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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 70 comes from.

Three components - Automation Resistance, Structural Moat, and Demand - add up to 70.

FJP Durability Score
70/100
Automation Resistance
33/40

Automation Resistance is solid because direct software replacement pressure is near zero, while useful AI help sits around inspection, simulation, documentation, procedure tracking, estimates, and robot programming. That matters for training choice, field risk, and automation exposure.

Sub-components
Substitution Resistance
29/30

Observed AI exposure is 0%, and modeled median job-loss risk is 0.8%. That matches the work: welding still requires hands, heat control, positioning, safety checks, and inspection judgment. Factory robots matter for repetitive production, but they do not erase field, repair, pipe, structural, or shipyard welds.

Sources feeding this sub-component
Anthropic labor-market impacts → Reports 0% observed AI exposure for welders.
Tufts American AI Jobs Risk Index → Welders show a 13.6 exposure score, with 0.8% median and 3.6% fast job-loss outputs.
IFR World Robotics 2025 and papers → Factory welding automation is the main robot pressure; field and custom welding are less directly covered.
Augmentation Leverage
4/10

Inspection support, weld-procedure tracking, simulation, robot programming, documentation, and quality-control tools can improve shop output. Most welders are employees using employer-owned equipment and systems, so the productivity lift usually flows more to the shop, contractor, or customer than to the individual worker.

Sources feeding this sub-component
Structural Moat
20/35

Structural Moat is strongest in physical conditions, inspection culture, procedure tests, employer qualifications, and specialty certifications, but weaker in broad legal licensing and repetitive factory-automation exposure. That matters for licensing, training depth, and seat protection.

Sub-components
Physical & Environmental
9/10

Federal physical data shows a mean lift of 56.5 pounds, standing or walking for 81.1% of the day, outdoor work for 24.1%, and hazardous-contaminant exposure for 41.6%. Heat, fumes, arc flash, burns, heavy material, awkward positions, and confined spaces all support a high physical barrier.

Sources feeding this sub-component
Bureau of Labor Statistics Occupational Requirements Survey 2025 → Mean lift 56.5 lb; standing/walking 81.1%; outdoor work 24.1%; heights 15.9%; hazardous contaminants 41.6%.
Bureau of Labor Statistics Occupational Outlook Handbook - Welders, Cutters, Solderers, and Brazers → Describes welding work settings, hazards, duties, and training.
Regulatory Moat
3/12

Procedure tests, AWS credentials, employer qualifications, OSHA rules, and industry safety requirements matter in stronger welding lanes. That is a real hiring gate for inspected work, but it is not the same as a broad state license that legally controls entry to the occupation.

Sources feeding this sub-component
CareerOneStop / DOL licensed occupations data → Shows limited state licensing for welders.
American Welding Society certifications → Shows the industry certification layer used to prove welding skill and inspection credentials.
OSHA welding, cutting, and brazing standards → Shows the federal safety standards around welding, cutting, and brazing work.
Robotics Resistance
6/8

Field welding changes by site, position, access, metal, fit-up, and inspection standard, which keeps broad robotic replacement hard. Repetitive factory welding is different: it is already a commercial automation category, so the occupation carries a visible robotics watch item even while field work remains resistant.

Sources feeding this sub-component
IFR World Robotics 2025 and papers → Occupation-specific arc-welding robot unit counts remain an open research gap.
Credential Depth
2/5

The typical entry path is high school plus moderate on-the-job training, with technical programs and welding tests layered on by market. Specialty credentials matter a lot in stronger lanes, but the occupation does not have one standard registered apprenticeship or multi-year credential ladder everywhere.

Sources feeding this sub-component
Bureau of Labor Statistics Occupational Outlook Handbook - Welders, Cutters, Solderers, and Brazers → Lists high school or equivalent, moderate-term on-the-job training, and no prior experience as the typical entry profile.
O*NET Online / O*NET 30.2 → Places welders in Job Zone 2, a shorter formal-training category.
American Welding Society certifications → Shows the credential layer that becomes more important in higher-skill welding lanes.
Demand
17/25

Demand is large and replacement-heavy: openings are solid, growth is modest, and manufacturing, fabrication, construction, energy, shipbuilding, and infrastructure cycles keep the hiring case below stronger trades. That matters for openings, geography, timing, and local search.

Sub-components
Volume
6/10

Federal projections show about 457,300 jobs, 2.2% growth, and about 45,600 annual openings. Openings run about 10% of the workforce, which is a solid replacement pipeline even though net growth is modest.

Sources feeding this sub-component
Bureau of Labor Statistics Employment Projections → 457.3K jobs in 2024, 467.2K in 2034, 2.2% growth, and 45.6K annual openings.
Source Quality
6/8

Hiring is supported by fabrication, repair, construction, energy, infrastructure, shipbuilding, inspected welds, and replacement demand. That is a broad base, but it is not one clean expansion story; several customer industries can cool at once.

Sources feeding this sub-component
Resilience
5/7

Skilled welds remain physical and quality-critical, especially in field, pipe, structural, repair, and inspected work. The weaker side is cyclicality: factory orders, commodity cycles, energy projects, automation spending, and manufacturing slowdowns can move hiring quickly.

Sources feeding this sub-component
American Welding Society workforce resources → Specialty certifications and inspected work affect welder demand quality.
What would move the score
Scenario 1
Field-welding robotics crosses the line.

A paid deployment that performs field welding across changing sites, positions, and materials would cross the threshold. More factory robotic welding would not be enough; repetitive production automation already creates risk in factory welding. It would need to reduce specialty field hours, not just factory production work.

Direction
Down, meaningful
Components affected
Robotics Resistance, Substitution Resistance
Scenario 2
Replacement demand fails to show in openings.

If annual openings fall materially below the current 45,600 estimate across multiple federal releases, the demand case weakens. Welding relies more on replacement hiring than on net expansion, so a sustained drop in openings would matter. That would remove the main cushion in a low-growth occupation.

Direction
Down, modest
Components affected
Demand
Scenario 3
Manufacturing or energy work contracts broadly.

A multi-quarter downturn across fabrication, manufacturing, construction, shipbuilding, and energy projects would cross the watch line. One slow shop is not enough; the trigger is weakness across several customer bases at once. That would hit several welding customer bases at the same time.

Direction
Down, modest
Components affected
Demand
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Last reviewed June 2026 · Next September 2026