The Human Resilience Score Methodology
A transparent comparative framework for considering how selected roles depend on physical presence, dexterity, judgment, accountability, and changing market conditions. We use eight editorial dimensions; the score is a decision aid, not a job-security or income guarantee.
Comparative signals across selected roles
Internal comparison signal — not a forecast, job-security rating, income prediction, or provider recommendation.
This comparison includes all published physical-trade guides alongside three screen-based reference roles. Scores are internal editorial comparison signals based on the dimensions below. They are not empirical forecasts, rankings, or claims that any role is protected from automation.
EPA federal mandate, extreme-temperature access, diagnostic detective work
NEC compliance, physical conduit, arc-flash safety, on-site testing
Sanitation codes, buried infrastructure, non-standard mechanical spaces
Equipment alignment, plant-floor troubleshooting, complex machinery
Distributed grid infrastructure, height, weather, safety accountability
Varied machines, field repair, mechanical and electronic diagnostics
Hands-on inspection, precision troubleshooting, safety documentation
Welder involves the physical tasks described in the linked O*NET occupation record. Factor ratings are editorial comparisons, not measured probabilities or protection from automation. Local credential requirements are not established by this score.
Carpenter involves the physical tasks described in the linked O*NET occupation record. Factor ratings are editorial comparisons, not measured probabilities or protection from automation. Local credential requirements are not established by this score.
Solar Installer involves the physical tasks described in the linked O*NET occupation record. Factor ratings are editorial comparisons, not measured probabilities or protection from automation. Local credential requirements are not established by this score.
Wind Turbine Technician involves the physical tasks described in the linked O*NET occupation record. Factor ratings are editorial comparisons, not measured probabilities or protection from automation. Local credential requirements are not established by this score.
Diesel Mechanic involves the physical tasks described in the linked O*NET occupation record. Factor ratings are editorial comparisons, not measured probabilities or protection from automation. Local credential requirements are not established by this score.
CNC Machinist involves the physical tasks described in the linked O*NET occupation record. Factor ratings are editorial comparisons, not measured probabilities or protection from automation. Local credential requirements are not established by this score.
Elevator Mechanic involves the physical tasks described in the linked O*NET occupation record. Factor ratings are editorial comparisons, not measured probabilities or protection from automation. Local credential requirements are not established by this score.
Automated quantitative modeling, predictive algorithms, synthesized reports
Generative image models, prompt-driven UI synthesis, remote offshore pressure
Direct algorithmic substitution, automated content generation
The 8 Analytical Dimensions
These weights are an internal editorial framework for side-by-side comparison. They are not calibrated against BLS or O*NET, and the score should not be read as an empirical labor-market estimate. The plain labels use editorial bands: Higher is 80–100, Medium is 50–79, and Lower is below 50. These bands describe our view of task demands, not a measured chance of AI replacement.
Unstructured Physical Work
Work in unstandardized, shifting real-world environments where human physical adaptation and judgment still matter. Automation exposure can change over time; this dimension is not a job-security guarantee.
Manual Dexterity & Non-Routine Manipulation
Fine motor tasks requiring dynamic tactile feedback: brazing copper line sets in tight corners, pulling wire through blind conduit turns, threading corroded iron pipe fittings.
Situational Diagnosis & Causal Judgment
Troubleshooting complex, interlocking thermodynamic, electrical, and hydraulic failures with incomplete, noisy real-world data.
Typical Local Physical Presence
Many core tasks require a technician to be physically present with tools, materials, and site-specific context. Remote tools and automation may still change how work is done.
Regulatory & Accountability Moat
Licensing, personal liability, life-safety codes, and permit inspections can shape who may perform work. Requirements and enforcement vary by jurisdiction.
Replacement & Aging Infrastructure Demand
Building age, weather, energy systems, and replacement cycles can affect demand. National and local conditions change, so this dimension should be checked against current sources.
Customer & Environment Variability
Communicating directly with panicked homeowners during emergencies, assessing bespoke residential layouts, and making customer-facing pricing calls.
Entrepreneurship & Independent Agency
Potential for independent work is considered as a separate business pathway. Licensing, insurance, capital, pricing, customer acquisition, and local demand determine whether it is feasible.
The Human Resilience Score is a comparative analytical model developed by The Human Trades to evaluate task vulnerability across technical occupations. It is not an absolute financial guarantee. Trade careers are subject to local construction cycles, regional economic downturns, changes in municipal building codes, and individual physical health. Prospective switchers should evaluate personal ergonomic capability and financial obligations before transitioning.