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Helpers--Production Workers

Help production workers by performing duties requiring less skill. Duties include supplying or holding materials or tools, and cleaning work area and equipment.

165,700 people do this job in the US. $39,070 a year.

now
3%

of the working time. Estimate.

Kinds of work
  • 3%
  • 0%
  • 97%
4%

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: 3% 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, 1%. With Claude Mythos Preview (early), measured in April 2026, 3%. Today's estimate: 3%.

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: 1% within reachClaude 3.7 Sonnet, February 2025: 1% within reacho3, April 2025: 3% within reachGPT-5, August 2025: 3% within reachGemini 3 Pro, November 2025: 3% within reachClaude Opus 4.5, November 2025: 3% within reachGPT-5.2, December 2025: 3% within reachClaude Opus 4.6, February 2026: 3% within reachClaude Mythos Preview (early), April 2026: 3% within reachToday (estimate), September 2026: 3% 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 . 34 tasks from .

TaskKind
Operate machinery used in the production process, or assist machine operators.Done daily by most who do it. 10%25 min13 min to 50 minStays with people
Pack and store materials and products.Done hourly or more by most who do it. 7%13 min4 min to 38 minStays with people
Separate products according to weight, grade, size, or composition of materials used to produce them.Done daily by most who do it. 6%13 min4 min to 38 minStays with people
Help production workers by performing duties of lesser skill, such as supplying or holding materials or tools, or cleaning work areas and equipment.Done daily by most who do it. 6%17 min8 min to 50 minStays with people
Prepare raw materials for processing.Done hourly or more by most who do it.6%17 min4 min to 50 minStays with people
Transfer finished products, raw materials, tools, or equipment between storage and work areas of plants and warehouses, by hand or using hand trucks or powered lift trucks.Done daily by most who do it. 6%13 min4 min to 38 minStays with people
Wash work areas, machines, equipment, vehicles, or products.Done daily by most who do it. 5%25 min8 min to 1.3 hStays with people
Perform minor repairs to machines, such as replacing damaged or worn parts.Done daily by most who do it.5%50 min17 min to 1.7 hStays with people
Examine products to verify conformance to quality standards.Done hourly or more by most who do it. 4%7 min2 min to 25 minStays with people
Count finished products to determine if product orders are complete.Done daily by most who do it. 4%8 min2 min to 25 minStays with people
Load and unload items from machines, conveyors, and conveyances.Done hourly or more by most who do it. 4%8 min2 min to 21 minStays with people
Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.Done hourly or more by most who do it. 3%8 min4 min to 17 minStays 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.

Where this job works

The industry groups that employ the most of it (BLS, May 2025).

Where the most of these jobs are

The metro areas with the most people in it (BLS, May 2025).