The call
Resist or Integrate, part by part
This unit certifies someone who uses advanced critical thinking to review and improve work practices, using analysis, synthesis and evaluation. The real job is a loop: establish where critical thinking belongs in the work, analyse existing or proposed practices to find their limitations, gather information, reason to solutions using critical thinking concepts, build a proposal through a decision-making framework, present and justify the decision to stakeholders, then reflect, seek feedback and plan how to keep improving. It is applied reasoning and judgement work, not recall, and the quality of the thinking is the whole point.
A subtle and genuinely mixed unit, and one where AI creates an unusual authenticity risk. Generative AI now produces fluent, plausible critical-thinking prose on demand, so an artifact-only reasoning task can look competent while proving little about the learner's own thinking. Information gathering and drafting options integrate. The reasoning, evaluation, decision-making and reflection at the heart of the unit stay AI-resistant, and the assessable act is the learner's judgement over the tool.
◀ RESIST (show it unaided)
(AI-augmented is the skill) INTEGRATE ▶
Establish the role of critical thinkingElement 1
Gather information on work practicesElement 2
Analyse limitations and reason to solutionsElement 2
Develop and present the proposalElement 2
Develop a critical thinking mindsetElement 3
Establish the role of critical thinking (Resist). Identifying what critical thinking is, evaluating where it applies and articulating its benefits is conceptual understanding the learner must own. AI generates fluent, plausible answers here on demand, so this stays shown unaided, with only the lightest benefit statement being lower stakes.
Gather information on work practices (Integrate). Locating information about work practices is now AI-assisted everyday work through search copilots and synthesis tools. Fighting that is not credible, so integrate it and assess the learner sourcing, verifying and selecting the information and catching fabrication, not the retrieval itself.
Analyse limitations and reason to solutions (Resist). Analysing practices to find their limitations and reasoning to a defensible solution is the core assessable judgement of the unit. AI can produce convincing analysis, which is exactly the authenticity risk, so this is the part that must be protected and shown unaided.
Develop and present the proposal (Split). AI can draft the proposal document and surface candidate options, so integrate that idea generation and drafting. Applying the decision-making framework, owning the reasoning, and justifying the decision live to stakeholders is unaided judgement and is the natural verification anchor.
Develop a critical thinking mindset (Resist). Reviewing decision-making, seeking feedback and identifying self-development are personal and reflective acts, and AI-fabricated reflection is a direct authenticity risk. Only the mechanical structuring of a future-improvement plan is a light integrate point where the priorities chosen stay the learner's.