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BSc in Environmental Science & Disaster Management

verdict slip · printed 1 Aug 2026 · sources on every line

how to read this slip
stays humanthe evidence says this stays human led
with AIdone faster with AI in the loop: still needs you
shiftingthe evidence says AI already reaches this one
no data yetno source covers it yet, so we don't guess

STAYS HUMAN28
with AI48
shifting19
no data yet (no source, no guess)1
tasks charted · feeds 13 jobs95
of 95 charted tasks: 28 stay human · 48 run with AI in the loop · 19 are shifting. 1 more are no data yet: no source, no guess. counts only: we don't do scores.

Compliance Officer / Compliance Specialist[feeds: 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 ↗
Regulatory Affairs Managers[feeds: 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 ↗
Compliance Managers[feeds: 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 ↗
Wind Energy Development Managers[feeds: 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 ↗
Brownfield Redevelopment Specialists and Site Managers[feeds: 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 ↗
Wind Energy Operations Managers[feeds: 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 ↗
Social Science Research Assistants[feeds: 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 ↗
First-Line Supervisors of Police and Detectives[feeds: source]
Supervise and coordinate the investigation of criminal cases, offering guidance and expertise to investigators, and ensuring that procedures are conducted in accordance with laws and regulations.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Explain police operations to subordinates to assist them in performing their job duties.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Train staff in proper police work procedures.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Investigate and resolve personnel problems within organization and charges of misconduct against staff.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Inform personnel of changes in regulations and policies, implications of new or amended laws, and new techniques of police work.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Maintain logs, prepare reports, and direct the preparation, handling, and maintenance of departmental records.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Cooperate with court personnel and officials from other law enforcement agencies and testify in court, as necessary.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Direct collection, preparation, and handling of evidence and personal property of prisoners.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Emergency Management Director[feeds: 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 ↗
Conservation Scientists[feeds: 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 ↗
Forestry and Conservation Science Teachers, Postsecondary[feeds: source]
usually via further study
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 ↗
Environmental Science and Protection Technicians, Including Health[feeds: 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 ↗
Forest and Conservation Technicians[feeds: 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 ↗

the delta: what moves your picture
#1 Drafting environmental-monitoring and impact-assessment write-ups with AI, keeping the site visit and sign-off human
In BSc in Environmental Science & Disaster Management's own task ledger, Compliance Officer / Compliance Specialist's "Evaluating applications, records, or documents to determine license/permit…" rates augmented and Environmental Science and Protection Technicians, Including Health's "Develop or implement programs for monitoring of environmental pollution or…" rates augmented; 4 of the 5 matched rows here rate augmented and 1 rates exposed. Verifying every finding against your own samples and site observations is what keeps a drafted assessment defensible. first step: US EPA: "National Environmental Policy Act Review Process" (free government guidance) · free · ~15 min
#2 Using AI to draft policy or training material fast, then checking every regulatory citation and effective date before it goes into a training deck or filed policy
Among BSc in Environmental Science & Disaster Management's matched ledger rows, Compliance Officer / Compliance Specialist's "Keeping informed of changes in laws, regulations, or policies relevant to the…" rates augmented and Compliance Managers' "Provide employee training on compliance related topics, policies, or procedures" rates augmented; 2 of the 3 matched rows here rate augmented and 1 rates exposed. Tracing every citation back to the real regulatory text is what keeps compliance training accurate, not just fast. first step: Cornell Law School LII: Code of Federal Regulations · free · ~15 min
#3 Drafting project status and progress reports with AI while verifying every milestone claim against the actual schedule
Looking at the roles BSc in Environmental Science & Disaster Management feeds into, Wind Energy Development Managers' "Provide verbal or written project status reports to project teams, management,…" rates augmented and Wind Energy Operations Managers' "Track and maintain records for wind operations, such as site performance,…" rates augmented; all 2 matched rows here rate augmented. Checking every milestone claim against the real schedule is what keeps a status report something stakeholders can trust between updates. first step: NASA APPEL Knowledge Services: Program/Project management learning resources (free, official) · free · ~15 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 48 of your 95 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.
chartmypath.io/AICookedMyDegree · no account · results private by default
check your own major → /AICookedMyDegree