Ai Researcher

Ai Researcher evaluates outcomes and this page lists 20 real tasks that explain how to measure success and report results. The items show what evidence to collect and how to present it. Each one shows where we found it, and comes with an AI prompt you can copy and use straight away.

20evidenced tasks
20ready prompts
8tools of the trade
19-2041.03O*NET-SOC code
89,250hold this job (US, BLS 2025)
$82,220median pay/yr (US)
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What it pays

Government survey numbers — not estimates, not ads.

Half of all Environmental Scientists and Specialists, Including Health in the U.S. earn more than $82,220 a year — the middle 80% land between $52,520 and $140,010. About 89,250 people in the U.S. do this work. Figures are for the U.S. occupation group “Environmental Scientists and Specialists, Including Health”. (U.S. Bureau of Labor Statistics survey, published 2025.) In India, Professionals earn about ₹38,298 a month on average — around ₹4.6 lakh a year (government PLFS survey via ILOSTAT, occupation-family figure).
$82,220typical pay / year
89,250people in this work
$140,010+top 10% earn
₹4.6 lakha year in India (family avg)
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The work, task by task

These are the real jobs-to-be-done, not a wish list. Each task shows where we found it, and the prompt underneath is written for that exact task.

Analysing6

Monitor environmental impact of development activities

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Run the site survey of the prototype lab footprint, record habitat features and species observations,…
Run the site survey of the prototype lab footprint, record habitat features and species observations, estimate disturbance from development activities, and submit a concise environmental incident report to the regulatory affairs team within three days.
The tools that do the workESRI ArcGISjob descriptionsO*NET

Translate industrial ecology theories into practices

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Convert industrial ecology principles into a practical materials-cycling proposal for the packaging line,…
Convert industrial ecology principles into a practical materials-cycling proposal for the packaging line, specify reuse loops, expected waste reductions in tonnes per year, and a pilot timeline for operations to approve by next Tuesday.
The tools that do the workMicrosoft Exceljob descriptionsO*NET

Perform material and energy flow analyses

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Compile material and energy flow balances for the assembly plant, estimate inputs and outputs by stream,…
Compile material and energy flow balances for the assembly plant, estimate inputs and outputs by stream, identify top three hotspots for intervention, and deliver a slide deck with recommended efficiency measures to the sustainability director in five working days.
The tools that do the workMicrosoft ExcelESRI ArcGISjob descriptionsO*NET

Recommend methods to protect the environment

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Draft a field-facing recommendation paper listing three practical methods to protect the riverine environment…
Draft a field-facing recommendation paper listing three practical methods to protect the riverine environment around Holloway Creek, explain ecological rationale, expected costs, and cite relevant legislation so the county conservation board can act within six weeks.
The tools that do the workMicrosoft Exceljob descriptionsO*NET

Develop or test protocols to monitor ecosystems

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Write a monitoring protocol for the north marsh that specifies target species, sampling frequency, transect…
Write a monitoring protocol for the north marsh that specifies target species, sampling frequency, transect layout, data fields to capture in the field sheet, QA checks, and an eight-month pilot schedule so the ecology team can start in April.
The tools that do the workESRI ArcGISMicrosoft Exceljob descriptionsO*NET

Forecast future ecosystem conditions

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Produce a three-year forecast of the oak woodland under two climate scenarios, include likely shifts in…
Produce a three-year forecast of the oak woodland under two climate scenarios, include likely shifts in species composition, vulnerability hotspots, and recommended management actions with confidence levels for the regional land trust.
The tools that do the workApache Hadoopjob descriptionsO*NET
The daily work14

Identify plants characteristics

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Record the photographed specimens from yesterday's field transect, tag each image with species name, growth…
Record the photographed specimens from yesterday's field transect, tag each image with species name, growth form, leaf and flower traits, GPS point and confidence score, then export a labelled dataset for the taxonomy team by Friday.
The tools that do the workGitESCOsee the evidence ↗

Environmental legislation

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Compile the national and state protected-plant lists relevant to the proposed development site, extract…
Compile the national and state protected-plant lists relevant to the proposed development site, extract applicable permit triggers and mitigation requirements, and produce a one-page compliance summary for the project manager by Tuesday.
The tools that do the workMicrosoft ExcelESCOsee the evidence ↗

Conduct ecological research

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Design the two-week plot-based study: list target species, sampling protocol, replication, metadata fields,…
Design the two-week plot-based study: list target species, sampling protocol, replication, metadata fields, required equipment and a schedule, and generate the data-collection sheets for the field team before next Monday's deployment.
The tools that do the workMicrosoft ExcelESCOsee the evidence ↗

Analyse ecological data

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Clean the latest sensor and quadrat CSVs, calculate diversity indices, run the prescribed GLM comparing…
Clean the latest sensor and quadrat CSVs, calculate diversity indices, run the prescribed GLM comparing treatments with site as random effect, and produce figures and a one-page methods summary for the manuscript draft.
The tools that do the workLinuxGitESCOsee the evidence ↗

Measure trees

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Measure diameter at breast height and total height for the marked trees on transect B, record species,…
Measure diameter at breast height and total height for the marked trees on transect B, record species, condition and canopy position, flag any vines or cavities, and deliver the completed tree inventory with coordinates by Wednesday afternoon.
The tools that do the workMicrosoft ExcelESCOsee the evidence ↗

Employ habitat survey techniques

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Run the habitat survey on Plot 7 using the standard quadrat checklist, record vegetation layers, disturbance…
Run the habitat survey on Plot 7 using the standard quadrat checklist, record vegetation layers, disturbance signs and target indicator species, score habitat condition, and upload the completed survey and photo log to the project folder by Friday.
The tools that do the workESRI ArcGISESCOsee the evidence ↗

Conduct ecological surveys

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Survey the north transect at Blackwater Marsh this Thursday and record species presence, percent cover, GPS…
Survey the north transect at Blackwater Marsh this Thursday and record species presence, percent cover, GPS waypoints, photos, and soil moisture readings, flag any protected species or habitat breaches and upload the cleaned field dataset by Monday morning.
The tools that do the workESRI ArcGISESCOsee the evidence ↗

Write work-related reports

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Draft the ecological impact report for the Blackwater Marsh survey, summarise methods, species lists, percent…
Draft the ecological impact report for the Blackwater Marsh survey, summarise methods, species lists, percent cover tables, legal protections triggered, and recommended mitigation measures, produce a polished PDF ready for stakeholders by next Friday.
The tools that do the workAdobe AcrobatMicrosoft ExcelESCOsee the evidence ↗

Redesign systems into closed-loop, cyclical processes

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Redesign our wetland monitoring system into a closed-loop cycle: map sensors to decision rules, specify…
Redesign our wetland monitoring system into a closed-loop cycle: map sensors to decision rules, specify feedback frequencies, assign data owners, and write the operational steps so automations adjust sampling and management actions until targets are met.
The tools that do the workGitjob descriptionsO*NET

Prepare plans to manage renewable resources.

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Draft a five-year renewable resource management plan for the coastal reserve: set harvest limits,…
Draft a five-year renewable resource management plan for the coastal reserve: set harvest limits, regeneration thresholds, monitoring indicators, legal compliance checkpoints, and an adaptive review schedule tied to ecological triggers and stakeholder roles.
The tools that do the workMicrosoft Exceljob descriptionsO*NET

Create mathematical models of ecological systems

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Develop mathematical models of the estuarine food web: define state variables, interaction functions,…
Develop mathematical models of the estuarine food web: define state variables, interaction functions, parameter estimation methods, calibration datasets, sensitivity analyses, and validation criteria so we can test management interventions.
The tools that do the workC#job descriptionsO*NET

Perform environmentally extended input-output (EE I-O) analyses.

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Run an environmentally extended input-output analysis linking regional industry to habitat impacts: gather…
Run an environmentally extended input-output analysis linking regional industry to habitat impacts: gather sector flows, embed emission and land-use intensity factors, document assumptions, and produce the footprint matrix with uncertainty ranges.
The tools that do the workMicrosoft ExcelO*NET

Build and maintain ecological and industrial databases

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Build and populate a relational ecological-industrial database: define tables for species records, sites,…
Build and populate a relational ecological-industrial database: define tables for species records, sites, sampling events, industrial discharges and permits, create keys and constraints, and load cleaned datasets with provenance notes.
The tools that do the workMicrosoft Accessjob descriptions

Assess the relationship between organisms and their environment

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Assess organism–environment relationships at the meadow site: compile species abundance and trait data, link…
Assess organism–environment relationships at the meadow site: compile species abundance and trait data, link to microhabitat variables and disturbance history, run statistical tests for association and report ecological interpretation and management implications.
The tools that do the workMicrosoft ExcelESCO

Says who?

These are the pages we read to build this. Open any of them and check us.

Related careers

Same family of work — each with its own tasks and prompts.

The LLOS Work Atlas is the world's largest evidenced task library — a map of human work, with a ready prompt behind every task. 1,774 careers · every task named by the sources that witnessed it — O*NET, ESCO, real job descriptions, Wikipedia — and the deepest tasks by several at once. And it is honest about limits: where AI cannot help, the map says so.

The rest of the map

Same library, five ways in.

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Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses