OtherFrontiers in rehabilitation sciences2026

A preliminary analysis of the psychometric properties of the German O*NET interest profiler short form in rehabilitation education.

Steffen Wild, Michélle Möhring

PMID 42694240

WHAT IT FOUND

A German vocational interest test shows the six interest types arranged roughly as theory predicts in rehabilitation education students, but it does not predict student satisfaction or dropout.

Do not use it to advise a student on staying or switching.

Key findings

01The six interest types are arranged roughly in the expected order, but the pattern is not a clean hexagon — some non-adjacent types are more similar than theory predicts, which limits how confidently you can interpret distance-based matching scores.

02Vocational interests are related to but clearly distinct from the Big Five personality traits, confirming the test measures something beyond general personality.

03Matching a student's interests to their program did not reliably predict satisfaction or dropout intention; the correlations that did reach significance were very small and the authors state the hypothesis was not confirmed.

STILL TO COME

How it was doneWhat they found

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What it does not show

The sample is small (173) and 83% female, so the test's behaviour in male students or in mixed-gender groups is unknown. The study is a one-time snapshot; it cannot show whether interest scores are stable over time or whether they predict outcomes later. Only about 15% of invited students responded, which may mean the sample skews toward those with particular attitudes toward their program. Several interest scales showed floor effects (many students scoring at the bottom), which compresses the range and makes it harder to detect real differences between students. The program does not lead to a single defined career, so the 'environment' profile used for matching is inherently vague — the authors note this may be a theoretical limit of the matching approach rather than a flaw in the test. More than half the sample came from one university (TU Dortmund), raising the possibility of institution-specific effects. Factor analysis could not be performed because the sample was too small relative to the number of items.

Declared interests

The authors declared that no financial support was received for the work or its publication.

The easy way to misread this

Do not read the partial structural support as a green light to use this test for individual career counselling. The study found no reliable link between a student's interest match and whether they will be satisfied or stay in their program, and the authors explicitly state the effect sizes are too small to justify high-stakes individual decisions.

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The study

Participants
173 students (126 bachelor's, 47 master's) in rehabilitation education at four German universities
Certainty of evidence
Low

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    Steffen Wild, Michélle Möhring A preliminary analysis of the psychometric properties of the German O*NET interest profiler short form in rehabilitation education. Frontiers in rehabilitation sciences. 2026.

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