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V Skill HF-D7.2-007 job-specific 10 skills

Psychometric analysis

Analyses test data for reliability, validity, item functioning and norms and judges whether an instrument fits its intended use.

How hrmforce measures this

Assessment method
Work sample test · rho 0.33 (SD 0.09)
hrmforce instrument
Work sample test, Portfolio
Competency (50-framework)
Judgment
Trainability
medium
Demand outlook 2026 to 2030
rising

The candidate performs a representative work sample under standardised conditions.

Behavioural anchors

LevelBehaviour at this level
N1 Guided Computes reliability measures and item statistics as prescribed and delivers the output to the responsible researcher.
works under supervision and follows instruction · routine, one variable at a time · own task
N3 Proficient Runs item and factor analyses on a test administration, assesses norm groups and advises on revising items or scales.
sets own approach and seeks input proactively · several variables, some ambiguity · own team or process
N5 Leading Sets psychometric quality requirements for the instrument portfolio and accounts for validity and fairness to clients and regulators.
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.

TSkillDefinitionDemand outlook 2026 to 2030
V Calculating Cronbachs alpha
Cronbachs alpha
Calculates the internal consistency of a scale and judges whether items measure the same construct sufficiently. stable
V Performing item analysis
Item analysis
Analyses difficulty, discrimination and rest correlation per item and selects or revises items accordingly. stable
V Applying item response theory
Item response theory · IRT
Models the probability of an item response as a function of ability and uses the parameters for test construction. rising
V Conducting factor analysis
Factor analysis
Investigates with exploratory or confirmatory factor analysis which underlying dimensions an item set measures. stable
V Investigating differential item functioning
Differential item functioning · DIF
Investigates whether an item functions differently across groups at equal ability and describes consequences for fair use. rising
V Constructing a norm group
Norming · Norm group
Composes a norm group, calculates norm scores and describes for whom the norms are valid. stable
V Establishing reliability
Reliability · Test retest
Determines reliability through repeated measurement, parallel forms or rater agreement and reports the standard error of measurement. stable
V Conducting validity research
Validity study
Substantiates with content, constructs and criteria whether an instrument measures and predicts what it intends. rising
V Analysing adverse impact
Adverse impact
Calculates selection ratios per group and judges whether a selection tool unintentionally excludes groups unequally. rising
V Weighting and combining assessment scores
Score combination
Combines scores from several instruments into a judgement using predefined weights and decision rules. rising
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