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Environmental Restoration Planners

Collaborate with field and biology staff to oversee the implementation of restoration projects and to develop new products. Process and synthesize complex scientific data into practical strategies for restoration, monitoring or management.

$82,220 a year (for the broader BLS group this job sits in).

now
3%

of the working time. Estimate.

Kinds of work
  • 74%
  • 10%
  • 17%
5%

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

Half the desk work within reach
June 2028

On the chosen pace and reliability. Estimate.

Share of the working time within reach, now to 2030

0%25%50%75%100%2027202820292030NowDesk work: 74% 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, 2%. 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: 0% within reachGemini 3 Pro, November 2025: 0% within reachClaude Opus 4.5, November 2025: 0% within reachGPT-5.2, December 2025: 0% within reachClaude Opus 4.6, February 2026: 0% within reachClaude Mythos Preview (early), April 2026: 2% 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 . 23 tasks from .

TaskKind
Plan environmental restoration projects, using biological databases, environmental strategies, and planning software.Done more than yearly by most who do it. 12%3.3 work days6.7 h to 1.7 work weeks0%Half by Sep 2028
Develop natural resource management plans, using knowledge of environmental planning or state and federal environmental regulatory requirements.Done more than yearly by most who do it. 12%1 work week1.7 work days to 3.3 work weeks0%Half by Dec 2028
Create habitat management or restoration plans, such as native tree restoration and weed control.Done more than monthly by most who do it. 11%2.5 work days6.7 h to 1.7 work weeks0%Half by Jun 2028
Plan or supervise environmental studies to achieve compliance with environmental regulations in construction, modification, operation, acquisition, or divestiture of facilities such as power plants.Done more than yearly by most who do it. 10%4.2 work days1.7 work days to 2.5 work weeksStays with people
Collect and analyze data to determine environmental conditions and restoration needs.Done more than monthly by most who do it. 8%2.1 work days6.7 h to 1.3 work weeksStays with people
Supervise and provide technical guidance, training, or assistance to employees working in the field to restore habitats.Done more than monthly by most who do it. 7%3.3 h1.7 h to 1.7 work daysStays with people
Identify environmental mitigation alternatives, ensuring compliance with applicable standards, laws, or regulations.Done more than yearly by most who do it. 5%1.3 work days3.3 h to 4.2 work days4%Half by Dec 2027
Conduct environmental impact studies to examine the ecological effects of pollutants, disease, human activities, nature, and climate change.Done more than yearly by most who do it. 5%1.5 work weeks1.7 work days to 4.2 work weeks0%Half by May 2029
Develop environmental restoration project schedules and budgets.Done more than monthly by most who do it. 5%1.3 work days3.3 h to 4.2 work days4%Half by Dec 2027
Provide technical direction on environmental planning to energy engineers, biologists, geologists, or other professionals working to develop restoration plans or strategies.Done more than monthly by most who do it. 4%2.5 h50 min to 1 work day40%Half by Dec 2026
Create environmental models or simulations, using geographic information system (GIS) data and knowledge of particular ecosystems or ecological regions.Done yearly or less by most who do it. 4%2.1 work days5 h to 1.3 work weeks1%Half by Apr 2028
Apply for permits required for the implementation of environmental remediation projects.Done more than yearly by most who do it. 4%1.7 work days3.3 h to 1.3 work weeks2%Half by May 2028

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). Counts are for the broader BLS group this job sits in.

Where the most of these jobs are

The metro areas with the most people in it (BLS, May 2025). Counts are for the broader BLS group this job sits in.