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Key Factors in Achieving Service Level Agreements (SLA) for Information Technology (IT) Incident Resolution

In this paper, we analyze the impact of various factors on meeting service level agreements (SLAs) for information technology (IT) incident resolution. Using a large IT services incident dataset, we develop and compare multiple models to predict the value of a target Boolean variable indicating whet...

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Detalles Bibliográficos
Autores principales: Swain, Ajaya K., Garza, Valeria R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8942060/
https://www.ncbi.nlm.nih.gov/pubmed/35345578
http://dx.doi.org/10.1007/s10796-022-10266-5
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author Swain, Ajaya K.
Garza, Valeria R.
author_facet Swain, Ajaya K.
Garza, Valeria R.
author_sort Swain, Ajaya K.
collection PubMed
description In this paper, we analyze the impact of various factors on meeting service level agreements (SLAs) for information technology (IT) incident resolution. Using a large IT services incident dataset, we develop and compare multiple models to predict the value of a target Boolean variable indicating whether an incident met its SLA. Logistic regression and neural network models are found to have the best performance in terms of misclassification rates and average squared error. From the best-performing models, we identify a set of key variables that influence the achievement of SLAs. Based on model insights, we provide a thorough discussion of IT process management implications. We suggest several strategies that can be adopted by incident management teams to improve the quality and effectiveness of incident management processes, and recommend avenues for future research.
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spelling pubmed-89420602022-03-24 Key Factors in Achieving Service Level Agreements (SLA) for Information Technology (IT) Incident Resolution Swain, Ajaya K. Garza, Valeria R. Inf Syst Front Article In this paper, we analyze the impact of various factors on meeting service level agreements (SLAs) for information technology (IT) incident resolution. Using a large IT services incident dataset, we develop and compare multiple models to predict the value of a target Boolean variable indicating whether an incident met its SLA. Logistic regression and neural network models are found to have the best performance in terms of misclassification rates and average squared error. From the best-performing models, we identify a set of key variables that influence the achievement of SLAs. Based on model insights, we provide a thorough discussion of IT process management implications. We suggest several strategies that can be adopted by incident management teams to improve the quality and effectiveness of incident management processes, and recommend avenues for future research. Springer US 2022-03-23 2023 /pmc/articles/PMC8942060/ /pubmed/35345578 http://dx.doi.org/10.1007/s10796-022-10266-5 Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2022 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Swain, Ajaya K.
Garza, Valeria R.
Key Factors in Achieving Service Level Agreements (SLA) for Information Technology (IT) Incident Resolution
title Key Factors in Achieving Service Level Agreements (SLA) for Information Technology (IT) Incident Resolution
title_full Key Factors in Achieving Service Level Agreements (SLA) for Information Technology (IT) Incident Resolution
title_fullStr Key Factors in Achieving Service Level Agreements (SLA) for Information Technology (IT) Incident Resolution
title_full_unstemmed Key Factors in Achieving Service Level Agreements (SLA) for Information Technology (IT) Incident Resolution
title_short Key Factors in Achieving Service Level Agreements (SLA) for Information Technology (IT) Incident Resolution
title_sort key factors in achieving service level agreements (sla) for information technology (it) incident resolution
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8942060/
https://www.ncbi.nlm.nih.gov/pubmed/35345578
http://dx.doi.org/10.1007/s10796-022-10266-5
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