Evidence you can follow.
Occupational references ground the tasks. Documentation and research inform the AI examples. Our sequences and scenarios are editorial teaching examples.
O*NET — Software DevelopersOccupational reference · Supports the role and task baseline; it does not validate our AI workflow sequences.O*NET — Business Intelligence AnalystsOccupational reference · A related occupation used to ground analytical tasks; Data Analyst is a broader title.O*NET — Project Management SpecialistsOccupational reference · Supports planning, coordination, and delivery responsibilities.O*NET — Market Research AnalystsRelated occupational reference · Supports market-research tasks only. Product Management spans several occupational categories.GitHub — Responsible use of inline suggestionsOfficial documentation · Documents review and security responsibilities for generated code; capabilities vary by tool and configuration.GitHub — About Copilot code reviewOfficial documentation · Evidence of an available assisted-review capability, not proof of universal adoption or correctness.Microsoft — Responsible use of Copilot in Power BIOfficial documentation · Documents analytical assistance and the need to review generated queries and provide model context. Power BI examples use DAX; our SQL examples are editorial adaptations.PMI — Human-in-the-loop for project managersProfessional organization · Discusses human guidance in AI-assisted project work.Nielsen Norman Group — Accelerating Research with AIProfessional research guidance · Describes assistance during research planning and analysis. Broader product-decision examples are editorial extrapolations.UNESCO — AI competency framework for studentsEducational framework · Informs the emphasis on human agency and responsible learning.NACE — Career readiness definedProfessional framework · Informs communication, critical thinking, and professional development activities.Lee et al. — Generative AI and critical thinking (CHI 2025)Peer-reviewed research · Survey-based, self-reported evidence about critical thinking. It does not establish causal effects or validate individual task workflows.