Prediction of bullying at work: A data-driven analysis of the Finnish public sector cohort study

Jenni Ervasti; Jaana Pentti; Piia Seppala; Annina Ropponen; Marianna Virtanen; Marko Elovainio; Tarani Chandola; Mika Kivimaki; Jaakko Airaksinen

doi:10.1016/j.socscimed.2022.115590

Prediction of bullying at work: A data-driven analysis of the Finnish public sector cohort study

Jenni Ervasti, Jaana Pentti, Piia Seppala, Annina Ropponen, Marianna Virtanen, Marko Elovainio, Tarani Chandola, Mika Kivimaki, Jaakko Airaksinen

Research output: Contribution to journal › Article › Scientific › peer-review

Original language	English
Article number	115590
Journal	Social Science & Medicine
Volume	317
Number of pages	9
ISSN	0277-9536
DOIs	https://doi.org/10.1016/j.socscimed.2022.115590
Publication status	Published - Jan 2023
MoE publication type	A1 Journal article-refereed

Fields of Science

Lasso regression
Longitudinal
Psychosocial work environment
Risk prediction
Workplace bullying
5200 Other social sciences

Access to Document

10.1016/j.socscimed.2022.115590Licence: CC BY

1-s2.0-S0277953622008966-mainFinal published version, 3.78 MBLicence: CC BY

Cite this

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title = "Prediction of bullying at work: A data-driven analysis of the Finnish public sector cohort study",

keywords = "Lasso regression, Longitudinal, Psychosocial work environment, Risk prediction, Workplace bullying, 5200 Other social sciences",

author = "Jenni Ervasti and Jaana Pentti and Piia Seppala and Annina Ropponen and Marianna Virtanen and Marko Elovainio and Tarani Chandola and Mika Kivimaki and Jaakko Airaksinen",

year = "2023",

month = jan,

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language = "English",

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T2 - A data-driven analysis of the Finnish public sector cohort study

AU - Ervasti, Jenni

AU - Pentti, Jaana

AU - Seppala, Piia

AU - Ropponen, Annina

AU - Virtanen, Marianna

AU - Elovainio, Marko

AU - Chandola, Tarani

AU - Kivimaki, Mika

AU - Airaksinen, Jaakko

PY - 2023/1

Y1 - 2023/1

KW - Lasso regression

KW - Longitudinal

KW - Psychosocial work environment

KW - Risk prediction

KW - Workplace bullying

KW - 5200 Other social sciences

U2 - 10.1016/j.socscimed.2022.115590

DO - 10.1016/j.socscimed.2022.115590

M3 - Article

C2 - 36463685

SN - 0277-9536

VL - 317

JO - Social Science & Medicine

JF - Social Science & Medicine

M1 - 115590

ER -