An integrated G-MACONT approach for healthcare supplier selection
PurposeSupplier selection along with continuous evaluation of their performance is a crucial activity in healthcare supply chain management for effective utilization of scarce resources while providing quality service at an affordable price, and minimizing chances of stock-out, avoiding serious cons...
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Veröffentlicht in: | Grey systems 2024-03, Vol.14 (2), p.318-336 |
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description | PurposeSupplier selection along with continuous evaluation of their performance is a crucial activity in healthcare supply chain management for effective utilization of scarce resources while providing quality service at an affordable price, and minimizing chances of stock-out, avoiding serious consequences on the illness or fatality of the patients. Presence of both qualitative and quantitative evaluation criteria, set of potential suppliers and participation of different stakeholders with varying interest make healthcare supplier selection a challenging task which can be effectively solved using any of the multi-criteria decision making (MCDM) methods.Design/methodology/approachTo deal with various qualitative criteria, like cost, quality, delivery performance, reliability, responsiveness and flexibility, this paper proposes integration of grey system theory with a newly developed MCDM tool, i.e. mixed aggregation by comprehensive normalization technique (MACONT) to identify the best performing supplier for pharmaceutical items in a healthcare unit from a pool of six competing alternatives based on the opinions of three healthcare professionals.FindingsWhile assessing importance of the six evaluation criteria and performance of the alternative healthcare suppliers against those criteria using grey numbers, and exploring use of three normalization procedures and two aggregation operations of MACONT method, this integrated approach singles out S5 as the most compromised healthcare supplier for the considered problem. A sensitivity analysis of its ranking performance against varying values of both balance parameters and preference parameters also validates its solution accuracy and robustness.Originality/valueThis integrated approach can thus efficiently solve healthcare supplier selection problems based on qualitative evaluation criteria in uncertain group decision making environment. It can also be deployed to deal with other decision making problems in the healthcare sector, like supplier selection for healthcare devices, performance evaluation of healthcare units, ranking of physicians etc. |
doi_str_mv | 10.1108/GS-07-2023-0068 |
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Presence of both qualitative and quantitative evaluation criteria, set of potential suppliers and participation of different stakeholders with varying interest make healthcare supplier selection a challenging task which can be effectively solved using any of the multi-criteria decision making (MCDM) methods.Design/methodology/approachTo deal with various qualitative criteria, like cost, quality, delivery performance, reliability, responsiveness and flexibility, this paper proposes integration of grey system theory with a newly developed MCDM tool, i.e. mixed aggregation by comprehensive normalization technique (MACONT) to identify the best performing supplier for pharmaceutical items in a healthcare unit from a pool of six competing alternatives based on the opinions of three healthcare professionals.FindingsWhile assessing importance of the six evaluation criteria and performance of the alternative healthcare suppliers against those criteria using grey numbers, and exploring use of three normalization procedures and two aggregation operations of MACONT method, this integrated approach singles out S5 as the most compromised healthcare supplier for the considered problem. A sensitivity analysis of its ranking performance against varying values of both balance parameters and preference parameters also validates its solution accuracy and robustness.Originality/valueThis integrated approach can thus efficiently solve healthcare supplier selection problems based on qualitative evaluation criteria in uncertain group decision making environment. It can also be deployed to deal with other decision making problems in the healthcare sector, like supplier selection for healthcare devices, performance evaluation of healthcare units, ranking of physicians etc.</description><identifier>ISSN: 2043-9377</identifier><identifier>EISSN: 2043-9385</identifier><identifier>DOI: 10.1108/GS-07-2023-0068</identifier><language>eng</language><publisher>Bingley: Emerald Publishing Limited</publisher><subject>Component and supplier management ; Decision making ; Fuzzy sets ; Health care ; Linguistics ; Multiple criterion ; Parameters ; Performance evaluation ; Pharmaceuticals ; Product quality ; Ranking ; Robustness (mathematics) ; Sensitivity analysis ; Suppliers ; Supply chain management ; Supply chains ; System theory</subject><ispartof>Grey systems, 2024-03, Vol.14 (2), p.318-336</ispartof><rights>Emerald Publishing Limited</rights><rights>Emerald Publishing Limited.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c308t-86c99746c3a6602206514e9f7f867d9ed56554dfe30c5cbab6f5623c2d6335883</citedby><cites>FETCH-LOGICAL-c308t-86c99746c3a6602206514e9f7f867d9ed56554dfe30c5cbab6f5623c2d6335883</cites><orcidid>0009-0003-0127-1929 ; 0000-0002-0469-1326 ; 0000-0002-9624-5656</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.emerald.com/insight/content/doi/10.1108/GS-07-2023-0068/full/html$$EHTML$$P50$$Gemerald$$H</linktohtml><link.rule.ids>314,776,780,21675,27903,27904,53222</link.rule.ids></links><search><creatorcontrib>Chakraborty, Santonab</creatorcontrib><creatorcontrib>Raut, Rakesh D.</creatorcontrib><creatorcontrib>Rofin, T.M.</creatorcontrib><creatorcontrib>Chakraborty, Shankar</creatorcontrib><title>An integrated G-MACONT approach for healthcare supplier selection</title><title>Grey systems</title><description>PurposeSupplier selection along with continuous evaluation of their performance is a crucial activity in healthcare supply chain management for effective utilization of scarce resources while providing quality service at an affordable price, and minimizing chances of stock-out, avoiding serious consequences on the illness or fatality of the patients. Presence of both qualitative and quantitative evaluation criteria, set of potential suppliers and participation of different stakeholders with varying interest make healthcare supplier selection a challenging task which can be effectively solved using any of the multi-criteria decision making (MCDM) methods.Design/methodology/approachTo deal with various qualitative criteria, like cost, quality, delivery performance, reliability, responsiveness and flexibility, this paper proposes integration of grey system theory with a newly developed MCDM tool, i.e. mixed aggregation by comprehensive normalization technique (MACONT) to identify the best performing supplier for pharmaceutical items in a healthcare unit from a pool of six competing alternatives based on the opinions of three healthcare professionals.FindingsWhile assessing importance of the six evaluation criteria and performance of the alternative healthcare suppliers against those criteria using grey numbers, and exploring use of three normalization procedures and two aggregation operations of MACONT method, this integrated approach singles out S5 as the most compromised healthcare supplier for the considered problem. A sensitivity analysis of its ranking performance against varying values of both balance parameters and preference parameters also validates its solution accuracy and robustness.Originality/valueThis integrated approach can thus efficiently solve healthcare supplier selection problems based on qualitative evaluation criteria in uncertain group decision making environment. It can also be deployed to deal with other decision making problems in the healthcare sector, like supplier selection for healthcare devices, performance evaluation of healthcare units, ranking of physicians etc.</description><subject>Component and supplier management</subject><subject>Decision making</subject><subject>Fuzzy sets</subject><subject>Health care</subject><subject>Linguistics</subject><subject>Multiple criterion</subject><subject>Parameters</subject><subject>Performance evaluation</subject><subject>Pharmaceuticals</subject><subject>Product quality</subject><subject>Ranking</subject><subject>Robustness (mathematics)</subject><subject>Sensitivity analysis</subject><subject>Suppliers</subject><subject>Supply chain management</subject><subject>Supply chains</subject><subject>System theory</subject><issn>2043-9377</issn><issn>2043-9385</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><recordid>eNptkL1PwzAQxS0EElXpzBqJ2e3Fjj8yRhUEpEKHltlynTNNlSbBTgf-e1IVISFxy93w3t27HyH3KczTFPSi3FBQlAHjFEDqKzJhkHGacy2uf2elbsksxgOMJYBByiakKNqkbgf8CHbAKinpa7Fcv20T2_ehs26f-C4ke7TNsHc2YBJPfd_UGJKIDbqh7to7cuNtE3H206fk_elxu3ymq3X5sixW1HHQA9XS5bnKpONWSmAMpEgzzL3yWqoqx0pIIbLKIwcn3M7upBeScccqybnQmk_Jw2XvGOzzhHEwh-4U2vGkYeOfqWaay1G1uKhc6GIM6E0f6qMNXyYFc0Zlyo0BZc6ozBnV6JhfHHjEYJvqH8MftvwbiadnEg</recordid><startdate>20240308</startdate><enddate>20240308</enddate><creator>Chakraborty, Santonab</creator><creator>Raut, Rakesh D.</creator><creator>Rofin, T.M.</creator><creator>Chakraborty, Shankar</creator><general>Emerald Publishing Limited</general><general>Emerald Group Publishing Limited</general><scope>AAYXX</scope><scope>CITATION</scope><orcidid>https://orcid.org/0009-0003-0127-1929</orcidid><orcidid>https://orcid.org/0000-0002-0469-1326</orcidid><orcidid>https://orcid.org/0000-0002-9624-5656</orcidid></search><sort><creationdate>20240308</creationdate><title>An integrated G-MACONT approach for healthcare supplier selection</title><author>Chakraborty, Santonab ; Raut, Rakesh D. ; Rofin, T.M. ; Chakraborty, Shankar</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c308t-86c99746c3a6602206514e9f7f867d9ed56554dfe30c5cbab6f5623c2d6335883</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Component and supplier management</topic><topic>Decision making</topic><topic>Fuzzy sets</topic><topic>Health care</topic><topic>Linguistics</topic><topic>Multiple criterion</topic><topic>Parameters</topic><topic>Performance evaluation</topic><topic>Pharmaceuticals</topic><topic>Product quality</topic><topic>Ranking</topic><topic>Robustness (mathematics)</topic><topic>Sensitivity analysis</topic><topic>Suppliers</topic><topic>Supply chain management</topic><topic>Supply chains</topic><topic>System theory</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Chakraborty, Santonab</creatorcontrib><creatorcontrib>Raut, Rakesh D.</creatorcontrib><creatorcontrib>Rofin, T.M.</creatorcontrib><creatorcontrib>Chakraborty, Shankar</creatorcontrib><collection>CrossRef</collection><jtitle>Grey systems</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Chakraborty, Santonab</au><au>Raut, Rakesh D.</au><au>Rofin, T.M.</au><au>Chakraborty, Shankar</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>An integrated G-MACONT approach for healthcare supplier selection</atitle><jtitle>Grey systems</jtitle><date>2024-03-08</date><risdate>2024</risdate><volume>14</volume><issue>2</issue><spage>318</spage><epage>336</epage><pages>318-336</pages><issn>2043-9377</issn><eissn>2043-9385</eissn><abstract>PurposeSupplier selection along with continuous evaluation of their performance is a crucial activity in healthcare supply chain management for effective utilization of scarce resources while providing quality service at an affordable price, and minimizing chances of stock-out, avoiding serious consequences on the illness or fatality of the patients. Presence of both qualitative and quantitative evaluation criteria, set of potential suppliers and participation of different stakeholders with varying interest make healthcare supplier selection a challenging task which can be effectively solved using any of the multi-criteria decision making (MCDM) methods.Design/methodology/approachTo deal with various qualitative criteria, like cost, quality, delivery performance, reliability, responsiveness and flexibility, this paper proposes integration of grey system theory with a newly developed MCDM tool, i.e. mixed aggregation by comprehensive normalization technique (MACONT) to identify the best performing supplier for pharmaceutical items in a healthcare unit from a pool of six competing alternatives based on the opinions of three healthcare professionals.FindingsWhile assessing importance of the six evaluation criteria and performance of the alternative healthcare suppliers against those criteria using grey numbers, and exploring use of three normalization procedures and two aggregation operations of MACONT method, this integrated approach singles out S5 as the most compromised healthcare supplier for the considered problem. A sensitivity analysis of its ranking performance against varying values of both balance parameters and preference parameters also validates its solution accuracy and robustness.Originality/valueThis integrated approach can thus efficiently solve healthcare supplier selection problems based on qualitative evaluation criteria in uncertain group decision making environment. It can also be deployed to deal with other decision making problems in the healthcare sector, like supplier selection for healthcare devices, performance evaluation of healthcare units, ranking of physicians etc.</abstract><cop>Bingley</cop><pub>Emerald Publishing Limited</pub><doi>10.1108/GS-07-2023-0068</doi><tpages>19</tpages><orcidid>https://orcid.org/0009-0003-0127-1929</orcidid><orcidid>https://orcid.org/0000-0002-0469-1326</orcidid><orcidid>https://orcid.org/0000-0002-9624-5656</orcidid></addata></record> |
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subjects | Component and supplier management Decision making Fuzzy sets Health care Linguistics Multiple criterion Parameters Performance evaluation Pharmaceuticals Product quality Ranking Robustness (mathematics) Sensitivity analysis Suppliers Supply chain management Supply chains System theory |
title | An integrated G-MACONT approach for healthcare supplier selection |
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