Construction Laborer vs Sales Representative: which is more exposed to AI?
46 points apart. These are not comparable risk profiles.
Sales Representative sits at 61% time-weighted AI exposure against 15% for Construction Laborer, a 46-point gap driven by the 36% of sales representative work time that current models can already substitute outright. Construction Laborer holds a larger human-critical core — 92% of the role's time sits in work like "use hand and power tools" that models score poorly on. The two sit in different families — Trades & Construction and Business — so any move between them is a career change, not a lateral step.
Seven dimensions, side by side.
What actually creates the gap.
Sales Representatives spend 36% of their time-weighted week on tasks a current model can produce end-to-end, against 0% for Construction Laborers. The single largest contributor is "draft prospecting emails and sequences", graded at 91% and worth 14% of the role's time. That one task accounts for more of the gap than any difference in seniority, tooling, or industry.
- Use hand and power tools4% · 24% time
- Move materials and prepare work areas6% · 28% time
- Assist skilled trades on-site8% · 18% time
- Draft prospecting emails and sequences91% · 14% time
- Log CRM notes and update pipeline86% · 10% time
- Research accounts and prospects82% · 12% time
- Build customer relationships10% · 10% time
- Close complex deals14% · 4% time
- Handle objections and negotiate16% · 12% time
Both roles lean on procedural, judgement — that is the part of your experience that travels intact. The real divide is manual: Construction Laborers score 98 there against 8 for Sales Representatives, a 90-point spread. That is the gap you would actually have to close.
| DIMENSION | CONSTRUCTION LABORER | SALES REPRESENTATIVE |
|---|---|---|
| Manual | 98 | 8 |
| Social | 48 | 92 |
| Creative | 18 | 54 |
Neither role lists the other as a mapped adjacent career, and the capability profiles sit 45 points apart on average. Treat a move between them as a genuine career change with a retraining cost, not as a hedge against AI exposure.
Score your own exposure in 8 questions →Common questions.
Is Construction Laborer or Sales Representative more at risk from AI?
Sales Representative. It scores 61% time-weighted AI exposure against 15% for Construction Laborer — a 46-point gap. 36% of sales representative work time is already fully substitutable by current models, versus 0% for Construction Laborers.
Which pays more, Construction Laborer or Sales Representative?
Sales Representative, by roughly $22k at the median ($68k versus $46k). Note that the higher-paying role here is also the more AI-exposed one, which matters if you are weighing pay against durability.
Can a construction laborer switch to being a sales representative?
Neither role lists the other as a mapped adjacent career, and the capability profiles sit 45 points apart on average. Treat a move between them as a genuine career change with a retraining cost, not as a hedge against AI exposure.
Which role is growing faster, Construction Laborer or Sales Representative?
Construction Laborer, at 4% projected ten-year growth versus 2% — a 2-point difference. Growth and AI exposure are separate signals: a role can grow in headcount while the content of the work is substantially rewritten.