BSc in Soil, Water & Environment
Hire, supervise, or evaluate engineers, technicians, researchers, or other staff.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Design or coordinate successive phases of problem analysis, solution proposals, or testing.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Plan or direct research, development, or production activities.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Review project activities and prepare and review research, testing, or operational reports.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Confer with scientists, engineers, regulators, or others to plan or review projects or to provide technical assistance.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Develop client relationships and communicate with clients to explain proposals, present research findings, establish specifications, or discuss project status.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Determine scientific or technical goals within broad outlines provided by top management and make detailed plans to accomplish these goals.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Prepare project proposals.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Advise students on academic and vocational curricula and on career issues.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Supervise undergraduate or graduate teaching, internship, and research work.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Supervise laboratory sessions and field work and coordinate laboratory operations.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Prepare and deliver lectures to undergraduate or graduate students on topics such as crop production, plant genetics, and soil chemistry.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Collaborate with colleagues to address teaching and research issues.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Prepare course materials, such as syllabi, homework assignments, and handouts.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Maintain student attendance records, grades, and other required records.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Prepare and deliver lectures to undergraduate or graduate students on topics such as structural geology, micrometeorology, and atmospheric thermodynamics.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Evaluate and grade students' class work, assignments, and papers.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Compile, administer, and grade examinations, or assign this work to others.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Supervise laboratory work and field work.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Plan, evaluate, and revise curricula, course content, and course materials and methods of instruction.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Prepare course materials, such as syllabi, homework assignments, and handouts.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Initiate, facilitate, and moderate classroom discussions.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Communicate research or project results to other professionals or the public or teach related courses, seminars, or workshops.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Develop methods of conserving or managing soil that can be applied by farmers or forestry companies.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Provide information or recommendations to farmers or other landowners regarding ways in which they can best use land, promote plant growth, or avoid or correct problems such as erosion.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Conduct experiments to develop new or improved varieties of field crops, focusing on characteristics such as yield, quality, disease resistance, nutritional value, or adaptation to specific soils or climates.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Investigate soil problems or poor water quality to determine sources and effects.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Investigate responses of soils to specific management practices to determine the use capabilities of soils and the effects of alternative practices on soil productivity.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Conduct experiments to investigate the underlying mechanisms of plant growth and response to the environment.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Identify degraded or contaminated soils and develop plans to improve their chemical, biological, or physical characteristics.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Prepare written and oral reports describing research results, using illustrations, maps, appendices, and other information.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Design and conduct scientific hydrogeological investigations to ensure that accurate and appropriate information is available for use in water resource management decisions.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Measure and graph phenomena such as lake levels, stream flows, and changes in water volumes.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Conduct research and communicate information to promote the conservation and preservation of water resources.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Coordinate and supervise the work of professional and technical staff, including research assistants, technologists, and technicians.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Study public water supply issues, including flood and drought risks, water quality, wastewater, and impacts on wetland habitats.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Apply research findings to help minimize the environmental impacts of pollution, waterborne diseases, erosion, and sedimentation.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Study and document quantities, distribution, disposition, and development of underground and surface waters.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Record data pertaining to experimentation, research, or animal care.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Measure or weigh ingredients used in laboratory testing.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Prepare data summaries, reports, or analyses that include results, charts, or graphs to document research findings and results.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Set up laboratory or field equipment as required for site testing.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Prepare laboratory samples for analysis, following proper protocols to ensure that they will be stored, prepared, and disposed of efficiently and effectively.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Examine animals or crop specimens to determine the presence of diseases or other problems.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Collect animal or crop samples.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Supervise pest or weed control operations, including locating and identifying pests or weeds, selecting chemicals and application methods, or scheduling application.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Evaluating applications, records, or documents to determine license/permit issuance or eligibility, and to check compliance with laws and regulationswith AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Preparing reports of compliance activities, evaluations, or recommendationswith AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Keeping informed of changes in laws, regulations, or policies relevant to the compliance areawith AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Visiting establishments to verify compliance with licensing or permit requirementsstays human
"Labor market impacts of AI: a new measure and early evidence" (2026-03) · dated 2026-03.
open source ↗Warning violators of infractions or penalties; advising licensees or applicants about license/permit regulationsno data yet
O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.
open source ↗Create or maintain wind farm layouts, schematics, or other visual documentation for wind farms.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Recommend process or infrastructure changes to improve wind turbine performance, reduce operational costs, or comply with regulations.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Create models to optimize the layout of wind farm access roads, crane pads, crane paths, collection systems, substations, switchyards, or transmission lines.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Create plans for solar energy system development, monitoring, and evaluation activities.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Conduct engineering site audits to collect structural, electrical, and related site information for use in the design of residential or commercial solar power systems.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Review specifications and recommend engineering or manufacturing changes to achieve solar design objectives.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Develop design specifications and functional requirements for residential, commercial, or industrial solar energy systems or components.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Provide technical direction or support to installation teams during installation, start-up, testing, system commissioning, or performance monitoring.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Perform computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Discuss test results and analyses with customers.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Record test data and prepare reports, summaries, or charts that interpret test results.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Develop or implement programs for monitoring of environmental pollution or radiation.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Investigate hazardous conditions or spills or outbreaks of disease or food poisoning, collecting samples for analysis.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Calibrate microscopes or test instruments.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Provide information or technical or program assistance to government representatives, employers, or the general public on the issues of public health, environmental protection, or workplace safety.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Collect samples of gases, soils, water, industrial wastewater, or asbestos products to conduct tests on pollutant levels or identify sources of pollution.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Monitor emission control devices to ensure they are operating properly and comply with state and federal regulations.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Patrol park or forest areas to protect resources and prevent damage.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Map forest tract data using digital mapping systems.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗“not cooked” ≠ “nothing changes.” 30 of your 76 charted tasks already run with AI in the loop, and 1 task has no source at all: marked unlisted, not estimated. this slip shows only what we could source; where studies disagree, we print both. nobody can promise outcomes; anyone who does is selling something.
Task-level AI evidence on this page is largely US-scoped research; local pay and market context differ.