BSS in Environment & Development Studies
Compiling, analyzing, and reporting data to explain economic phenomena and forecast market trendswith AI
"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.
open source ↗Studying economic and statistical data in an area of specialization such as finance, labor, or agriculturewith AI
"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.
open source ↗Teaching theories, principles, and methods of economicsstays human
O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.
open source ↗Testifying at regulatory or legislative hearings on the estimated effects of legislation or public policystays human
O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.
open source ↗Explaining the economic impact of policies to the publicstays human
O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.
open source ↗Forecasting production, consumption, and depletion of renewable and non-renewable resourcesno data yet
"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.
open source ↗Constructing and managing economic datasetswith AI
"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.
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 ↗Provide responses to regulatory agencies regarding product information or issues.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Direct the preparation and submission of regulatory agency applications, reports, or correspondence.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Review all regulatory agency submission materials to ensure timeliness, accuracy, comprehensiveness, or compliance with regulatory standards.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Develop regulatory strategies and implementation plans for the preparation and submission of new products.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Manage activities such as audits, regulatory agency inspections, or product recalls.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Formulate or implement regulatory affairs policies and procedures to ensure that regulatory compliance is maintained or enhanced.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Maintain current knowledge of relevant regulations, including proposed and final rules.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Review materials such as marketing literature or user manuals to ensure that regulatory agency requirements are met.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Report violations of compliance or regulatory standards to duly authorized enforcement agencies as appropriate or required.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Identify compliance issues that require follow-up or investigation.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Consult with corporate attorneys as necessary to address difficult legal compliance issues.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Conduct or direct the internal investigation of compliance issues.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Provide employee training on compliance related topics, policies, or procedures.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Verify that all regulatory policies and procedures have been documented, implemented, and communicated.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Coordinate or direct development, energy assessment, engineering, or construction activities to ensure that wind project needs and objectives are met.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Manage wind project costs to stay within budget limits.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Lead or support negotiations involving tax agreements or abatements, power purchase agreements, land use, or interconnection agreements.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Create wind energy project plans, including project scope, goals, tasks, resources, schedules, costs, contingencies, or other project information.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Supervise the work of subcontractors or consultants to ensure quality and conformance to specifications or budgets.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Develop scope of work for wind project functions, such as design, site assessment, environmental studies, surveying, or field support services.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Provide verbal or written project status reports to project teams, management, subcontractors, customers, or owners.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Update schedules, estimates, forecasts, or budgets for wind projects.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Identify environmental contamination sources.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Coordinate on-site activities for environmental cleanup or remediation projects to ensure compliance with environmental laws, standards, regulations, or other requirements.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Identify and apply for project funding.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Plan or implement brownfield redevelopment projects to ensure safety, quality, and compliance with applicable standards or requirements.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Estimate costs for environmental cleanup and remediation of land redevelopment projects.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Conduct quantitative risk assessments for human health, environmental, or other risks.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Design or implement plans for surface or ground water remediation.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Design or implement measures to improve the water, air, and soil quality of military test sites, abandoned mine land, or other contaminated sites.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Supervise employees or subcontractors to ensure quality of work or adherence to safety regulations or policies.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Train or coordinate the training of employees in operations, safety, environmental issues, or technical issues.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Track and maintain records for wind operations, such as site performance, downtime events, parts usage, or substation events.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Oversee the maintenance of wind field equipment or structures, such as towers, transformers, electrical collector systems, roadways, or other site assets.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Prepare wind field operational budgets.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Develop relationships and communicate with customers, site managers, developers, land owners, authorities, utility representatives, or residents.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Maintain operations records, such as work orders, site inspection forms, or other documentation.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Recruit or select wind operations employees, contractors, or subcontractors.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Design and create special programs for tasks such as statistical analysis and data entry and cleaning.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Provide assistance with the preparation of project-related reports, manuscripts, and presentations.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Prepare tables, graphs, fact sheets, and written reports summarizing research results.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Perform descriptive and multivariate statistical analyses of data, using computer software.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Verify the accuracy and validity of data entered in databases, correcting any errors.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Develop and implement research quality control procedures.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Prepare, manipulate, and manage extensive databases.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Perform data entry and other clerical work as required for project completion.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 econometrics, price theory, and macroeconomics.stays human
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 ↗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 ↗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 ↗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 ↗Plan, evaluate, and revise curricula, course content, course materials, and methods of instruction.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 ↗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 ↗Keep informed of activities or changes that could affect the likelihood of an emergency, response efforts, or plan implementation.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Prepare emergency situation status reports that describe response and recovery efforts, needs, and preliminary damage assessments.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Prepare plans that outline operating procedures to be used in response to disasters or emergencies, such as hurricanes, nuclear accidents, and terrorist attacks, and in recovery from these events.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Coordinate disaster response or crisis management activities, such as ordering evacuations, opening public shelters, and implementing special needs plans and programs.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Develop and maintain liaisons with municipalities, county departments, and similar entities to facilitate plan development, response effort coordination, and exchanges of personnel and equipment.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Apply for federal funding for emergency-management-related needs, and administer and report on the progress of such grants.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Design and administer emergency or disaster preparedness training courses that teach people how to effectively respond to major emergencies and disasters.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Collaborate with other officials to prepare and analyze damage assessments following disasters or emergencies.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Apply principles of specialized fields of science, such as agronomy, soil science, forestry, or agriculture, to achieve conservation objectives.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Plan soil management or conservation practices, such as crop rotation, reforestation, permanent vegetation, contour plowing, or terracing, to maintain soil or conserve water.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Monitor projects during or after construction to ensure projects conform to design specifications.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Advise land users, such as farmers or ranchers, on plans, problems, or alternative conservation solutions.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Implement soil or water management techniques, such as nutrient management, erosion control, buffers, or filter strips, in accordance with conservation plans.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Compute design specifications for implementation of conservation practices, using survey or field information, technical guides or engineering manuals.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Participate on work teams to plan, develop, or implement programs or policies for improving environmental habitats, wetlands, or groundwater or soil resources.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 ↗Prepare and deliver lectures to undergraduate or graduate students on topics, such as forest resource policy, forest pathology, and mapping.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 ↗Supervise students' laboratory or field work.stays human
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 ↗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 ↗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 ↗Collaborate with colleagues to address teaching and research issues.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.” 51 of your 101 charted tasks already run with AI in the loop, and 2 tasks have 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.