Evidence map›Paper›PMID 40132009›Full record

ArticlePloS one2025

Intrinsic and extrinsic motives of undergraduate students for pursuing a master's degree: Applying the Eccles et al. expectancy-value model.

Susanne Bergann, Irmela Blüthmann, Martin Neugebauer, Rainer Watermann

Abstract read
In one paragraph

Article in PloS one, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Observational
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Susanne BergannUnit for Teaching and Education Quality, Freie Universität Berlin, Berlin, Germany.ORCID 0009-0009-1402-8788
Irmela BlüthmannUnit for Teaching and Education Quality, Freie Universität Berlin, Berlin, Germany.
Martin NeugebauerKarlsruhe University of Education, Karlsruhe, Germany.
Rainer WatermannDivision of Empirical Research in Education, Freie Universität Berlin, Berlin, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study investigates the factors driving students to pursue a master's degree, taking into account the mediating role of ability beliefs in this decision-making process. Previous research has primarily focused on a narrow range of explanatory factors, such as the utility value of a master's degree and associated monetary costs. Yet, the role of intrinsic value, expectations of success, and psychological costs of failure, which are crucial in the decision to pursue further studies, have been insufficiently explored. Drawing on the expectancy-value model by Eccles et al., this study develops a comprehensive model to examine the factors influencing bachelor's students' intentions to pursue a master's degree. Using structural equation modelling (SEM) to analyse cross-sectional data from N =  3,044 undergraduate students at a major German university, our findings provide robust support for the theoretical framework. Specifically, students' expectations of successfully completing a master's degree emerged as the strongest predictor of their intentions to transition (β = .42, p <  0.001). Intrinsic value, indicated by interest in scientific work, proved to be as important as the utility value (β = .36, p <  0.001). Moreover, psychological costs significantly influenced student's decisions (β =  -.21, p <  0.01). Notably, apart from academic performance, beliefs about general and scientific abilities contributed to both the expectancy and value components of the model. These results provide valuable insights for higher education institutions regarding programme development and counseling services aimed at supporting students during this critical decision-making process. Additionally, this study enriches the theoretical understanding of the complex dynamics involved in student's academic transitions.

Indexed as

Career ChoiceEducation, GraduateMotivationStudentsAdolescentAdultCross-Sectional StudiesDecision MakingFemaleGermanyHumansMaleSurveys and QuestionnairesUniversitiesYoung Adult

Identifiers

PMID40132009
PMCPMC11936261

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.