Learning outcomes
Skills you can use and explain.
Every result combines practical use, human review and evidence that another person can check.
- 01
Select suitable AI assistance for a defined study or work task.
- 02
Write structured prompts and refine outputs through short review cycles.
- 03
Verify claims, data and citations using authoritative sources.
- 04
Protect confidential, personal and employer information.
- 05
Disclose AI assistance and preserve authentic professional contribution.
- 06
Design a portfolio-ready human-led workflow for a real task.
Course pathway
Frame. Collaborate. Verify. Demonstrate.
The course builds a repeatable work method and ends with clear evidence of responsible, practical skill.
Module 01Choose a valuable AI role+
- Begin with the decision or deliverable
- AI opportunity triage
- Use-case suitability decision
Module 02Collaborate through structured prompts+
- Prompting is structured collaboration
- Three-round prompt sprint
- Instruction quality decision
Module 03Verify, protect and disclose+
- Professional quality needs evidence
- Output evidence audit
- Confidentiality decision
Module 04Show your human contribution+
- Capability is visible in the process
- Portfolio workflow capstone
- Portfolio authenticity decision
Final portfolio project
Build a workflow you can explain in an interview.
Learners complete a real, safe task and record the goal, prompt, fact-checking, human work and final quality checks.
Designed for
People who need to make better technical decisions.
Best suited to
- Tertiary students and recent graduates
- Interns, apprentices and graduate trainees
- Jobseekers building digital confidence
- Early-career professionals across business functions
Preparation
- Basic confidence with web-based productivity tools
- One real but non-sensitive study or work task
- Access to an approved AI assistant where applicable
- No coding or data-science background required
Task canvas
Choose a valuable and suitable use case.
Prompt sprint
Iterate toward a reviewable output.
Evidence audit
Trace claims and correct unsupported material.
Portfolio workflow
Show the human judgement behind the result.
Group and in-house training