Integrating discrete event simulation and data envelopment analysis for performance measurement and efficency evaluation of resource configurations in an outpatient clinic

Health care facilities, especially outpatient clinics, are the main source of medical care and treatment for the population. To provide quality services, facilities must perform their work optimally. System performance, such as patient wait time, patient cycle time, and throughput, can be measured u...

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Main Author: Mohamad Amirrul Muqmin, Mohamad Isa
Format: Thesis
Language:English
English
English
Published: 2023
Subjects:
Online Access:https://etd.uum.edu.my/11011/1/depositpermission-826822.pdf
https://etd.uum.edu.my/11011/2/s826822_01.pdf
https://etd.uum.edu.my/11011/3/s826822_02.pdf
https://etd.uum.edu.my/11011/
Abstract Abstract here
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author Mohamad Amirrul Muqmin, Mohamad Isa
author_facet Mohamad Amirrul Muqmin, Mohamad Isa
author_sort Mohamad Amirrul Muqmin, Mohamad Isa
description Health care facilities, especially outpatient clinics, are the main source of medical care and treatment for the population. To provide quality services, facilities must perform their work optimally. System performance, such as patient wait time, patient cycle time, and throughput, can be measured using discrete event simulation (DES). DES replicates facility structures and behaviour and provides a platform for measuring the impact of operational alternatives (resource configurations) on system performance. However, current tools from DES do not identify the best resource configurations for future implementation. Therefore, this research develops a DES model for an outpatient clinic and evaluates the effectiveness of a range of possible resource configurations to improve system performance. The Kesihatan Changlun clinic was considered as a case study. Relevant data, such as patient arrival time, resource service time, and patient flow were observed and collected. The information was then fed into the DES model, which was designed and developed using Arena software. The model was used to measure clinic performance and verify that the clinic was operating efficiently. Actual performance was then determined by testing the various resource configurations. Their relative efficiency was evaluated using Data Envelopment Analysis (DEA). To rank the efficient configurations, cross-efficiency analysis DEA was used. The analysis of the results showed that the Kesihatan Changlun clinic is efficient. However, performance can be further improved by allocating an appropriate number of resources to relevant processes. This research helps decision makers to effectively manage their healthcare facilities by finding the best resource configuration.
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spelling oai:etd.uum.edu.my:110112024-02-25T01:13:12Z https://etd.uum.edu.my/11011/ Integrating discrete event simulation and data envelopment analysis for performance measurement and efficency evaluation of resource configurations in an outpatient clinic Mohamad Amirrul Muqmin, Mohamad Isa HM Sociology. Health care facilities, especially outpatient clinics, are the main source of medical care and treatment for the population. To provide quality services, facilities must perform their work optimally. System performance, such as patient wait time, patient cycle time, and throughput, can be measured using discrete event simulation (DES). DES replicates facility structures and behaviour and provides a platform for measuring the impact of operational alternatives (resource configurations) on system performance. However, current tools from DES do not identify the best resource configurations for future implementation. Therefore, this research develops a DES model for an outpatient clinic and evaluates the effectiveness of a range of possible resource configurations to improve system performance. The Kesihatan Changlun clinic was considered as a case study. Relevant data, such as patient arrival time, resource service time, and patient flow were observed and collected. The information was then fed into the DES model, which was designed and developed using Arena software. The model was used to measure clinic performance and verify that the clinic was operating efficiently. Actual performance was then determined by testing the various resource configurations. Their relative efficiency was evaluated using Data Envelopment Analysis (DEA). To rank the efficient configurations, cross-efficiency analysis DEA was used. The analysis of the results showed that the Kesihatan Changlun clinic is efficient. However, performance can be further improved by allocating an appropriate number of resources to relevant processes. This research helps decision makers to effectively manage their healthcare facilities by finding the best resource configuration. 2023 Thesis NonPeerReviewed text en https://etd.uum.edu.my/11011/1/depositpermission-826822.pdf text en https://etd.uum.edu.my/11011/2/s826822_01.pdf text en https://etd.uum.edu.my/11011/3/s826822_02.pdf Mohamad Amirrul Muqmin, Mohamad Isa (2023) Integrating discrete event simulation and data envelopment analysis for performance measurement and efficency evaluation of resource configurations in an outpatient clinic. Masters thesis, Universiti Utara Malaysia.
spellingShingle HM Sociology.
Mohamad Amirrul Muqmin, Mohamad Isa
Integrating discrete event simulation and data envelopment analysis for performance measurement and efficency evaluation of resource configurations in an outpatient clinic
thesis_level Master
title Integrating discrete event simulation and data envelopment analysis for performance measurement and efficency evaluation of resource configurations in an outpatient clinic
title_full Integrating discrete event simulation and data envelopment analysis for performance measurement and efficency evaluation of resource configurations in an outpatient clinic
title_fullStr Integrating discrete event simulation and data envelopment analysis for performance measurement and efficency evaluation of resource configurations in an outpatient clinic
title_full_unstemmed Integrating discrete event simulation and data envelopment analysis for performance measurement and efficency evaluation of resource configurations in an outpatient clinic
title_short Integrating discrete event simulation and data envelopment analysis for performance measurement and efficency evaluation of resource configurations in an outpatient clinic
title_sort integrating discrete event simulation and data envelopment analysis for performance measurement and efficency evaluation of resource configurations in an outpatient clinic
topic HM Sociology.
url https://etd.uum.edu.my/11011/1/depositpermission-826822.pdf
https://etd.uum.edu.my/11011/2/s826822_01.pdf
https://etd.uum.edu.my/11011/3/s826822_02.pdf
https://etd.uum.edu.my/11011/
work_keys_str_mv AT mohamadamirrulmuqminmohamadisa integratingdiscreteeventsimulationanddataenvelopmentanalysisforperformancemeasurementandefficencyevaluationofresourceconfigurationsinanoutpatientclinic