V Skill HF-D6.4-002 transversal 9 skills
Learning with AI assistance
Uses generative AI to obtain explanation, examples and practice faster, verifies the answers against reliable sources and critically tests what is adopted.
How hrmforce measures this
- Assessment method
- Work sample test · rho 0.33 (SD 0.09)
- hrmforce instrument
- Work sample test
- Competency (50-framework)
- Learning Ability
- Trainability
- high
- Demand outlook 2026 to 2030
- rising
The candidate performs a representative work sample under standardised conditions.
Behavioural anchors
| Level | Behaviour at this level |
|---|---|
| N1 Guided | Asks an AI assistant about unfamiliar concepts and puts the answers to an experienced colleague for checking. works under supervision and follows instruction · routine, one variable at a time · own task |
| N3 Proficient | Uses AI to explain and quiz on material, checks claims in original sources and names where the model was wrong. sets own approach and seeks input proactively · several variables, some ambiguity · own team or process |
| N5 Leading | Determines how the organisation uses AI for learning responsibly, sets rules for source verification and trains others in critical use. sets the standard and the policy · strategic, under high uncertainty · organisation, value chain or profession |
N2 and N4 are deliberately not anchored. Raters place them between the anchors, following the O*NET convention.
Underlying skills
These skills inherit the assessment route and the behavioural anchors of this construct.
| T | Skill | Definition | Demand outlook 2026 to 2030 |
|---|---|---|---|
| V | Practising with an AI assistant Practising with AI | Uses an AI assistant as sparring or practice partner and afterwards verifies the substantive accuracy. | rising |
| V | Writing a prompt for explanation Prompt writing | Formulates a question to an AI assistant with role, level, context and desired form of answer. | rising |
| V | Verifying an AI answer against the source Verifying AI output | Looks up the underlying document, article or legal provision to check whether the answer is correct. | rising |
| V | Comparing sources for AI answers Source triangulation | Sets the AI answer against two independent sources and judges where those diverge. | rising |
| V | Recognising hallucination in AI output Detecting hallucination | Recognises invented sources, figures or rules in AI output by implausibility and missing references. | rising |
| V | Critically checking an AI summary Checking AI summaries | Compares an AI summary with the original document and watches for lost nuance and context. | rising |
| V | Using AI for practice questions and feedback AI generated practice | Has an AI assistant generate practice questions, cases or feedback on own work and checks it critically. | rising |
| V | Documenting and accounting for AI use AI transparency | Makes visible where AI was used in a piece of work and which checks were carried out. | rising |
| V | Safeguarding privacy when using AI AI data protection | Enters no personal data or confidential company information into an AI tool without permission. | rising |