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Agricultural Technicians

Work with agricultural scientists in plant, fiber, and animal research, or assist with animal breeding and nutrition. Set up or maintain laboratory equipment and collect samples from crops or animals. Prepare specimens or record data to assist scientists in biology or related life science experiments. Conduct tests and experiments to improve yield and quality of crops or to increase the resistance of plants and animals to disease or insects.

15,130 people do this job in the US. $49,630 a year.

now
3%

of the working time. Estimate.

Kinds of work
  • 9%
  • 0%
  • 91%
1%

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

Half the desk work within reach
April 2027

On the chosen pace and reliability. Estimate.

Share of the working time within reach, now to 2030

0%25%50%75%100%2027202820292030NowDesk work: 9% 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, 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: 0% within reachClaude 3.7 Sonnet, February 2025: 0% within reacho3, April 2025: 0% 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: 1% within reachClaude Opus 4.6, February 2026: 1% 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 . 26 tasks from .

TaskKind
Operate farm machinery, including tractors, plows, mowers, combines, balers, sprayers, earthmoving equipment, or trucks.Done several times a day by most who do it. 33%3.3 h50 min to 6.7 hStays with people
Perform crop production duties, such as tilling, hoeing, pruning, weeding, or harvesting crops.Done daily by most who do it. 14%3.3 h50 min to 6.7 hStays with people
Maintain or repair agricultural facilities, equipment, or tools to ensure operational readiness, safety, and cleanliness.Done daily by most who do it. 9%1.7 h25 min to 5 hStays with people
Prepare land for cultivated crops, orchards, or vineyards by plowing, discing, leveling, or contouring.Done more than monthly by most who do it. 8%3.3 h1.7 h to 1.7 work daysStays with people
Conduct studies of nitrogen or alternative fertilizer application methods, quantities, or timing to ensure satisfaction of crop needs and minimization of leaching, runoff, or denitrification.Done more than weekly by most who do it.6%2.1 work days3.3 h to 1.7 work weeksStays with people
Devise cultural methods or environmental controls for plants for which guidelines are sketchy or nonexistent.Done more than yearly by most who do it.5%1.7 work days3.3 h to 1 work week2%Half by Apr 2028
Perform tests on seeds to evaluate seed viability.Done yearly or less by most who do it.2%1.7 h25 min to 3.3 hStays with people
Prepare data summaries, reports, or analyses that include results, charts, or graphs to document research findings and results.Done more than monthly by most who do it.2%3.3 h1.7 h to 1 work day43%Half by Oct 2026
Supervise or train agricultural technicians or farm laborers.Done more than monthly by most who do it. 2%1.7 h50 min to 5 hStays with people
Supervise pest or weed control operations, including locating and identifying pests or weeds, selecting chemicals and application methods, or scheduling application.Done more than monthly by most who do it.2%2.5 h50 min to 6.7 hStays with people
Record data pertaining to experimentation, research, or animal care.Done daily by most who do it. 2%38 min13 min to 1.7 h95%Half by now
Assess comparative soil erosion from various planting or tillage systems, such as conservation tillage with mulch or ridge till systems, no-till systems, or conventional tillage systems with or without moldboard plows.Done more than yearly by most who do it.2%1.7 work days5 h to 3.1 work daysStays 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.