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Helpers--Installation, Maintenance, and Repair Workers

Help installation, maintenance, and repair workers in maintenance, parts replacement, and repair of vehicles, industrial machinery, and electrical and electronic equipment. Perform duties such as furnishing tools, materials, and supplies to other workers; cleaning work area, machines, and tools; and holding materials or tools for other workers.

95,580 people do this job in the US. $39,630 a year.

now
2%

of the working time. Estimate.

Kinds of work
  • 2%
  • 0%
  • 98%
0%

Measured, from Anthropic's usage data (2025). Counts help on part of a task.

Half the desk work within reach
Already

On the chosen pace and reliability. Estimate.

Share of the working time within reach, now to 2030

0%25%50%75%100%2027202820292030NowDesk work: 2% of the time
Chosen to Ceiling: the share
DateNow
NowEnd of 2030

What each choice means: , , , , . Every pace starts from .

At this date and pace, models finish tasks up to 4.4 h long four times in five.

How far this has come

With GPT-4, measured in March 2023, 0% of this job's working time was within reach at . With Claude 3.7 Sonnet, measured in February 2025, 0%. With Claude Mythos Preview (early), measured in April 2026, 2%. Today's estimate: 2%.

0%5%10%2023202420252026GPT-4, March 2023: 0% within reachGPT-4 Turbo (Nov 2023), November 2023: 0% within reachGPT-4o, May 2024: 0% within reachClaude 3.5 Sonnet (June 2024), June 2024: 0% within reacho1-preview, September 2024: 0% within reachClaude 3.5 Sonnet (Oct 2024), October 2024: 0% within reacho1, December 2024: 0% within reachClaude 3.7 Sonnet, February 2025: 0% within reacho3, April 2025: 1% within reachGPT-5, August 2025: 1% within reachGemini 3 Pro, November 2025: 1% within reachClaude Opus 4.5, November 2025: 1% within reachGPT-5.2, December 2025: 2% within reachClaude Opus 4.6, February 2026: 2% within reachClaude Mythos Preview (early), April 2026: 2% within reachToday (estimate), September 2026: 2% within reach
Each step is a new best model measured by METR, four in five; the dashed end is today's estimate. Point at a dot for the model.

A backcast: today's task data with the best model METR had measured by each date. It shows how fast the models have moved, not what anyone forecast at the time.

The tasks

Sorted by . 16 tasks from .

TaskKind
Install or replace machinery, equipment, and new or replacement parts and instruments, using hand or power tools.Done daily by most who do it. 14%1.3 h25 min to 3.3 hStays with people
Diagnose electrical problems and install and rewire electrical components.Done several times a day by most who do it. 12%1.7 h38 min to 4.2 hStays with people
Adjust, maintain, and repair tools, equipment, and machines, and assist more skilled workers with similar tasks.Done more than weekly by most who do it. 10%1.3 h25 min to 3.3 hStays with people
Assemble and maintain physical structures, using hand or power tools.Done daily by most who do it.9%1.3 h25 min to 3.3 hStays with people
Position vehicles, machinery, equipment, physical structures, and other objects for assembly or installation, using hand tools, power tools, and moving equipment.Done daily by most who do it. 9%50 min17 min to 2.5 hStays with people
Adjust, connect, or disconnect wiring, piping, tubing, and other parts, using hand or power tools.Done daily by most who do it. 7%50 min17 min to 2.5 hStays with people
Disassemble broken or defective equipment to facilitate repair and reassemble equipment when repairs are complete.Done more than weekly by most who do it. 7%1.3 h25 min to 4.2 hStays with people
Examine and test machinery, equipment, components, and parts for defects to ensure proper functioning.Done daily by most who do it. 6%38 min13 min to 1.7 hStays with people
Clean or lubricate vehicles, machinery, equipment, instruments, tools, work areas, and other objects, using hand tools, power tools, and cleaning equipment.Done more than weekly by most who do it. 5%38 min13 min to 1.7 hStays with people
Design, weld, and fabricate parts, using blueprints or other mechanical plans.Done more than yearly by most who do it. 5%2.5 h50 min to 6.7 hStays with people
Hold or supply tools, parts, equipment, and supplies for other workers.Done more than weekly by most who do it. 4%25 min8 min to 1.3 hStays with people
Tend and observe equipment and machinery to verify efficient and safe operation.Done daily by most who do it. 3%25 min13 min to 1.3 hStays with people

Within reach, per task: the share of the task's time whose instances are short enough for a model to finish at the chosen date, pace and reliability. Half by: the date half of that time comes within reach.

Jobs that share skills with this one

From O*NET's related occupations. Within reach now and by the end of 2028, long-run pace, four in five.