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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2022
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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. |
format | Online Article Text |
id | pubmed-8942060 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT swainajayak keyfactorsinachievingservicelevelagreementsslaforinformationtechnologyitincidentresolution AT garzavaleriar keyfactorsinachievingservicelevelagreementsslaforinformationtechnologyitincidentresolution |