Demand comes from replacement roofs, repairs, weather damage, commercial systems, storm restoration, and ordinary building upkeep, while storms, insurance, construction, and local contractor markets add volatility. That matters for openings, geography, timing, and local search.

Sub-components
Volume
6/10

Federal projections show about 166,700 roofer jobs, 5.9% growth, and about 12,700 annual openings. Openings run about 7.6% of the workforce, which is steady for a physically demanding trade.

Sources feeding this sub-component
Bureau of Labor Statistics Employment Projections → 166.7K jobs in 2024, 176.5K in 2034, 5.9% growth, and 12.7K annual openings.
Source Quality
6/8

Demand comes from replacement roofs, repairs, weather damage, commercial roof systems, and building upkeep. That gives roofing a service floor, while construction starts, storm cycles, insurance rules, and material costs make the source less clean.

Sources feeding this sub-component
Resilience
5/7

Roofs keep aging and leaking, so the work does not disappear when software improves. Hiring levels still shift with insurance cycles, storm geography, construction starts, heat seasons, material costs, and local contractor markets.

Sources feeding this sub-component
NOAA billion-dollar weather and climate disasters → Severe weather affects repair demand and local hiring spikes.
What would move the score
Scenario 1
Roofing robotics reaches real crew displacement.

A paid deployment that replaces meaningful crew labor across normal residential or commercial roofs would cross the threshold. Operator-assisted prototypes or material movers would not be enough; the trigger is real installation at customer-site scale. The test is fewer roofers on ordinary jobs, not one controlled pilot.

Direction
Down, meaningful
Components affected
Robotics Resistance, Substitution Resistance
Scenario 2
Replacement openings fall below the current projection.

If annual openings fall materially below 12,700 across future federal releases, the demand case weakens. Roofing relies on replacement and repair volume, not a deep license moat or high wage floor. A sustained drop would weaken the occupation's main hiring cushion.

Direction
Down, modest
Components affected
Demand
Scenario 3
Fall-protection enforcement weakens.

A broad weakening of fall-protection enforcement or safety-training norms would thin the already-light legal gate. It would not erase demand, but it would make entry easier in a job where safety practice is part of the moat. That would thin one of the few formal protections in the path.

Direction
Down, modest
Components affected
Regulatory Moat, Credential Depth
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Last reviewed June 2026 · Next September 2026