Occupation baseline · Research consensus
Will AI replace Helpers--Carpenters?
Baseline AI displacement risk for Helpers--Carpenters, aggregated from 5 research sources.
What this score means
Helpers--Carpenters is among the least exposed roles in Construction & Trades. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 10 out of 100 it scores 3 points below the Construction & Trades average of 13. Across the 5 sources behind this baseline, individual estimates run from 5 to 18, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Helpers--Carpenters, most central first, showing 12 of 18.
- 01Glue and clamp edges or joints of assembled parts.
- 02Clean work areas, machines, or equipment, to maintain a clean and safe job site.
- 03Fasten timbers or lumber with glue, screws, pegs, or nails and install hardware.
- 04Perform tie spacing layout and measure, mark, drill or cut.
- 05Select tools, equipment, or materials from storage and transport items to work site.
- 06Drill holes in timbers or lumber.
- 07Cut timbers, lumber, or paneling to specified dimensions.
- 08Position and hold timbers, lumber, or paneling in place for fastening or cutting.
- 09Align, straighten, plumb, or square forms for installation.
- 10Hold plumb bobs, sighting rods, or other equipment to aid in establishing reference points and lines.
- 11Erect scaffolding, shoring, or braces.
- 12Construct forms and assist in raising them to the required elevation.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 5 research sources that scored Helpers--Carpenters for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 03Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 04GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 05AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Helpers--Carpenters?
- Published research puts Helpers--Carpenters at 10 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 5 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Helpers--Carpenters?
- Broadly, yes. Individual estimates for Helpers--Carpenters run from 5 to 18 out of 100 across the 5 sources behind this score, a fairly tight range. More recent and higher confidence studies carry more weight in the final number.
- Which construction & trades roles face similar AI exposure?
- The closest published construction & trades roles to Helpers--Carpenters by score are Brickmasons and Blockmasons (10/100), Carpenters (10/100), and Commercial Divers (10/100). Each has its own page with the research behind its number.
Also covers
Beam Builder Helper · Building Carpenter Helper · Cabinetmaker Helper · Carpenter Assistant · Carpenter Helper · Carpenter Mate · Carpenter's Helper · Construction Carpenter's Helper and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
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More construction & trades occupations
- Brickmasons and Blockmasons10/100
- Carpenters10/100
- Commercial Divers10/100
- Electrical Power-Line Installers and Repairers10/100
- Explosives Workers, Ordnance Handling Experts, and Blasters10/100
- Pile Driver Operators10/100
- Refractory Materials Repairers, Except Brickmasons10/100
- Service Unit Operators, Oil and Gas10/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.