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First-Line Supervisors of Production and Operating Workers

Directly supervise and coordinate the activities of production and operating workers, such as inspectors, precision workers, machine setters and operators, assemblers, fabricators, and plant and system operators. Excludes team or work leaders.

673,430 people do this job in the US. $74,450 a year.

now
35%

of the working time. Estimate.

Kinds of work
  • 62%
  • 7%
  • 30%
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: 62% 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, 29%. Today's estimate: 35%.

0%10%20%30%40%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: 4% within reachGPT-5, August 2025: 6% within reachGemini 3 Pro, November 2025: 10% within reachClaude Opus 4.5, November 2025: 10% within reachGPT-5.2, December 2025: 13% within reachClaude Opus 4.6, February 2026: 14% within reachClaude Mythos Preview (early), April 2026: 29% within reachToday (estimate), September 2026: 35% 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 . 20 tasks from .

TaskKind
Plan and develop new products and production processes.Done more than yearly by most who do it. 15%1 work day3.3 h to 4.2 work days5%Half by Oct 2027
Plan and establish work schedules, assignments, and production sequences to meet production goals.Done daily by most who do it. 11%1.7 h25 min to 4.2 h57%Half by now
Read and analyze charts, work orders, production schedules, and other records and reports to determine production requirements and to evaluate current production estimates and outputs.Done daily by most who do it. 8%42 min17 min to 1.7 h98%Half by now
Direct and coordinate the activities of employees engaged in the production or processing of goods, such as inspectors, machine setters, or fabricators.Done daily by most who do it. 7%50 min25 min to 3.3 hStays with people
Observe work and monitor gauges, dials, and other indicators to ensure that operators conform to production or processing standards.Done daily by most who do it. 6%50 min13 min to 3.3 hStays with people
Enforce safety and sanitation regulations.Done daily by most who do it. 6%38 min13 min to 1.7 hStays with people
Determine standards, budgets, production goals, and rates, based on company policies, equipment and labor availability, and workloads.Done daily by most who do it. 6%3.3 h50 min to 6.7 h32%Half by Jan 2027
Inspect materials, products, or equipment to detect defects or malfunctions.Done daily by most who do it. 5%38 min13 min to 2.5 hStays with people
Recommend or implement measures to motivate employees and to improve production methods, equipment performance, product quality, or efficiency.Done daily by most who do it. 5%1.7 h25 min to 5 h51%Half by now
Calculate labor and equipment requirements and production specifications, using standard formulas.Done daily by most who do it. 5%1.3 h25 min to 3.3 h77%Half by now
Confer with management or subordinates to resolve worker problems, complaints, or grievances.Done daily by most who do it. 4%50 min17 min to 2.1 hStays with people
Confer with other supervisors to coordinate operations and activities within or between departments.Done daily by most who do it. 3%38 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.