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Companies under stress: the impact of shocks on the production network

In this paper we analyze the effect of shocks in production networks. Our work is based on a rich dataset that contains information about companies from Slovenia right after the financial crisis of 2008. The processed data spans for 8 years and covers the transaction history as well as performance i...

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Detalles Bibliográficos
Autores principales: Pálovics, Róbert, Dolenc, Primož, Leskovec, Jure
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8660722/
https://www.ncbi.nlm.nih.gov/pubmed/34966638
http://dx.doi.org/10.1140/epjds/s13688-021-00310-w
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author Pálovics, Róbert
Dolenc, Primož
Leskovec, Jure
author_facet Pálovics, Róbert
Dolenc, Primož
Leskovec, Jure
author_sort Pálovics, Róbert
collection PubMed
description In this paper we analyze the effect of shocks in production networks. Our work is based on a rich dataset that contains information about companies from Slovenia right after the financial crisis of 2008. The processed data spans for 8 years and covers the transaction history as well as performance indicators and various metadata of the companies. We define sales shocks at different levels, and identify companies impacted by them. Next we investigate stress, the potential immediate upstream and downstream impact of a shock within the production network. We base our main findings on a matched pairs analysis of stressed companies. We find that both shock and stress are associated with reporting bankruptcy in the future and that stress foremost impacts the future sales of customers. Furthermore, we find evidence that stress not only results in performance losses but the reconfiguration of the production network as well. We show that stressed companies actively seek for new trading partners, and that these new links often share the industry of the shocked company. These results suggest that both stressed customers and suppliers react quickly to stress and adjust their trading relationships.
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spelling pubmed-86607222021-12-27 Companies under stress: the impact of shocks on the production network Pálovics, Róbert Dolenc, Primož Leskovec, Jure EPJ Data Sci Regular Article In this paper we analyze the effect of shocks in production networks. Our work is based on a rich dataset that contains information about companies from Slovenia right after the financial crisis of 2008. The processed data spans for 8 years and covers the transaction history as well as performance indicators and various metadata of the companies. We define sales shocks at different levels, and identify companies impacted by them. Next we investigate stress, the potential immediate upstream and downstream impact of a shock within the production network. We base our main findings on a matched pairs analysis of stressed companies. We find that both shock and stress are associated with reporting bankruptcy in the future and that stress foremost impacts the future sales of customers. Furthermore, we find evidence that stress not only results in performance losses but the reconfiguration of the production network as well. We show that stressed companies actively seek for new trading partners, and that these new links often share the industry of the shocked company. These results suggest that both stressed customers and suppliers react quickly to stress and adjust their trading relationships. Springer Berlin Heidelberg 2021-12-09 2021 /pmc/articles/PMC8660722/ /pubmed/34966638 http://dx.doi.org/10.1140/epjds/s13688-021-00310-w Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Regular Article
Pálovics, Róbert
Dolenc, Primož
Leskovec, Jure
Companies under stress: the impact of shocks on the production network
title Companies under stress: the impact of shocks on the production network
title_full Companies under stress: the impact of shocks on the production network
title_fullStr Companies under stress: the impact of shocks on the production network
title_full_unstemmed Companies under stress: the impact of shocks on the production network
title_short Companies under stress: the impact of shocks on the production network
title_sort companies under stress: the impact of shocks on the production network
topic Regular Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8660722/
https://www.ncbi.nlm.nih.gov/pubmed/34966638
http://dx.doi.org/10.1140/epjds/s13688-021-00310-w
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