
JOB REPORT / 19-1031 · 66 TASKS
Conservation Scientists.
Can AI do the work of Conservation Scientists?
Mostly it works alongside you. Here is what shifts, task by task.
YOUR EXPERIENCE MATTERS
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How many tasks do you use AI to assist with at work?
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The parts of your job AI can already do most of:
- Gather information from geographic information systems (GIS) databases…
- Research stories regarding the area's natural history or environment
- Compute design specifications for implementation of conservation practices, using…
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A guided certificate program in AI-assisted Conservation Scientists work. It covers the 60 AI-affected parts of your job and ends in a capstone a person reviews.
WHAT WE LOOKED AT
Your job, task by task.
60/ 6660 of 66 tasks reviewed
This job has 66 core tasks. We went through 60 of them, one at a time.
Task by task, from the work Conservation Scientists actually do. How we describe AI use in each task is our own read of it, not a measurement of whether AI can replace the job.
- TASK 01
Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations.
AI DOESQueries GIS databases, spots patterns in spatial data, and drafts summary maps or reports
YOU DOApply field knowledge and community context to turn data into grounded recommendations
- TASK 02
Research stories regarding the area's natural history or environment.
AI DOESSearches databases, summarizes scientific papers, and drafts story outlines about local ecology and history
YOU DOVerify facts on the ground and weave in personal field observations
- TASK 03
Compute design specifications for implementation of conservation practices, using survey or field information, technical guides or engineering manuals.
AI DOESPulls formulas from engineering manuals, runs calculations, and drafts specification documents from survey data inputs
YOU DOVerify field reality, apply site-specific judgment, and sign off on designs that affect land and water
- TASK 04
Compute cost estimates of different conservation practices, based on needs of land users, maintenance requirements, or life expectancy of practices.
AI DOESPulls cost databases, builds spreadsheet models, and drafts estimate reports quickly
YOU DOVisit the land, talk to users, and apply local knowledge to validate numbers
- TASK 05
Enter local soil, water, or other environmental data into adaptive or Web-based decision tools to identify appropriate analyses or techniques.
AI DOESAuto-fills forms, flags data errors, and suggests analysis options based on input values
YOU DOVerify field data accuracy and apply local ecological knowledge to choose the right approach
- TASK 06
Compile or interpret biodata to determine extent or type of wetlands or to aid in program formulation.
AI DOESSearches databases, summarizes biodata trends, and flags wetland indicators in datasets
YOU DOApply field expertise and local ecological judgment to shape real conservation programs
- TASK 07
Develop water conservation or harvest plans, using weather information systems, irrigation information management systems, or other sources of daily evapotranspiration (ET) data.
AI DOESAggregates ET and weather data, spots patterns, and drafts initial water budget calculations
YOU DOWalk the land, talk to farmers, and make final calls on site-specific conservation trade-offs
- TASK 08
Develop soil maps.
AI DOESAnalyzes remote sensing data and generates draft soil classification maps
YOU DOVerify findings in the field and apply site-specific ecological knowledge
- TASK 09
Review annual reports of counties, conservation districts, or watershed management organizations, certifying compliance with mandated reporting requirements.
AI DOESScans reports, flags missing sections, and checks data against required reporting criteria
YOU DOApply professional judgment and sign off on official compliance certification
- TASK 10
Prepare brochures and write newspaper articles.
AI DOESDrafts text, suggests layouts, checks grammar, and organizes nature facts
YOU DOAdd local stories, field observations, and community voice that readers trust
- TASK 11
Compile and maintain official park photographic and information files.
AI DOESAuto-tags photos by species or location, suggests file names, and drafts descriptive text
YOU DOVerify accuracy of species IDs and decide which records truly matter for the park
- TASK 12
Provide information, knowledge, expertise, or training to government agencies at all levels to solve water or soil management problems or to assure coordination of resource protection activities.
AI DOESSummarizes research, drafts reports, and pulls together data on water and soil problems
YOU DOBuild relationships with agency staff and make judgment calls about local conditions
- TASK 13
Analyze results of investigations to determine measures needed to maintain or restore proper soil management.
AI DOESScans soil data, spots trends, and suggests possible restoration options from research databases
YOU DOWeigh site-specific conditions, stakeholder needs, and ecological trade-offs before recommending action
- TASK 14
Plan and organize public events at the park.
AI DOESDrafts event schedules, writes descriptions, and brainstorms activity ideas
YOU DOUse your local knowledge and community relationships to make events actually work
- TASK 15
Respond to complaints or questions on wetland jurisdiction, providing information or clarification.
AI DOESDrafts response letters, summarizes wetland rules, and pulls relevant regulations fast
YOU DOApply site-specific knowledge and professional judgment to each unique complaint
- TASK 16
Develop environmental educational programs and curricula for schools.
AI DOESDrafts lesson outlines, suggests age-appropriate activities, and summarizes ecology research
YOU DOUse your local knowledge and teaching instincts to shape programs that connect kids to your specific place
- TASK 17
Study forage plants and their growth requirements to determine varieties best suited to particular range.
AI DOESSearches databases, summarizes plant growth research, and compares species traits for a given climate or soil type
YOU DOWalk the land, observe real conditions, and apply local knowledge no database captures
- TASK 18
Plan and develop audio-visual devices for public programs.
AI DOESDrafts narration scripts, suggests image and video ideas, and outlines program flow
YOU DOBring deep local nature knowledge and read what truly engages your audience
- TASK 19
Plan soil management or conservation practices, such as crop rotation, reforestation, permanent vegetation, contour plowing, or terracing, to maintain soil or conserve water.
AI DOESSummarizes soil science research, compares conservation methods, and drafts initial practice recommendations from data
YOU DOVisit the land, read site conditions firsthand, and work with farmers and communities to build plans that actually fit
- TASK 20
Apply principles of specialized fields of science, such as agronomy, soil science, forestry, or agriculture, to achieve conservation objectives.
AI DOESSearches scientific literature, summarizes field-specific research, and flags data patterns from soil or vegetation reports
YOU DOWalk the land, read local conditions, and adapt science to what you actually see and touch
- TASK 21
Develop, conduct, or participate in surveys, studies, or investigations of various land uses to inform corrective action plans.
AI DOESAnalyzes land-use data, finds patterns in survey results, and drafts sections of corrective action plans
YOU DOGo into the field, observe conditions firsthand, and apply local ecological knowledge to decisions
- TASK 22
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.
AI DOESDrafts program documents, tracks requests, summarizes financial data, and flags deadlines
YOU DOBuild trust with local officials and make calls on messy, real-world situations
- TASK 23
Offer advice to rangeland users on water management, forage production methods, and control of brush.
AI DOESDrafts research-backed recommendations, summarizes forage and brush control options, and pulls regional data to support advice
YOU DOVisit the land, read site-specific conditions, and build relationships with ranchers who need to trust your judgment
- TASK 24
Review proposed wetland restoration easements or provide technical recommendations.
AI DOESSummarizes easement documents, pulls relevant regulations, and drafts initial technical review frameworks
YOU DOVisit the site, assess local hydrology and species needs, and sign off on recommendations
- TASK 25
Study rangeland management practices and research range problems to provide sustained production of forage, livestock, and wildlife.
AI DOESSearches research literature, summarizes studies, and helps analyze forage and wildlife data
YOU DOGet outside, observe actual land conditions, and make judgment calls based on what you see and smell and touch
- TASK 26
Develop technical standards and specifications used to manage, protect, and improve the natural resources of range lands and related grazing lands.
AI DOESDrafts standard templates, summarizes research literature, and organizes data into structured frameworks
YOU DOApply on-the-ground ecological knowledge and adapt standards to local land conditions
- TASK 27
Prepare and present illustrated lectures and interpretive talks about park features.
AI DOESDrafts lecture scripts, suggests images, and organizes talking points about park features
YOU DOShow up, read the crowd, and bring the park to life with your own stories and presence
- TASK 28
Review or approve amendments to comprehensive local water plans or conservation district plans.
AI DOESSummarizes plan changes, checks for missing sections, and flags regulatory conflicts
YOU DOApply local land knowledge and sign off with legal authority
- TASK 29
Participate on work teams to plan, develop, or implement programs or policies for improving environmental habitats, wetlands, or groundwater or soil resources.
AI DOESDrafts plans, summarizes research, organizes data, and suggests habitat restoration options
YOU DOBring local knowledge, build team trust, and make final calls on real-world tradeoffs
- TASK 30
Advise land users, such as farmers or ranchers, on plans, problems, or alternative conservation solutions.
AI DOESDrafts conservation plans, summarizes research, and suggests solutions based on land data
YOU DOBuild trust with land users and read the real-world conditions on the ground
- TASK 31
Plan, organize and direct activities of seasonal staff members.
AI DOESDrafts staff schedules, creates onboarding checklists, and suggests activity plans
YOU DORead your team's energy, handle conflicts, and adapt plans to real conditions on the ground
- TASK 32
Develop new and improved instruments and techniques for activities, such as range reseeding.
AI DOESSearches research, summarizes techniques, models seeding patterns, and drafts improvement ideas
YOU DOTest ideas in the field and adapt tools to real soil, weather, and plant conditions
- TASK 33
Regulate grazing, such as by issuing permits and checking for compliance with standards, and help ranchers plan and organize grazing systems to manage, improve, protect, and maximize the use of rangelands.
AI DOESDrafts permit documents, tracks compliance records, and suggests grazing rotation plans based on land data
YOU DOWalk the land, read real conditions, and build trust with ranchers face to face
- TASK 34
Study grazing patterns to determine number and kind of livestock that can be most profitably grazed and to determine the best grazing seasons.
AI DOESAnalyzes historical grazing data, models carrying capacity, and summarizes research on grazing seasons
YOU DOWalk the range yourself to read plant health, soil conditions, and local weather patterns
- TASK 35
Tailor conservation plans to landowners' goals, such as livestock support, wildlife, or recreation.
AI DOESDrafts conservation plan templates, summarizes best practices, and flags relevant regulations by region
YOU DOListen to the landowner, walk the land, and shape a plan that fits their real-life goals and values
- TASK 36
Develop methods for protecting range from fire and rodent damage and for controlling poisonous plants.
AI DOESResearches proven control methods, summarizes scientific literature, and drafts management plans
YOU DOWalk the land, judge local conditions, and adapt plans to what you actually see on the ground
- TASK 37
Take photographs and motion pictures for use in lectures and publications and to develop displays.
AI DOESEdits photos, removes backgrounds, enhances lighting, and suggests the best images from a batch
YOU DOGo outside, observe wildlife up close, and choose the right moment to capture
- TASK 38
Initiate, schedule, or conduct annual audits or compliance checks of program implementation by local government.
AI DOESDrafts audit templates, organizes compliance records, and summarizes findings from data
YOU DOShow up in person, ask probing questions, and make context-based compliance judgments
- TASK 39
Coordinate with federal land managers and other agencies and organizations to manage and protect rangelands.
AI DOESDrafts communication plans, summarizes regulations, and organizes coordination schedules
YOU DOBuild trust and negotiate agreements across agencies face-to-face
- TASK 40
Measure and assess vegetation resources for biological assessment companies, environmental impact statements, and rangeland monitoring programs.
AI DOESAnalyzes remote sensing data, summarizes vegetation trends, and drafts report sections
YOU DOWalk the land, collect ground-truth samples, and apply local ecological judgment
- TASK 41
Train staff on park programs.
AI DOESDrafts training outlines, quizzes, and program guides
YOU DOLead live demos and coach staff in the field
- TASK 42
Plan and direct construction and maintenance of range improvements, such as fencing, corrals, stock-watering reservoirs, and soil-erosion control structures.
AI DOESDrafts project plans, summarizes design options, and helps estimate materials and costs
YOU DOWalk the land, assess real conditions, and make safety and site calls in person
- TASK 43
Construct historical, scientific, and nature visitor-center displays.
AI DOESDrafts display text, summarizes scientific research, and suggests layout ideas
YOU DOHandle physical construction, apply local ecological knowledge, and make creative design choices that fit the real space
- TASK 44
Plan and implement revegetation of disturbed sites.
AI DOESSuggests native seed mixes, restoration plans, and timing based on soil and climate data
YOU DOWalk the land, read site conditions, and direct hands-on planting work
- TASK 45
Interview specialists in desired fields to obtain and develop data for park information programs.
AI DOESDrafts interview questions, suggests topic angles, and turns interview notes into program scripts or summaries
YOU DOBuild rapport with specialists and judge which insights will connect with park visitors
- TASK 46
Provide visitor services, such as explaining regulations, answering visitor requests, needs and complaints, and providing information about the park and surrounding areas.
AI DOESDrafts FAQs, pulls up park rules and local info, and suggests responses to common visitor questions
YOU DORead the visitor's mood, de-escalate complaints face-to-face, and use local knowledge built from being there
- TASK 47
Develop or conduct environmental studies, such as plant material field trials or wildlife habitat impact studies.
AI DOESHelps design study protocols, reviews past research, and analyzes collected field data
YOU DOGo outside, observe conditions firsthand, and make judgment calls about what you see
- TASK 48
Conduct fact-finding or mediation sessions among government units, landowners, or other agencies to resolve disputes.
AI DOESSummarizes background info, flags key disagreements, and drafts talking points before sessions
YOU DOShow up, listen, and build real trust between parties
- TASK 49
Survey park to determine forest conditions and distribution and abundance of fauna and flora.
AI DOESHelps identify species from photos, analyzes satellite or drone imagery, and processes survey data you collect
YOU DOWalk the terrain, observe animal behavior, and use field experience to judge what data actually means
- TASK 50
Monitor projects during or after construction to ensure projects conform to design specifications.
AI DOESAnalyzes photos, sensor data, and reports to flag potential issues
YOU DOVisit the site and make judgment calls about what you actually see
- TASK 51
Manage forage resources through fire, herbicide use, or revegetation to maintain a sustainable yield from the land.
AI DOESAnalyzes satellite imagery, models fire and herbicide plans, and suggests revegetation strategies based on land data
YOU DOWalk the land, read real conditions, and make safety calls no screen can replace
- TASK 52
Confer with park staff to determine subjects and schedules for park programs.
AI DOESDrafts schedule templates, suggests program topics based on season or visitor data, and summarizes past program feedback
YOU DOShow up to the conversation and build agreement with real people who know the park
- TASK 53
Maintain soil stability and vegetation for non-grazing uses, such as wildlife habitats and outdoor recreation.
AI DOESAnalyzes satellite imagery, soil data, and vegetation reports to suggest management plans
YOU DOWalk the land, make on-the-spot calls, and carry out physical restoration work
- TASK 54
Mediate agreements among rangeland users and preservationists as to appropriate land use and management.
AI DOESResearches land use data, summarizes stakeholder positions, and drafts agreement templates
YOU DOShow up in person, listen carefully, and build trust between people who disagree
- TASK 55
Develop or maintain working relationships with local government staff or board members.
AI DOESDrafts outreach emails, meeting agendas, and talking points for government contacts
YOU DOShow up in person and build genuine trust over time
- TASK 56
Manage field offices or involve staff in cooperative ventures.
AI DOESDrafts schedules, meeting agendas, and communication templates for staff coordination
YOU DOShow up in person, build trust, and lead people through real decisions in the field
- TASK 57SOURCE-BACKED TASK
Review grant applications or make funding recommendations.
AI DOESScores applications against standard criteria
YOU DOWeigh mission fit and strategic value
About this analysis
34% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
- TASK 58
Implement soil or water management techniques, such as nutrient management, erosion control, buffers, or filter strips, in accordance with conservation plans.
AI DOESHelps plan layouts, pulls soil data, and suggests technique options based on site conditions
YOU DOGo to the land, make judgment calls on terrain, and physically carry out the conservation work
- TASK 59
Assist with operations of general facilities, such as visitor centers.
AI DOESAnswers common visitor questions via chatbot or helps draft signage and schedules
YOU DOShow up, greet visitors warmly, and handle real-time situations in person
- TASK 60SOURCE-BACKED TASK
Identify or recommend integrated weed and pest management (IPM) strategies, such as resistant plants, cultural or behavioral controls, soil amendments, insects, natural enemies, barriers, or pesticides.
AI DOESSuggests IPM options based on pest and crop data
YOU DOJudge what works for your specific conditions
About this analysis
25% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
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