Plan environmental research
Most of the output can be produced by software today.
Producing the draft is the single thing current models are best at, and it needs no integration at all: a prompt and a couple of reference documents are enough. A person still edits it and takes responsibility for what goes out.
| How automatable | Mostly automatable |
|---|---|
| Kind of work | Drafting and content production |
| Jobs that do it | 9 occupations |
| Tool categories that apply | Generalist agents, Builders |
| O*NET activity | Thinking Creatively (4.A.2.b.2) |
What this looks like on the job
Not our paraphrase. These are real task statements recorded against this activity, spread across the 9 occupations that perform it.
- Design or conduct environmental restoration studies.
- Develop, conduct, or participate in surveys, studies, or investigations of various land uses to inform corrective action plans.
- Plan and direct forest surveys and related studies and prepare reports and recommendations.
- Determine data collection methods to be employed in research projects or surveys.
- Plan or supervise environmental studies to achieve compliance with environmental regulations in construction, modification, operation, acquisition, or divestiture of facilities such as power plants.
- Plan or conduct studies of the ecological implications of historic or projected changes in industrial processes or development.
- Design and conduct scientific hydrogeological investigations to ensure that accurate and appropriate information is available for use in water resource management decisions.
- Develop environmental research project plans, including information on budgets, goals, deliverables, timelines, and resource requirements.
- Participate in the planning or development of mapping projects.
- Develop or conduct environmental studies, such as plant material field trials or wildlife habitat impact studies.
- Design or direct studies to obtain technical environmental information about planned projects.
- Plan or conduct field research on topics such as industrial production, industrial ecology, population ecology, and environmental production or sustainability.
What we would actually use
One recommendation rather than a shortlist, because a shortlist is just your problem handed back. This is what we would buy for drafting and content production, and what it costs.
Drafting needs no tools, no integration and no platform. One $20 assistant and two reference documents beat any agent builder here, and every extra thing in this stack is cost with nothing behind it.
Chosen for the cheapest thing that does the job, not the best funded. Nothing on this site is sponsored, and the full landscape is there when you want to disagree with us.
The rest of the category
Context, not alternatives to weigh up. We name the layer rather than promise a named product does your specific task.
Generalist agents
Matched from the kind of work, not from vendor marketing. Check any of them can reach the system your records actually live in — that connection, not the model, is where these projects stall.
How people actually do it
No workflow names this activity yet, but these automate the same kind of work, with the prompts to paste and what to keep for yourself.
Who does this work
9 occupations in the O*NET database perform this activity. Each one has a full breakdown of its other tasks.
Work that goes with it
O*NET groups these under “Develop research plans or methodologies”. In practice they tend to be done by the same person, in the same sitting.
Method. The activity, its taxonomy placement and the occupations that perform it come straight from the public-domain O*NET 30.3 database. The automatability band is ours: we map each of O*NET’s 41 generalized work activities to how much of its output current software can produce, assuming a person still reviews and owns the result. It is a coarse three-way judgment on purpose. A precise-looking percentage here would be invented.