V Skill HF-D7.7-003 transversal 9 umiejętności
Evaluating and verifying AI output
Checks AI output for accuracy, completeness and usefulness, verifies claims against sources and decides whether the output is used.
W jaki sposób serwis hrmforce to mierzy
- Metoda oceny
- Work sample test · rho 0.33 (SD 0.09)
- hrmforce narzędzie
- Work sample test, Knowledge test (client-specific)
- Kompetencje (50-ramowe)
- Judgment
- Możliwość szkolenia
- high
- Prognoza popytu na lata 2026–2030
- rising
The candidate performs a representative work sample under standardised conditions.
Kotwice behawioralne
| Poziom | Zachowanie na tym poziomie |
|---|---|
| N1 Guided | Checks facts and figures from AI output against a reliable source before passing the result on. works under supervision and follows instruction · routine, one variable at a time · own task |
| N3 Proficient | Determines per task which checks are needed, spots incorrect or fabricated parts and accounts for the result used. sets own approach and seeks input proactively · several variables, some ambiguity · own team or process |
| N5 Leading | Designs the organisation's verification policy and determines for which applications human review remains mandatory. sets the standard and the policy · strategic, under high uncertainty · organisation, value chain or profession |
N2 i N4 celowo nie zostały przypisane do konkretnych punktów odniesienia. Oceniający umieszczają je pomiędzy punktami odniesienia, zgodnie z konwencją O*NET.
Podstawowe umiejętności
Umiejętności te dziedziczą ścieżkę oceny oraz punkty odniesienia behawioralne tej konstrukcji.
| T | Umiejętności | Definicja | Prognoza popytu na lata 2026–2030 |
|---|---|---|---|
| V | Verifying AI output AI output verification | Checks claims, figures and references from AI output against an independent source before use. | rising |
| V | Recognising hallucination Hallucination | Recognises invented facts, sources and quotations in AI output from internal contradictions and untraceable references. | rising |
| V | Checking AI source citations Citation checking | Opens and reads the cited sources and checks whether they exist and truly say what the model claims. | rising |
| V | Sampling AI output for accuracy Output sampling | Checks a random sample of large volumes of AI output and thereby estimates the error rate. | rising |
| V | Editing AI text to own standard Editing AI output | Rewrites AI text to own house style, audience and nuance and removes inflated or vague phrasing. | rising |
| V | Reviewing generated code Reviewing AI code | Reviews AI written code for behaviour, security, dependencies and readability before it is used. | rising |
| V | Setting quality criteria in advance Quality criteria | Records for an AI task what the output must satisfy so assessment does not happen on gut feeling. | rising |
| V | Recording the decision to use AI output AI use record | Records which AI output was used, who approved it and which adjustments were made. | rising |
| G | Countering over reliance on AI Automation bias | Keeps own professional judgement sharp, tests AI output against experience and voices doubt instead of going along. | rising |