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Not cooked*

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Master in Development Studies

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 HUMAN20

with AI33

shifting15

no data yet (no source, no guess)1

tasks charted · feeds 9 jobs68

of 68 charted tasks: 20 stay human · 33 run with AI in the loop · 15 are shifting. 1 more are no data yet: no source, no guess. counts only: we don't do scores.

Economist[feeds: source]

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 ↗

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 ↗

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 ↗

Social and Community Service Managers[feeds: source]

Establish and oversee administrative procedures to meet objectives set by boards of directors or senior management.shifting

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

open source ↗

Direct activities of professional and technical staff members and volunteers.stays human

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

open source ↗

Evaluate the work of staff and volunteers to ensure that programs are of appropriate quality and that resources are used effectively.stays human

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

open source ↗

Participate in the determination of organizational policies regarding such issues as participant eligibility, program requirements, and program benefits.shifting

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

open source ↗

Prepare and maintain records and reports, such as budgets, personnel records, or training manuals.with AI

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

open source ↗

Provide direct service and support to individuals or clients, such as handling a referral for child advocacy issues, conducting a needs evaluation, or resolving complaints.stays human

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

open source ↗

Establish and maintain relationships with other agencies and organizations in community to meet community needs and to ensure that services are not duplicated.with AI

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

open source ↗

Recruit, interview, and hire or sign up volunteers and staff.stays human

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

open source ↗

the delta: what moves your picture

#1 Using AI to prepare for interagency or cross-team coordination, while keeping the actual relationship and follow-through human

In Master in Development Studies' own task ledger, Wind Energy Operations Managers' "Develop relationships and communicate with customers, site managers,…" rates augmented and Social and Community Service Managers' "Establish and oversee administrative procedures to meet objectives set by…" rates exposed; 2 of the 3 matched rows here rate augmented and 1 rates exposed. Owning the actual relationship and any commitment made in the room is the part of interagency coordination no AI summary can carry for you. first step: SBA: Grow your business guide (free, official) · free · ~12 min

#2 Drafting project status and progress reports with AI while verifying every milestone claim against the actual schedule

Among Master in Development Studies' matched ledger rows, 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

#3 Cleaning survey, demographic, or field-research data with AI, validated line-by-line against the codebook

Looking at the roles Master in Development Studies feeds into, Social Science Research Assistants' "Design and create special programs for tasks such as statistical analysis and…" rates augmented; 3 of the 5 matched rows here rate augmented and 2 rate exposed. Checking every flagged case against the real codebook before correcting it is what keeps a cleaned dataset honest. first step: The DHS Program: "Guide to DHS Statistics" (free public methods handbook) · free · ~25 min

* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 33 of your 68 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.

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