TRAINING OUTCOMES

Practical capability that can be observed, tested and improved.

We are not building training around completion alone. The Academy is designed to help learners use AI more effectively, recognise where it can fail, and retain responsibility for the final result.

WHAT LEARNERS SHOULD BE ABLE TO DO

From awareness to workplace application.

The intended outcomes focus on practical behaviour, not just remembering definitions.

OUTCOME 01

Recognise appropriate AI use

Identify lower-consequence tasks where AI can reasonably assist, and recognise when a task requires additional review or should remain outside AI decision-making.

OUTCOME 02

Give better instructions

Provide useful context, facts, audience, objective, format and limitations so AI has a better chance of producing a useful first result.

OUTCOME 03

Challenge AI output

Identify unsupported assumptions, invented details, missing context, uncertainty and statements that require verification.

OUTCOME 04

Protect workplace information

Recognise that commercial availability does not equal workplace approval, and apply employer requirements around confidentiality, personal information and proprietary data.

OUTCOME 05

Use AI to improve work

Apply AI to suitable communication, planning, summarising, first-draft and administrative tasks while preserving intended meaning and workplace context.

OUTCOME 06

Retain human accountability

Understand that AI can assist with the work but does not become the competent person, supervisor, engineer, trainer, statutory decision-maker or final approver.

MEASURE WHAT MATTERS

Three questions should guide every pilot.

Does it save time?

Measure appropriate tasks before and after training to see whether AI reduces unnecessary administration without introducing unacceptable rework.

Does it improve the work?

Compare clarity, structure, usefulness and completeness of human-reviewed outputs rather than relying on learner satisfaction alone.

Does it improve judgement?

Test whether learners are better at identifying unreliable, inappropriate or high-consequence AI use after the training.

RISE™ IN PRACTICE

A repeatable way to move from task to accountable outcome.

RISE™ is intended to create observable behaviour that can be practiced and reviewed.

R — RECOGNISECan AI appropriately assist with this task?
I — INSTRUCTHave I provided the right context, facts and limits?
S — SCRUTINISEWhat is unsupported, uncertain, missing or wrong?
E — EXECUTEWhat must I verify, edit, approve and own?
EVIDENCE, NOT HYPE

What an employer pilot can capture.

The exact measures should be agreed with the employer and matched to the pilot cohort and task type.

AreaPossible evidenceWhat we are looking for
TimeBaseline vs post-training task timeReduction in unnecessary drafting or organisation time without quality loss.
QualityHuman-reviewed work samplesClearer structure, better communication and fewer avoidable omissions.
JudgementScenario-based assessmentBetter identification of hallucinations, unsupported statements and high-consequence uses.
Information handlingScenario responsesImproved recognition of confidentiality, privacy and employer-approved system requirements.
ConfidencePre/post learner self-ratingConfidence that is matched by better review behaviour—not blind trust in AI.
Workplace relevanceSupervisor and participant feedbackEvidence that the examples and workflows reflect real industrial work.
Important: The Academy will not publish productivity or performance claims until they are supported by real pilot evidence.
ASSESSMENT DIRECTION

Judgement matters more than multiple-choice recall.

Knowledge checks have a place, but practical assessment should increasingly ask learners to work through realistic scenarios.

Scenario

Provide rough shift notes, a workplace email or supplied information that needs organising.

AI-assisted task

Ask the learner to use AI appropriately to create a useful first result.

Human review

Require the learner to identify what must be corrected, verified, withheld, escalated or approved before use.

EMPLOYER & PILOT ENQUIRIES

Want to test these outcomes with a real workforce?

We welcome conversations with mining, trades, maintenance, industrial and training organisations interested in a controlled pilot.