Table 2 Papers included in the...

Table 2

Papers included in the meta-analysis

Paper	Sample	Type of performance	Economic region	Country	Industry	SCA base scale	Analysis methods	SCA–performance relationship
Abdallah et al. (2021)	284	Operational performance	Developing	Jordan	Manufacturing	Others	CB-SEM	Positive impact on SC performance
Abdelilah et al. (2021)	112	Operational performance	Developing	Morocco	Manufacturing	Others	PLS-SEM	Positive impact on firm’s operational performance
Alam et al. (2019)	250	Overall performance	Developing	India	Manufacturing	Gligor et al. (2013)	CB-SEM	Positive impact on firms’ sales performance
Aljumah (2022)	283	Overall performance	Developing	United Arab Emirates	Service	Swafford et al. (2006)	PLS-SEM	Positive impact on organisational performance
Al-Shboul (2017)	113	Overall performance	Developing	Multiple countries	Both	Others	CB-SEM	Positive impact on manufacturing firm performance
Altay et al. (2018)	335	Operational performance	Developing	India	Services	Swafford et al. (2006)	PLS-SEM	Positive impact on humanitarian SC performance Unconfirmed positive impact on pre-disaster phases humanitarian SC performance (post-disaster phases)
Alzoubi and Yanamandra (2020)	132	Overall performance	Developing	United Arab Emirates	Manufacturing	Others	PLS-SEM	Positive impact on SC performance
Ariadi et al. (2021)	139	Financial performance	Developing	Indonesia	Manufacturing	Others	PLS-SEM	Positive impact on financial performance
Attia (2015)	153	Overall performance	Developing	Egypt	Manufacturing	Others	CB-SEM	Positive impact on organisational performance
Avelar-Sosa et al. (2018)	225	Financial performance	Developing	Mexico	Both	Others	PLS-SEM	Positive impact on financial performance
Ayoub and Abdallah (2019)	290	Financial performance	Developing	Jordan	Manufacturing	Others	CB-SEM	Positive impact on export performance
Baah et al. (2022)	175	Operational performance	Developing	Ghana	Manufacturing	Gligor et al. (2013)	PLS-SEM	Positive impact on SC performance
Blome et al. (2013)	121	Operational performance	Developed	Germany	Manufacturing	Swafford et al. (2006)	PLS-SEM	Positive impact on operational performance
Cadden et al. (2022)	201	Operational performance	Developed	US	Manufacturing	Swafford et al. (2006)	CB-SEM	Positive impact on supply chain performance
Chan et al. (2017)	141	Overall performance	Developing	China	Manufacturing	Swafford et al. (2006)	CB-SEM	Positive impact on firm performance
Chen (2019)	204	Operational performance	Developing	Taiwan	Manufacturing	Swafford et al. (2006)	CB-SEM	Positive impact on competitive advantage
Eckstein et al. (2015)	143	Operational performance	Developed	Germany	Manufacturing	Li et al. (2009)	CB-SEM	Positive impact on cost performance and operational performance
Fernandez-Giordano et al. (2021)	190	Operational performance	Developed	Spain	Manufacturing	Swafford et al. (2006)	CB-SEM	Positive impact on operational performance
Fosso Wamba and Akter (2019)	281	Financial performance	Developed	USA	Services	Others	PLS-SEM	Positive impact on firm performance
Garcia-Alcaraz et al. (2017)	306	Operational performance	Developing	Mexico	Manufacturing	Others	PLS-SEM	Positive impact on economic performance and operational performance
Geyi et al. (2020)	311	Operational performance	Developed	UK	Manufacturing	Li et al. (2009)	CB-SEM	Positive impact on operational performance
Girdwichai and Somjai (2019)	310	Operational performance	Developed	Germany	Unspecified	Swafford et al. (2006)	PLS-SEM	Positive impact on operational performance
Gligor (2016)	242	Financial performance	Developed	USA	Manufacturing	Gligor et al. (2013)	Correlational	Unconfirmed positive impact on financial performance
Gligor and Holcomb (2012b)	151	Operational performance	Developed	North America	Services	Li et al. (2009)	Correlational	Positive impact on operational performance and relational performance
Gligor et al. (2020)	182	Financial performance	Both	Multiple countries	Both	Gligor et al. (2013)	Correlational	Positive impact on organisational performance
Gligor et al. (2022)	237	Overall performance	Undefined	Undefined	Both	Gligor et al. (2013)	CB-SEM	Positive impact on financial performance Unconfirmed positive impact on operational and relational performance
Gligor et al. (2015)	283	Financial performance	Developed	USA	Both	Gligor et al. (2013)	CB-SEM	Positive impact on cost efficiency and customer effectiveness. Unconfirmed positive impact on financial performance
Hu et al. (2022)	308	Operational performance	Developing	Pakistan	Manufacturing	Others	CB-SEM	Positive impact on competitive advantage
Hwang and Kim (2019)	279	Financial performance	Developing	South Korea	Both	Others	CB-SEM	Positive impact on financial performance
Irfan et al. (2019)	148	Overall performance	Developing	Pakistan	Manufacturing	Li et al. (2009)	PLS-SEM	Positive impact on business performance
Jafari et al. (2021)	369	Operational performance	Developing	Iran	Manufacturing	Others	PLS-SEM	Positive impact on SC performance
Jamjumrus and Sritragool (2019)	272	Financial performance	Developing	Thailand	Manufacturing	Others	CB-SEM	Positive impact on business performance
Jermsittiparsert et al. (2019a)	298	Unspecified	Developing	Indonesia	Manufacturing	Others	PLS-SEM	Positive impact on SC performance
Jermsittiparsert et al. (2019b)	499	Operational performance	Developing	Thailand	Manufacturing	Others	PLS-SEM	Positive impact on SC performance
Kabra and Ramesh (2016)	193	Operational performance	Developing	India	Services	Swafford et al. (2006)	PLS-SEM	Positive impact on Humanitarian SC performance
Khan et al. (2023)	146	Financial performance	Developing	Pakistan	Manufacturing	Others	PLS-SEM	Positive impact on export performance
Khan et al. (2022)	163	Operational performance	Developing	Pakistan	Manufacturing	Others	PLS-SEM	Positive impact on post-COVID disruption performance
Liu et al. (2013)	286	Overall performance	Developing	China	Both	Others	CB-SEM	Positive impact on firm performance
Machuca et al. (2021)	304	Operational performance	Both	Multiple-countries	Manufacturing	Others	PLS-SEM	Positive impact on competitive advantage
Mandal (2016)	177	Operational performance	Developing	India	Manufacturing	Swafford et al. (2006)	CB-SEM	Positive impact on operational performance
Mandal (2018)	212	Operational performance	Developing	India	Services	Gligor et al. (2013)	CB-SEM	Positive impact on SC performance
Mandal and Dubey (2020)	302	Operational performance	Developing	India	Services	Swafford et al. (2006)	CB-SEM	Positive impact on sustainable tourism SC performance
Manzoor et al. (2022)	180	Overall performance	Developing	Pakistan	Manufacturing	Others	PLS-SEM	Positive impact on operational performance and competitive advantage
Martinez-Sanchez and Lahoz-Leo (2018)	231	Financial performance	Developed	Spain	Manufacturing	Others	CB-SEM	Positive impact on firm performance
Mirghafoori et al. (2017)	74	Financial performance	Developing	Iran	Manufacturing	Others	PLS-SEM	–
Muneer (2019)	231	Financial performance	Developing	Malaysia	Manufacturing	Others	PLS-SEM	Positive impact on financial performance
Najar (2022)	125	Operational performance	Developing	Republic of Tunisia	Manufacturing	Others	PLS-SEM	Unconfirmed positive impact on innovation performance
Nath and Agrawal (2020)	311	Operational performance	Developing	India	Manufacturing	Others	CB-SEM	Positive impact on sustainability performance
Nazempour et al. (2018)	500	Operational performance	Developing	Iran	Manufacturing	Gligor et al. (2013)	CB-SEM	Positive impact on operational performance
Panigrahi et al. (2022)	398	Operational performance	Developing	India	Manufacturing	Others	PLS-SEM	Positive impact on operational performance
Prawira et al. (2019)	560	Operational performance	Developing	Indonesia	Manufacturing	Others	CB-SEM	Positive impact on operational performance
Ramos et al. (2023)	98	Operational performance	Developing	Peru	Both	Others	fsQCA	Positive impact on supply chain performance
Riquelme-Medina et al. (2022)	214	Financial performance	Developed	Spain	Both	Swafford et al. (2006)	Regression analysis	Positive impact on performance
Samdantsoodol et al. (2017)	205	Operational performance	Developing	Mongolia	Both	Others	CB-SEM	Positive impact on business performance
Sangari and Razmi (2015)	184	Operational performance	Developing	Iran	Manufacturing	Li et al. (2009)	CB-SEM	Positive impact on SC performance
Tarafdar and Qrunfleh (2016)	205	Operational performance	Developed	USA	Manufacturing	Others	CB-SEM	Positive impact on SC performance
Tse et al. (2016)	266	Financial performance	Developing	China	Manufacturing	Swafford et al. (2006)	CB-SEM	Positive impact on firm performance
Um (2017)	156	Financial performance	Both	Multiple countries	Manufacturing	Others	CB-SEM	Positive impact on business performance through customer service and differentiation Direct negative impact on business performance through ROS, ROA, market share growth and sales growth
Umam and Sommanawat (2019)	94	Unspecified	Developing	Indonesia	Manufacturing	Li et al. (2009)	PLS-SEM	Positive impact on firm performance
Whitten et al. (2012)	132	Financial performance	Developed	USA	Manufacturing	Others	PLS-SEM	Positive impact on financial performance and SC performance
Yang (2014)	137	Overall performance	Developing	China	Manufacturing	Others	CB-SEM	Positive impact on cost efficiency Unconfirmed positive impact on performance
Zakir et al. (2022)	200	Operational performance	Developing	Pakistan	Manufacturing	Others	CB-SEM	Positive impact on SC performance
Zhu and Gao (2021)	208	Financial performance	Developing	China	Manufacturing	Gligor et al. (2013)	CB-SEM	Positive impact on business performance

Paper	Sample	Type of performance	Economic region	Country	Industry	SCA base scale	Analysis methods	SCA–performance relationship
Abdallah et al. (2021)	284	Operational performance	Developing	Jordan	Manufacturing	Others	CB-SEM	Positive impact on SC performance
Abdelilah et al. (2021)	112	Operational performance	Developing	Morocco	Manufacturing	Others	PLS-SEM	Positive impact on firm’s operational performance
Alam et al. (2019)	250	Overall performance	Developing	India	Manufacturing	Gligor et al. (2013)	CB-SEM	Positive impact on firms’ sales performance
Aljumah (2022)	283	Overall performance	Developing	United Arab Emirates	Service	Swafford et al. (2006)	PLS-SEM	Positive impact on organisational performance
Al-Shboul (2017)	113	Overall performance	Developing	Multiple countries	Both	Others	CB-SEM	Positive impact on manufacturing firm performance
Altay et al. (2018)	335	Operational performance	Developing	India	Services	Swafford et al. (2006)	PLS-SEM	Positive impact on humanitarian SC performanceUnconfirmed positive impact on pre-disaster phases humanitarian SC performance (post-disaster phases)
Alzoubi and Yanamandra (2020)	132	Overall performance	Developing	United Arab Emirates	Manufacturing	Others	PLS-SEM	Positive impact on SC performance
Ariadi et al. (2021)	139	Financial performance	Developing	Indonesia	Manufacturing	Others	PLS-SEM	Positive impact on financial performance
Attia (2015)	153	Overall performance	Developing	Egypt	Manufacturing	Others	CB-SEM	Positive impact on organisational performance
Avelar-Sosa et al. (2018)	225	Financial performance	Developing	Mexico	Both	Others	PLS-SEM	Positive impact on financial performance
Ayoub and Abdallah (2019)	290	Financial performance	Developing	Jordan	Manufacturing	Others	CB-SEM	Positive impact on export performance
Baah et al. (2022)	175	Operational performance	Developing	Ghana	Manufacturing	Gligor et al. (2013)	PLS-SEM	Positive impact on SC performance
Blome et al. (2013)	121	Operational performance	Developed	Germany	Manufacturing	Swafford et al. (2006)	PLS-SEM	Positive impact on operational performance
Cadden et al. (2022)	201	Operational performance	Developed	US	Manufacturing	Swafford et al. (2006)	CB-SEM	Positive impact on supply chain performance
Chan et al. (2017)	141	Overall performance	Developing	China	Manufacturing	Swafford et al. (2006)	CB-SEM	Positive impact on firm performance
Chen (2019)	204	Operational performance	Developing	Taiwan	Manufacturing	Swafford et al. (2006)	CB-SEM	Positive impact on competitive advantage
Eckstein et al. (2015)	143	Operational performance	Developed	Germany	Manufacturing	Li et al. (2009)	CB-SEM	Positive impact on cost performance and operational performance
Fernandez-Giordano et al. (2021)	190	Operational performance	Developed	Spain	Manufacturing	Swafford et al. (2006)	CB-SEM	Positive impact on operational performance
Fosso Wamba and Akter (2019)	281	Financial performance	Developed	USA	Services	Others	PLS-SEM	Positive impact on firm performance
Garcia-Alcaraz et al. (2017)	306	Operational performance	Developing	Mexico	Manufacturing	Others	PLS-SEM	Positive impact on economic performance and operational performance
Geyi et al. (2020)	311	Operational performance	Developed	UK	Manufacturing	Li et al. (2009)	CB-SEM	Positive impact on operational performance
Girdwichai and Somjai (2019)	310	Operational performance	Developed	Germany	Unspecified	Swafford et al. (2006)	PLS-SEM	Positive impact on operational performance
Gligor (2016)	242	Financial performance	Developed	USA	Manufacturing	Gligor et al. (2013)	Correlational	Unconfirmed positive impact on financial performance
Gligor and Holcomb (2012b)	151	Operational performance	Developed	North America	Services	Li et al. (2009)	Correlational	Positive impact on operational performance and relational performance
Gligor et al. (2020)	182	Financial performance	Both	Multiple countries	Both	Gligor et al. (2013)	Correlational	Positive impact on organisational performance
Gligor et al. (2022)	237	Overall performance	Undefined	Undefined	Both	Gligor et al. (2013)	CB-SEM	Positive impact on financial performanceUnconfirmed positive impact on operational and relational performance
Gligor et al. (2015)	283	Financial performance	Developed	USA	Both	Gligor et al. (2013)	CB-SEM	Positive impact on cost efficiency and customer effectiveness. Unconfirmed positive impact on financial performance
Hu et al. (2022)	308	Operational performance	Developing	Pakistan	Manufacturing	Others	CB-SEM	Positive impact on competitive advantage
Hwang and Kim (2019)	279	Financial performance	Developing	South Korea	Both	Others	CB-SEM	Positive impact on financial performance
Irfan et al. (2019)	148	Overall performance	Developing	Pakistan	Manufacturing	Li et al. (2009)	PLS-SEM	Positive impact on business performance
Jafari et al. (2021)	369	Operational performance	Developing	Iran	Manufacturing	Others	PLS-SEM	Positive impact on SC performance
Jamjumrus and Sritragool (2019)	272	Financial performance	Developing	Thailand	Manufacturing	Others	CB-SEM	Positive impact on business performance
Jermsittiparsert et al. (2019a)	298	Unspecified	Developing	Indonesia	Manufacturing	Others	PLS-SEM	Positive impact on SC performance
Jermsittiparsert et al. (2019b)	499	Operational performance	Developing	Thailand	Manufacturing	Others	PLS-SEM	Positive impact on SC performance
Kabra and Ramesh (2016)	193	Operational performance	Developing	India	Services	Swafford et al. (2006)	PLS-SEM	Positive impact on Humanitarian SC performance
Khan et al. (2023)	146	Financial performance	Developing	Pakistan	Manufacturing	Others	PLS-SEM	Positive impact on export performance
Khan et al. (2022)	163	Operational performance	Developing	Pakistan	Manufacturing	Others	PLS-SEM	Positive impact on post-COVID disruption performance
Liu et al. (2013)	286	Overall performance	Developing	China	Both	Others	CB-SEM	Positive impact on firm performance
Machuca et al. (2021)	304	Operational performance	Both	Multiple-countries	Manufacturing	Others	PLS-SEM	Positive impact on competitive advantage
Mandal (2016)	177	Operational performance	Developing	India	Manufacturing	Swafford et al. (2006)	CB-SEM	Positive impact on operational performance
Mandal (2018)	212	Operational performance	Developing	India	Services	Gligor et al. (2013)	CB-SEM	Positive impact on SC performance
Mandal and Dubey (2020)	302	Operational performance	Developing	India	Services	Swafford et al. (2006)	CB-SEM	Positive impact on sustainable tourism SC performance
Manzoor et al. (2022)	180	Overall performance	Developing	Pakistan	Manufacturing	Others	PLS-SEM	Positive impact on operational performance and competitive advantage
Martinez-Sanchez and Lahoz-Leo (2018)	231	Financial performance	Developed	Spain	Manufacturing	Others	CB-SEM	Positive impact on firm performance
Mirghafoori et al. (2017)	74	Financial performance	Developing	Iran	Manufacturing	Others	PLS-SEM	–
Muneer (2019)	231	Financial performance	Developing	Malaysia	Manufacturing	Others	PLS-SEM	Positive impact on financial performance
Najar (2022)	125	Operational performance	Developing	Republic of Tunisia	Manufacturing	Others	PLS-SEM	Unconfirmed positive impact on innovation performance
Nath and Agrawal (2020)	311	Operational performance	Developing	India	Manufacturing	Others	CB-SEM	Positive impact on sustainability performance
Nazempour et al. (2018)	500	Operational performance	Developing	Iran	Manufacturing	Gligor et al. (2013)	CB-SEM	Positive impact on operational performance
Panigrahi et al. (2022)	398	Operational performance	Developing	India	Manufacturing	Others	PLS-SEM	Positive impact on operational performance
Prawira et al. (2019)	560	Operational performance	Developing	Indonesia	Manufacturing	Others	CB-SEM	Positive impact on operational performance
Ramos et al. (2023)	98	Operational performance	Developing	Peru	Both	Others	fsQCA	Positive impact on supply chain performance
Riquelme-Medina et al. (2022)	214	Financial performance	Developed	Spain	Both	Swafford et al. (2006)	Regression analysis	Positive impact on performance
Samdantsoodol et al. (2017)	205	Operational performance	Developing	Mongolia	Both	Others	CB-SEM	Positive impact on business performance
Sangari and Razmi (2015)	184	Operational performance	Developing	Iran	Manufacturing	Li et al. (2009)	CB-SEM	Positive impact on SC performance
Tarafdar and Qrunfleh (2016)	205	Operational performance	Developed	USA	Manufacturing	Others	CB-SEM	Positive impact on SC performance
Tse et al. (2016)	266	Financial performance	Developing	China	Manufacturing	Swafford et al. (2006)	CB-SEM	Positive impact on firm performance
Um (2017)	156	Financial performance	Both	Multiple countries	Manufacturing	Others	CB-SEM	Positive impact on business performance through customer service and differentiationDirect negative impact on business performance through ROS, ROA, market share growth and sales growth
Umam and Sommanawat (2019)	94	Unspecified	Developing	Indonesia	Manufacturing	Li et al. (2009)	PLS-SEM	Positive impact on firm performance
Whitten et al. (2012)	132	Financial performance	Developed	USA	Manufacturing	Others	PLS-SEM	Positive impact on financial performance and SC performance
Yang (2014)	137	Overall performance	Developing	China	Manufacturing	Others	CB-SEM	Positive impact on cost efficiency Unconfirmed positive impact on performance
Zakir et al. (2022)	200	Operational performance	Developing	Pakistan	Manufacturing	Others	CB-SEM	Positive impact on SC performance
Zhu and Gao (2021)	208	Financial performance	Developing	China	Manufacturing	Gligor et al. (2013)	CB-SEM	Positive impact on business performance

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