Somewhat Resilient

Last Update: 11/4/2026

AI Resilience Score for Helpers--Carpenters:

45.5%

Median Score

Meaningful human contribution

High

Long-term employer demand

Low

Sustained economic opportunity

Low

Our confidence in this score:
Medium

Methodology and Scoring Rationale

To score how resilient carpenter helper work is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from six AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, OpenAI Signals, and Google ATLAS. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For carpenter helpers, six of nine sources had data. On AI exposure, AI Resilience Model, Microsoft, and Google ATLAS agreed the hands-on physical work stays human, while Will Robots Take My Job saw more risk. That split keeps confidence at medium. Weaker hiring and pay outlooks pulled the score down, landing the role at "Somewhat Resilient."

AI Resilience Report forHelpers--Carpenters

$43,780 median salary•2,000 annual openings•SOC Code: 47-3012.00

Helpers--Carpenters are somewhat less resilient to AI impacts than most occupations, according to our analysis of 5 sources.

Helpers to carpenters land in the "Somewhat Resilient" category because the physical, unpredictable nature of jobsite work (hauling materials, holding pieces in place, adapting to muddy or uneven conditions) is still very hard for machines to handle reliably. AI is making real inroads in construction, but mostly in the office side of things like estimating, invoicing, and scheduling, not in the hands-on helper tasks you would actually be doing every day.

Learn more about how you can thrive in this position

This role is somewhat resilient

Helpers to carpenters land in the "Somewhat Resilient" category because the physical, unpredictable nature of jobsite work (hauling materials, holding pieces in place, adapting to muddy or uneven conditions) is still very hard for machines to handle reliably. AI is making real inroads in construction, but mostly in the office side of things like estimating, invoicing, and scheduling, not in the hands-on helper tasks you would actually be doing every day.

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Analysis of current AI resilience

Helpers--Carpenters

Updated quarterly

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Latest AI news for Helpers--Carpenters

These articles highlight the evolving role of AI in the construction industry, particularly for helpers and carpenters. For instance, Nvidia's CEO emphasizes that AI could generate high-paying jobs for trades like electricians and plumbers, suggesting a demand for skilled labor. Additionally, AI tools are designed to enhance productivity, allowing carpenters to work more efficiently rather than replace them. This points to a future where embracing AI can lead to resilience and growth in carpentry careers, making it essential for students to adapt to these technological advancements.

More Career Info

Career: Helpers--Carpenters

They assist carpenters by carrying materials, cleaning up worksites, and holding tools to help build and repair structures like houses and furniture.

Alternate Titles

Carpenter Apprentice · Carpenter Assistant · Carpenter Helper

Employment & Wage Data

Median Wage

$43,780

Jobs (2025)

21,900

Growth (2025-35)

-1.7%

Annual Openings

2,000

Education

No formal educational credential

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

96% ResilienceCore Task

Position and hold timbers, lumber, or paneling in place for fastening or cutting.

2

95% ResilienceCore Task

Erect scaffolding, shoring, or braces.

3

95% ResilienceCore Task

Install handrails under the direction of a carpenter.

4

95% ResilienceSupplemental

Secure stakes to grids for constructions of footings, nail scabs to footing forms, and vibrate and float concrete.

5

95% ResilienceSupplemental

Construct forms and assist in raising them to the required elevation.

6

94% ResilienceCore Task

Fasten timbers or lumber with glue, screws, pegs, or nails and install hardware.

7

93% ResilienceCore Task

Align, straighten, plumb, or square forms for installation.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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