Development of different motivational cost component classes in university courses: group specific trajectories and later examination behavior

Abstract Motivational costs in situated expectancy-value theory are associated with low examination performance and are often analyzed unidimensionally by one factor, at only a few measurement points, in long-term assessments, and in specific academic fields, e.g. STEM. We analyze four cost components and their interindividually different development trajectories in university courses over one semester, taking into account demographic factors and subsequent examination behavior. We use longitudinal data from N = 374 students (prospective teachers and students in the BA Rehabilitation Education program) with three measurement points per semester. We identified different class solutions for each cost component with growth mixture models. Results revealed 3 classes of trajectories for task effort cost, 2 classes of trajectories for outside effort cost, 4 classes of trajectories for loss of valued alternatives, and 4 classes of trajectories for emotional costs. Furthermore, we found associations between these trajectory class solutions and migration background, working while studying, gender, and examination scores. Our study provides guidance for the development of teaching and curricula as well as support programs for vulnerable groups.

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Publication Details

Journal
Motivation and Emotion
Published
2026-01-14
DOI
https://doi.org/10.1007/s11031-026-10193-x
Primary Topic
Psychometric Methodologies and Testing
Type
article
Field-Weighted Citation Impact
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article

Development of different motivational cost component classes in university courses: group specific trajectories and later examination behavior

Olga Kunina‐Habenicht, Luise von Keyserlingk, Steffen Wild
Motivation and Emotion
Psychometric Methodologies and Testing
article

Development of different motivational cost component classes in university courses: group specific trajectories and later examination behavior

Olga Kunina‐Habenicht, Luise von Keyserlingk, Steffen Wild
article en

Abstract

Abstract Motivational costs in situated expectancy-value theory are associated with low examination performance and are often analyzed unidimensionally by one factor, at only a few measurement points, in long-term assessments, and in specific academic fields, e.g. STEM. We analyze four cost components and their interindividually different development trajectories in university courses over one semester, taking into account demographic factors and subsequent examination behavior. We use longitudinal data from N = 374 students (prospective teachers and students in the BA Rehabilitation Education program) with three measurement points per semester. We identified different class solutions for each cost component with growth mixture models. Results revealed 3 classes of trajectories for task effort cost, 2 classes of trajectories for outside effort cost, 4 classes of trajectories for loss of valued alternatives, and 4 classes of trajectories for emotional costs. Furthermore, we found associations between these trajectory class solutions and migration background, working while studying, gender, and examination scores. Our study provides guidance for the development of teaching and curricula as well as support programs for vulnerable groups.

Motivation and Emotion
TU Dortmund University (DE), University of Tübingen (DE)
Openalex Percentile: Top 91%
Psychometric Methodologies and Testing
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Development of different motivational cost component classes in university courses: group specific trajectories and later examination behavior — Olga Kunina‐Habenicht, Luise von Keyserlingk, et al. · Motivation and Emotion (2026) | TGRS Research Map | TGRS