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Conservation Scientists

Manage, improve, and protect natural resources to maximize their use without damaging the environment. May conduct soil surveys and develop plans to eliminate soil erosion or to protect rangelands. May instruct farmers, agricultural production managers, or ranchers in best ways to use crop rotation, contour plowing, or terracing to conserve soil and water; in the number and kind of livestock and forage plants best suited to particular ranges; and in range and farm improvements, such as fencing and reservoirs for stock watering.

25,950 people do this job in the US. $73,010 a year.

now
19%

of the working time. Estimate.

Kinds of work
  • 70%
  • 3%
  • 27%
0%

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

Half the desk work within reach
March 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: 70% 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, 11%. Today's estimate: 19%.

0%10%20%30%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: 0% 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: 11% within reachToday (estimate), September 2026: 19% 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 . 30 tasks from .

TaskKind
Apply principles of specialized fields of science, such as agronomy, soil science, forestry, or agriculture, to achieve conservation objectives.Done daily by most who do it. 16%3.3 h1.7 h to 1.3 work days38%Half by Nov 2026
Develop or conduct environmental studies, such as plant material field trials or wildlife habitat impact studies.Done more than yearly by most who do it. 12%2.1 work weeks4.2 work days to 1.2 work monthsStays with people
Plan soil management or conservation practices, such as crop rotation, reforestation, permanent vegetation, contour plowing, or terracing, to maintain soil or conserve water.Done more than weekly by most who do it. 10%6.7 h2.5 h to 2.5 work days9%Half by Jul 2027
Implement soil or water management techniques, such as nutrient management, erosion control, buffers, or filter strips, in accordance with conservation plans.Done more than yearly by most who do it. 8%6.7 h1.7 h to 1.7 work daysStays with people
Manage field offices or involve staff in cooperative ventures.Done more than monthly by most who do it. 6%5 h1.7 h to 1.7 work days17%Half by Apr 2027
Compile or interpret biodata to determine extent or type of wetlands or to aid in program formulation.Done more than monthly by most who do it. 4%6.7 h1.7 h to 2.5 work days8%Half by Sep 2027
Coordinate or implement technical, financial, or administrative assistance programs for local government units to ensure efficient program implementation or timely responses to requests for assistance.Done more than yearly by most who do it. 4%5 h1.7 h to 2.1 work days15%Half by Jun 2027
Compute design specifications for implementation of conservation practices, using survey or field information, technical guides or engineering manuals.Done more than monthly by most who do it. 4%4.2 h1.7 h to 1.3 work days27%Half by Jan 2027
Develop water conservation or harvest plans, using weather information systems, irrigation information management systems, or other sources of daily evapotranspiration (ET) data.Done more than yearly by most who do it.3%2.1 work days6.7 h to 1.3 work weeks1%Half by Mar 2028
Develop, conduct, or participate in surveys, studies, or investigations of various land uses to inform corrective action plans.Done more than monthly by most who do it. 3%1.7 work days3.3 h to 1 work weekStays with people
Analyze results of investigations to determine measures needed to maintain or restore proper soil management.Done more than yearly by most who do it. 3%4.2 h1.7 h to 1.3 work days27%Half by Jan 2027
Advise land users, such as farmers or ranchers, on plans, problems, or alternative conservation solutions.Done more than weekly by most who do it. 3%1.7 h50 min to 5 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.

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).