A network model of stress contagion : evidence from the vocational classroom

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Empirical Research in Vocational Education and Training. Springer. 2024, 16, 12. ISSN 1877-6337. eISSN 1877-6345. Verfügbar unter: doi: 10.1186/s40461-024-00166-0
Zusammenfassung

Purpose: Our study focuses on stress contagion in vocational school classes, examining how students’ stress experiences affect their spatial classmates. For this purpose, we apply a novel formal network model that allows us to differentiate between endogenous and exogenous peer effects in the stress contagion process. Using the network model, we investigate effects on students’ stress levels, considering the stress and coping experiences of spatial peers as well as didactic-methodological context factors.

Methods: We test our statistical model using secondary data collected in a study involving 53 students from two classes at a public German vocational training school. The students’ experiences of stress (time pressure, pressure to succeed) and coping strategies (understanding of the subject matter, self-confidence) were captured using the experience sampling method, while classroom characteristics (e.g., teacher instruction, cooperative work) were recorded through video-based analysis of lessons. Utilizing the panel data, we employ maximum likelihood estimation to assess the spatial peer effects model for both classrooms.

Results: Among other findings, all model specifications revealed significant peer effects for both stress measures, indicating that the higher the stress experience of immediate peers in the classroom, the higher the individual stress experienced by the students. Concerning the considered context factors, we found, for example, that increased cooperative work leads to higher levels of stress experience.

Conclusion: From a substantive perspective, our results underscore the role of peer-to-peer contagion in the vocational classroom and thus suggest a nuanced examination of cooperative practices. From a research methodology perspective, our approach illustrates how various methods (such as experience sampling, video-based classroom observation, and spatial network information) complement and enrich each other, highlighting the added value of our network analytical approach.

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330 Wirtschaft
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Stress contagion, Paradox of cooperation, Spatial network, Experience sampling, Video-based classroom observation, Network econometric approach
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ISO 690KÄRNER, Tobias, Livia SHKOZA, Winfried POHLMEIER, 2024. A network model of stress contagion : evidence from the vocational classroom. In: Empirical Research in Vocational Education and Training. Springer. 2024, 16, 12. ISSN 1877-6337. eISSN 1877-6345. Verfügbar unter: doi: 10.1186/s40461-024-00166-0
BibTex
@article{Karner2024-07-15netwo-70746,
  year={2024},
  doi={10.1186/s40461-024-00166-0},
  title={A network model of stress contagion : evidence from the vocational classroom},
  volume={16},
  issn={1877-6337},
  journal={Empirical Research in Vocational Education and Training},
  author={Kärner, Tobias and Shkoza, Livia and Pohlmeier, Winfried},
  note={Article Number: 12}
}
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Our study focuses on stress contagion in vocational school classes, examining how students’ stress experiences affect their spatial classmates. For this purpose, we apply a novel formal network model that allows us to differentiate between endogenous and exogenous peer effects in the stress contagion process. Using the network model, we investigate effects on students’ stress levels, considering the stress and coping experiences of spatial peers as well as didactic-methodological context factors.

Methods:
We test our statistical model using secondary data collected in a study involving 53 students from two classes at a public German vocational training school. The students’ experiences of stress (time pressure, pressure to succeed) and coping strategies (understanding of the subject matter, self-confidence) were captured using the experience sampling method, while classroom characteristics (e.g., teacher instruction, cooperative work) were recorded through video-based analysis of lessons. Utilizing the panel data, we employ maximum likelihood estimation to assess the spatial peer effects model for both classrooms.

Results:
Among other findings, all model specifications revealed significant peer effects for both stress measures, indicating that the higher the stress experience of immediate peers in the classroom, the higher the individual stress experienced by the students. Concerning the considered context factors, we found, for example, that increased cooperative work leads to higher levels of stress experience.

Conclusion:
From a substantive perspective, our results underscore the role of peer-to-peer contagion in the vocational classroom and thus suggest a nuanced examination of cooperative practices. From a research methodology perspective, our approach illustrates how various methods (such as experience sampling, video-based classroom observation, and spatial network information) complement and enrich each other, highlighting the added value of our network analytical approach.</dcterms:abstract>
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