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Bachelor of Entrepreneurship

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 HUMAN23
with AI34
shifting13
tasks charted · feeds 9 jobs70
of 70 charted tasks: 23 stay human · 34 run with AI in the loop · 13 are shifting. counts only: we don't do scores.

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 ↗
Loss Prevention Managers[feeds: source]
Coordinate or conduct internal investigations of problems such as employee theft and violations of corporate loss prevention policies.stays human

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

open source ↗
Administer systems and programs to reduce loss, maintain inventory control, or increase safety.with AI

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

open source ↗
Review loss prevention exception reports and cash discrepancies to ensure adherence to guidelines.with AI

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

open source ↗
Train loss prevention staff, retail managers, or store employees on loss control and prevention measures.with AI

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

open source ↗
Investigate or interview individuals suspected of shoplifting or internal theft.stays human

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

open source ↗
Provide recommendations and solutions in crisis situations such as workplace violence, protests, and demonstrations.shifting

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

open source ↗
Identify potential for loss and develop strategies to eliminate it.with AI

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

open source ↗
Hire or supervise loss prevention staff.stays human

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 ↗
Chief Executives[feeds: source]
usually via further study
Direct or coordinate an organization's financial or budget activities to fund operations, maximize investments, or increase efficiency.stays human

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

open source ↗
Appoint department heads or managers and assign or delegate responsibilities to them.stays human

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

open source ↗
Analyze operations to evaluate performance of a company or its staff in meeting objectives or to determine areas of potential cost reduction, program improvement, or policy change.with AI

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

open source ↗
Direct, plan, or implement policies, objectives, or activities of organizations or businesses to ensure continuing operations, to maximize returns on investments, or to increase productivity.stays human

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

open source ↗
Prepare budgets for approval, including those for funding or implementation of programs.with AI

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

open source ↗
Confer with board members, organization officials, or staff members to discuss issues, coordinate activities, or resolve problems.stays human

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

open source ↗
Implement corrective action plans to solve organizational or departmental problems.shifting

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

open source ↗
Direct human resources activities, including the approval of human resource plans or activities, the selection of directors or other high-level staff, or establishment or organization of major departments.with AI

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

open source ↗
General and Operations Managers[feeds: source]
Review financial statements, sales or activity reports, or other performance data to measure productivity or goal achievement or to identify areas needing cost reduction or program improvement.with AI

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

open source ↗
Direct and coordinate activities of businesses or departments concerned with the production, pricing, sales, or distribution of products.with AI

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

open source ↗
Direct administrative activities directly related to making products or providing services.stays human

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

open source ↗
Prepare staff work schedules and assign specific duties.with AI

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

open source ↗
Monitor suppliers to ensure that they efficiently and effectively provide needed goods or services within budgetary limits.stays human

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

open source ↗
Direct or coordinate financial or budget activities to fund operations, maximize investments, or increase efficiency.with AI

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

open source ↗
Establish or implement departmental policies, goals, objectives, or procedures in conjunction with board members, organization officials, or staff members.shifting

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

open source ↗
Perform personnel functions, such as selection, training, or evaluation.stays human

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

open source ↗
Business Teachers, Postsecondary[feeds: source]
usually via further study
Prepare and deliver lectures to undergraduate or graduate students on topics such as financial accounting, principles of marketing, and operations management.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 ↗
Initiate, facilitate, and moderate classroom discussions.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 ↗
Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional organizations and conferences.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 ↗
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 ↗
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 ↗

the delta: what moves your picture
#1 Checking an AI-drafted budget or cost estimate line by line against real invoices and quotes
In Bachelor of Entrepreneurship's own task ledger, Wind Energy Development Managers' "Manage wind project costs to stay within budget limits" rates augmented and Brownfield Redevelopment Specialists and Site Managers' "Estimate costs for environmental cleanup and remediation of land redevelopment…" rates augmented; 5 of the 6 matched rows here rate augmented and 1 rates exposed. Tracing every line back to a real invoice or quote is what keeps a budget defensible when the money actually moves. first step: SBA: Write your business plan (budgeting and cost-estimate basics) · free · ~20 min
#2 Directing AI to draft a regulatory submission or compliance write-up, then checking every claim against the actual code or standard
Among Bachelor of Entrepreneurship's matched ledger rows, Regulatory Affairs Managers' "Direct the preparation and submission of regulatory agency applications,…" rates augmented and Brownfield Redevelopment Specialists and Site Managers' "Coordinate on-site activities for environmental cleanup or remediation…" rates exposed; 2 of the 3 matched rows here rate augmented and 1 rates exposed. Tracing every cited requirement back to the actual code or standard is what keeps a regulatory submission safe to file. first step: FDA: Regulatory Information (how submissions and compliance reviews work) · free · ~15 min
#3 Rebuilding an AI-drafted performance or findings report from the underlying data before it goes to a decision-maker
Looking at the roles Bachelor of Entrepreneurship feeds into, Chief Executives' "Analyze operations to evaluate performance of a company or its staff in…" rates augmented and General and Operations Managers' "Review financial statements, sales or activity reports, or other performance…" rates augmented; all 2 matched rows here rate augmented. Rebuilding the headline figures yourself is what keeps a findings report something a decision-maker can act on without a second check. first step: Google Sheets Help: Create, edit, and format a report from raw data (pivot tables) · free · ~15 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 34 of your 70 charted tasks already run with AI in the loop. 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.
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