Evidence map›Paper›PMID 42199664›Full record

ArticleFrontiers in health services2026

Development of a discrete choice experiment-an instrument to weight the preferences of registered nursing undergraduates to future employers: a descriptive study.

Jana Bartakova, Martine Sophie Amrein, Diana Trutschel, Michael Simon

Abstract read
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Article in Frontiers in health services, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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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.

Jana BartakovaInstitute of Nursing Science, Department of Public Health, University of Basel, Basel, Switzerland.
Martine Sophie AmreinInstitute of Nursing Science, Department of Public Health, University of Basel, Basel, Switzerland.
Diana TrutschelInstitute of Nursing Science, Department of Public Health, University of Basel, Basel, Switzerland.
Michael SimonInstitute of Nursing Science, Department of Public Health, University of Basel, Basel, Switzerland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Healthcare systems worldwide, including in Switzerland, struggle to retain nurses and make the profession appealing to young people. Studies identify factors influencing Swiss nurses' job attraction and retention, but these factors are often presented as simple lists without insights into their impact-a crucial aspect for making informed policy decisions. This gap highlights the need for a strategy to assess these factors and their weight on nurses' career decisions. Aim: To develop and pretest a Discrete Choice Experiment (DCE) questionnaire that effectively measures the importance of various job attributes (i.e., job characteristics) influencing Swiss registered nurse graduates' employment decision, while also revealing their weight of influence. Design methods: The development of the DCE questionary involved three phases: (1) Identifying attributes and assigning levels (e.g., leadership: yes/no) based on a literature review and interviews with experts; (2) Selecting the statistically optimal D-efficient experimental design and constructing choice sets; and (3) Developing the questionnaire and two pretesting with data collection, targeting graduating classes of registered nurses. The final DCE included nine attributes with two or three levels and consisted of 18 choice sets, each presenting three hypothetical jobs defined by different combinations of attribute levels, from which participants selected their preferred option. The survey also incorporated an internal consistency test and socio-demographic data collection. The two pretests included interviews with volunteer respondents. Results: The first pretest with 67 students (mean age 23.6 ± 2.8 years; 82.1% female) led to wording adjustments for four attributes and two levels. The second pretest with 53 students (mean age 25.3 ± 4.3 years; 67.9% female) confirmed the survey's clarity, lack of hypothetical job dominance, effective trade-off enforcement, and completion time of 15-30 min. Discussion: The second pretest revealed shifts in attribute prioritisation following questionnaire refinements, demonstrating that changes in attribute wording can meaningfully influence perceived importance and highlighting the critical role of precise definitions in shaping respondents' preferences.

Indexed as

discrete choice experiment (DCE)job attributesjob preferencesnurse workforceswitzeralndworkforce retention

Identifiers

PMID42199664
PMCPMC13199924

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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 Socratic graph.