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Rolling Machine Setters, Operators, and Tenders, Metal and Plastic

Set up, operate, or tend machines to roll steel or plastic forming bends, beads, knurls, rolls, or plate, or to flatten, temper, or reduce gauge of material.

25,250 people do this job in the US. $50,140 a year.

now
14%

of the working time. Estimate.

Kinds of work
  • 14%
  • 0%
  • 86%
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: 14% 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, 2%. With Claude Mythos Preview (early), measured in April 2026, 14%. Today's estimate: 14%.

0%5%10%15%20%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: 2% within reacho3, April 2025: 6% within reachGPT-5, August 2025: 8% within reachGemini 3 Pro, November 2025: 10% within reachClaude Opus 4.5, November 2025: 10% within reachGPT-5.2, December 2025: 11% within reachClaude Opus 4.6, February 2026: 11% within reachClaude Mythos Preview (early), April 2026: 14% within reachToday (estimate), September 2026: 14% 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 . 19 tasks from .

TaskKind
Adjust and correct machine set-ups to reduce thicknesses, reshape products, and eliminate product defects.Done hourly or more by most who do it. 12%38 min13 min to 1.3 hStays with people
Install equipment such as guides, guards, gears, cooling equipment, and rolls, using hand tools.Done daily by most who do it. 10%1.3 h25 min to 3.3 hStays with people
Position, align, and secure arbors, spindles, coils, mandrels, dies, and slitting knives.Done daily by most who do it. 9%50 min17 min to 2.1 hStays with people
Disassemble sizing mills removed from rolling lines, and sort and store parts.Done hourly or more by most who do it.9%1.3 h38 min to 2.5 hStays with people
Monitor machine cycles and mill operation to detect jamming and to ensure that products conform to specifications.Done hourly or more by most who do it. 8%25 min13 min to 50 minStays with people
Examine, inspect, and measure raw materials and finished products to verify conformance to specifications.Done hourly or more by most who do it. 7%25 min8 min to 50 minStays with people
Direct and train other workers to change rolls, operate mill equipment, remove coils and cobbles, and band and load material.Done daily by most who do it. 6%50 min25 min to 2.5 hStays with people
Set distance points between rolls, guides, meters, and stops, according to specifications.Done hourly or more by most who do it. 6%29 min13 min to 1.3 hStays with people
Calculate draft space and roll speed for each mill stand to plan rolling sequences and specified dimensions and tempers.Done daily by most who do it. 5%33 min13 min to 1.3 h99%Half by now
Read rolling orders, blueprints, and mill schedules to determine setup specifications, work sequences, product dimensions, and installation procedures.Done hourly or more by most who do it. 4%17 min8 min to 38 min100%Half by now
Start operation of rolling and milling machines to flatten, temper, form, and reduce sheet metal sections and to produce steel strips.Done hourly or more by most who do it. 4%17 min8 min to 33 minStays with people
Thread or feed sheets or rods through rolling mechanisms, or start and control mechanisms that automatically feed steel into rollers.Done hourly or more by most who do it.3%17 min4 min to 42 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.