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Analysing a GSCM Enabler–Based Model for Implementation of Its Practices: a Pythagorean Fuzzy AHP and CoCoSo Approach

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Abstract

Green supply chain management (GSCM) helps to improve the organizational performance and introduces environmental thinking into supply chain management. It is critical to comprehend the factors that promote GSCM acceptance. Hence, the research aims to develop and analyse a GSCM enabler–based model for implementation of its practices. A hybrid model based on Pythagorean fuzzy analytic hierarchy process (PFAHP) and Pythagorean fuzzy combined compromise solution (PFCoCoSo) is developed to study the influence of GSCM enablers on selected GSCM practices. The selected GSCM enablers are analysed, and its weights are determined using PFAHP. Using the GSCM enablers’ weights, GSCM practices are analysed using the PFCoCoSo method. This study identifies thirty-four GSCM enablers and twenty GSCM practices with rigorous literature review and discussion with selected experts. Environmental and legislation enablers (ELEs) and strategic managerial enablers (SMEs) are at the top among all GSCM enablers. The best practice to start GSCM is internal environmental management followed by formulating green policy and providing green training. The suggested model will assist industry practitioners in efficiently implementing GSCM practices taking help of GSCM enablers. The practitioners can focus on higher weight enablers to implement first. The ranking of GSCM practices helps the practitioners to develop the action plan in the initial phase of greening the current supply chain. This results in the reduction of failure chances and enhances the chance of successful GSCM adoption.

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Data Availability

The data sets generated during and/or analysed during the current study are available from the corresponding author on reasonable request.

References

  • Abdel Wahed Ahmed MM, Abd El Monem N (2020) Sustainable and green transportation for better quality of life case study greater Cairo-Egypt. HBRC Journal 16(1):17–37

    Article  Google Scholar 

  • Abdullah L, Goh P (2019) Decision making method based on Pythagorean fuzzy sets and its application to solid waste management. Complex Intell Syst 5(2):185–198

    Article  Google Scholar 

  • Abid N, Ikram M, Wu J, Ferasso M (2021) Towards environmental sustainability: exploring the nexus among ISO 14001, governance indicators and green economy in Pakistan. Sustain Prod Consump 27:653–666

    Article  Google Scholar 

  • Aboramadan M, Karatepe OM (2021) Green human resource management, perceived green organizational support and their effects on hotel employees’ behavioral outcomes. Int J Contemp Hosp Manag 33(10):3199–3222

    Article  Google Scholar 

  • Abu Al-Rejal HME, Udin ZM, Hassan MG, Sharif KIM, Al-Rahmi WM, Al-Kumaim NH (2019) September. Green information technology adoption antecedence: a conceptual framework. In international conference of reliable information and communication technology, vol 1073. Springer, Cham. AISC, pp 1098–1108. https://doi.org/10.1007/978-3-030-33582-3_103

  • Afum E, Agyabeng-Mensah Y, Opoku Mensah A, Mensah-Williams E, Baah C, Dacosta E (2021) Internal environmental management and green human resource management: significant catalysts for improved corporate reputation and performance. Benchmarking: An International Journal 28(10):3074–3101.

  • Agarwal S, Kant R, Shankar R (2020) Evaluating solutions to overcome humanitarian supply chain management barriers: a hybrid fuzzy SWARA–fuzzy WASPAS approach. Int J Dis Risk Reduction 51:101838. https://doi.org/10.1016/j.ijdrr.2020.101838

    Article  Google Scholar 

  • Agyabeng-Mensah Y, Ahenkorah E, Afum E, Dacosta E, Tian Z (2020) Green warehousing, logistics optimization, social values and ethics and economic performance: the role of supply chain sustainability. Int J Logist Manag 31(3):549–574. https://doi.org/10.1108/IJLM-10-2019-0275

  • Ali SS, Kaur R, Khan S (2022) Evaluating sustainability initiatives in warehouse for measuring sustainability performance: an emerging economy perspective. Ann Oper Res 1–40. https://doi.org/10.1007/s10479-021-04454-w

  • Amaya Rivas A, Liao YK, Vu MQ, Hung CS (2022) Toward a comprehensive model of green marketing and innovative green adoption: application of a stimulus-organism-response model. Sustainability 14(6):3288

    Article  Google Scholar 

  • Amrutha VN, Geetha SN (2021) Linking organizational green training and voluntary workplace green behavior: mediating role of green supporting climate and employees’ green satisfaction. J Clean Prod 290:125876

    Article  Google Scholar 

  • Ansari NY, Farrukh M, Raza A (2021) Green human resource management and employees pro-environmental behaviours: examining the underlying mechanism. Corp Soc Responsib Environ Manag 28(1):229–238

    Article  Google Scholar 

  • Ardebili SMS (2020) Green electricity generation potential from biogas produced by anaerobic digestion of farm animal waste and agriculture residues in Iran. Renewable Energy 154:29–37

    Article  Google Scholar 

  • Arsenopoulos A, Marinakis V, Doukas H (2021) Participatory multi-criteria decision analysis for sustainable energy planning. Int J Multicrit Decis Making 8(3):276–290

    Article  Google Scholar 

  • Atanassov KT (1986) Intuitionistic fuzzy sets. Fuzzy Sets Syst 20(1):87–96

    Article  MATH  MathSciNet  Google Scholar 

  • Baah C, Opoku-Agyeman D, Acquah ISK, Agyabeng-Mensah Y, Afum E, Faibil D, Abdoulaye FAM (2021) Examining the correlations between stakeholder pressures, green production practices, firm reputation, environmental and financial performance: evidence from manufacturing SMEs. Sustain Prod Consum 27:100–114

    Article  Google Scholar 

  • Bag S, Dhamija P, Bryde DJ, Singh RK (2022) Effect of eco-innovation on green supply chain management, circular economy capability, and performance of small and medium enterprises. J Bus Res 141:60–72

    Article  Google Scholar 

  • Balakrishnan AS, Suresh J (2018) Green supply chain management in Indian automotive sector. Int J Logist Syst Manag 29(4):502–523

    Google Scholar 

  • Bartolini M, Bottani E, Grosse EH (2019) Green warehousing: systematic literature review and bibliometric analysis. J Clean Prod 226:242–258

    Article  Google Scholar 

  • Bashir H, Ojiako U, Haridy S, Shamsuzzaman M, Musa R (2022) Implementation of environmentally sustainable practices and their association with ISO 14001 certification in the construction industry of the United Arab Emirates. Sustainability: Sci, Pract Policy 18(1):55–69

    Google Scholar 

  • Benabdellah AC, Zekhnini K, Cherrafi A, Garza-Reyes JA, Kumar A (2021) Design for the environment: an ontology-based knowledge management model for green product development. Bus Strateg Environ 30(8):4037–4053

    Article  Google Scholar 

  • Bigerna S, Wen X, Hagspiel V, Kort PM (2019) Green electricity investments: environmental target and the optimal subsidy. Eur J Oper Res 279(2):635–644

    Article  MATH  MathSciNet  Google Scholar 

  • Bottero MC, Dell’Anna F, Gobbo GL (2019) A PROMETHEE-based approach for designing the reuse of an abandoned railway in the Monferrato Region, Italy. Int J Multicrit Decis Making 8(1):60–83

    Article  Google Scholar 

  • Çalık A (2021) A novel Pythagorean fuzzy AHP and fuzzy TOPSIS methodology for green supplier selection in the Industry 4.0 era. Soft Comput 25(3):2253–2265

    Article  Google Scholar 

  • Chen L, Anandhan P, SB (2020) Analysis of performance-based issues in green transportation management systems in smart cities. Electron Libr 38(5/6):963–977

    Article  Google Scholar 

  • Chen ZS, Zhang X, Govindan K, Wang XJ, Chin KS (2021) Third-party reverse logistics provider selection: a computational semantic analysis-based multi-perspective multi-attribute decision-making approach. Expert Syst Appl 166:114051

    Article  Google Scholar 

  • Chien F, Kamran HW, Nawaz MA, Thach NN, Long PD, Baloch ZA (2022) Assessing the prioritization of barriers toward green innovation: small and medium enterprises Nexus. Environ Dev Sustain 24(2):1897–1927

    Article  Google Scholar 

  • Choi D, Hwang T (2015) The impact of green supply chain management practices on firm performance: the role of collaborative capability. Oper Manag Res 8(3):69–83

    Article  Google Scholar 

  • Choudhary K, Sangwan KS (2019) Adoption of green practices throughout the supply chain: an empirical investigation. Benchmarking: An International Journal 26(6):1650–1675

  • Dahmani N, Belhadi A, Benhida K, Elfezazi S, Touriki FE, Azougagh Y (2022) Integrating lean design and eco-design to improve product design: from literature review to an operational framework. Energy Environ 33(1):189–219

    Article  Google Scholar 

  • Dhull S, Narwal M (2016) Drivers and barriers in green supply chain management adaptation: a state-of-art review. Uncertain Supply Chain Manag 4(1):61–76

    Article  Google Scholar 

  • Diabat A, Khodaverdi R, Olfat L (2013) An exploration of green supply chain practices and performances in an automotive industry. Int J Adv Manuf Technol 68(1):949–961

    Article  Google Scholar 

  • Dou Y, Zhu Q, Sarkis J (2018) Green multi-tier supply chain management: an enabler investigation. J Purch Supply Manag 24(2):95–107. https://doi.org/10.1016/j.pursup.2017.07.001

    Article  Google Scholar 

  • Drira Z, Boujelben MA, Ayadi H (2018) A multicriteria analysis to assess the pollution in the southern coastal area of Sfax. Int J Multicrit Decis Making 7(3–4):217–235

    Article  Google Scholar 

  • Fikru MG, Canfield C (2022) Demand for renewable energy via green electricity versus solar installation in community choice aggregation. Renewable Energy

  • Gao H, Ju Y, Gonzalez EDS, Zhang W (2020) Green supplier selection in electronics manufacturing: an approach based on consensus decision making. J Clean Prod 245:118781

    Article  Google Scholar 

  • García-Sánchez IM, Hussain N, Khan SA, Martínez-Ferrero J (2022) Assurance of corporate social responsibility reports: examining the role of internal and external corporate governance mechanisms. Corp Soc Responsib Environ Manag 29(1):89–106

    Article  Google Scholar 

  • Gharaei A, Hoseini Shekarabi SA, Karimi M, Pourjavad E, Amjadian A (2021) An integrated stochastic EPQ model under quality and green policies: generalised cross decomposition under the separability approach. Int J Syst Sci: Oper Logist 8(2):119–131

    Google Scholar 

  • Ghosh M (2019) Determinants of green procurement implementation and its impact on firm performance. J Manuf Technol Manag 30(2):462–482

    Article  Google Scholar 

  • Gómez J, Salazar I, Vargas P (2022) Production outsourcing, technological cooperation and E-business adoption by Spanish manufacturing firms. J Eng Tech Manage 63:101677

    Article  Google Scholar 

  • Green KW, Inman RA, Sower VE, Zelbst PJ (2019) Impact of JIT, TQM and green supply chain practices on environmental sustainability. J Manuf Technol Manag 30(1):26–47

    Article  Google Scholar 

  • Griffiths S, Sovacool BK (2020) Rethinking the future low-carbon city: carbon neutrality, green design, and sustainability tensions in the making of Masdar City. Energy Res Soc Sci 62:101368

    Article  Google Scholar 

  • Guarnieri P, Cerqueira-Streit JA, Batista LC (2020) Reverse logistics and the sectoral agreement of packaging industry in Brazil towards a transition to circular economy. Resour Conserv Recycl 153:104541

    Article  Google Scholar 

  • Guo Y, Yen DA, Geng R, Azar G (2021) Drivers of green cooperation between Chinese manufacturers and their customers: an empirical analysis. Ind Mark Manage 93:137–146

    Article  Google Scholar 

  • Gupta R, Shah J, Das R, Saini S, Kotnala RK (2021) Defect-mediated ionic hopping and green electricity generation in Al2−xMgxO3-based hydroelectric cell. J Mater Sci 56(2):1600–1611

    Article  Google Scholar 

  • Haeri SAS, Rezaei J (2019) A grey-based green supplier selection model for uncertain environments. J Clean Prod 221:768–784

    Article  Google Scholar 

  • Haldorai K, Kim WG, Garcia RF (2022) Top management green commitment and green intellectual capital as enablers of hotel environmental performance: the mediating role of green human resource management. Tour Manage 88:104431

    Article  Google Scholar 

  • Hameed I, Hyder Z, Imran M, Shafiq K (2021) Greenwash and green purchase behavior: an environmentally sustainable perspective. Environ Dev Sustain 23(9):13113–13134

    Article  Google Scholar 

  • Huang X, Tan BL, Ding X (2015) An exploratory survey of green supply chain management in Chinese manufacturing small and medium-sized enterprises: pressures and drivers. J Manuf Technol Manag 26(1):80–103

    Article  Google Scholar 

  • Ilbahar E, Karaşan A, Cebi S, Kahraman C (2018) A novel approach to risk assessment for occupational health and safety using Pythagorean fuzzy AHP & fuzzy inference system. Saf Sci 103:124–136

    Article  Google Scholar 

  • Joshi G, Dhar RL (2020) Green training in enhancing green creativity via green dynamic capabilities in the Indian handicraft sector: the moderating effect of resource commitment. J Clean Prod 267:121948

    Article  Google Scholar 

  • Khaksar E, Kahanaali RA, Tizroo A, Rad FB (2015) An analysis of the effective actions on green supply chain management using ISM method (studying the petrochemical industry). J Mater Environ Sci 6(7):1987–1996

    Google Scholar 

  • Khan SAR, Zhang Y, Anees M, Golpîra H, Lahmar A, Qianli D (2018) Green supply chain management, economic growth and environment: a GMM based evidence. J Clean Prod 185:588–599

    Article  Google Scholar 

  • Kilic HS, Yalcin AS (2020) Modified two-phase fuzzy goal programming integrated with IF-TOPSIS for green supplier selection. Appl Soft Comput 93:106371

    Article  Google Scholar 

  • Kim M, Chai S (2017) Implementing environmental practices for accomplishing sustainable green supply chain management. Sustainability 9(7):1192

    Article  Google Scholar 

  • Kim HJ, Charoensri K, Ko JA, Park HJ (2022) Effects of layered double hydroxides on poly (vinyl alcohol)/poly (acrylic acid) films for green food packaging applications. Prog Org Coat 163:106634

    Article  Google Scholar 

  • Kiron D, Unruh G, Reeves M, Kruschwitz N, Rubel H, ZumFelde AM (2017) Corporate sustainability at a crossroads. MIT Sloan Manag Rev 58(4)

  • Kitsis AM, Chen IJ (2021) Does environmental proactivity make a difference? The critical roles of green operations and collaboration in GSCM. Supply Chain Manag Vol. ahead-of-print No. ahead-of-print. https://doi.org/10.1108/SCM-09-2020-0499

  • Kumar S, Barua MK (2022) A modeling framework of green practices to explore their interrelations as a conduit to policy. J Clean Prod 335:130301. https://doi.org/10.1016/j.jclepro.2021.130301

    Article  Google Scholar 

  • Kumar A, Mangla SK, Luthra S, Ishizaka A (2019) Evaluating the human resource related soft dimensions in green supply chain management implementation. Prod Plan Control 30(9):699–715

    Article  Google Scholar 

  • Laguir I, Stekelorum R, El Baz J (2021) Going green? Investigating the relationships between proactive environmental strategy, GSCM practices and performances of third-party logistics providers (TPLs). Prod Plan Control 32(13):1049–1062

    Article  Google Scholar 

  • Lewczuk K, Kłodawski M, Gepner P (2021) Energy consumption in a distributional warehouse: a practical case study for different warehouse technologies. Energies 14(9):2709

    Article  Google Scholar 

  • Li P, Zhu X, Kong M, Lv Y, Huang Y, Yang Q, Li G (2021a) Fully biodegradable polylactide foams with ultrahigh expansion ratio and heat resistance for green packaging. Int J Biol Macromol 183:222–234

    Article  Google Scholar 

  • Li Z, Pan Y, Yang W, Ma J, Zhou M (2021b) Effects of government subsidies on green technology investment and green marketing coordination of supply chain under the cap-and-trade mechanism. Energy Economics 101:105426

    Article  Google Scholar 

  • Liang R, Chong HY (2019) A hybrid group decision model for green supplier selection: a case study of megaprojects. Eng Constr Archit Manag 26(8):1712–1734. https://doi.org/10.1108/ECAM-10-2018-0462

    Article  Google Scholar 

  • Liu J, Yuan C, Hafeez M, Li X (2020) ISO 14001 certification in developing countries: motivations from trade and environment. J Environ Plan Manage 63(7):1241–1265

    Article  Google Scholar 

  • Longoni A, Luzzini D, Guerci M (2018) Deploying environmental management across functions: the relationship between green human resource management and green supply chain management. J Bus Ethics 151(4):1081–1095

    Article  Google Scholar 

  • Luo Y, Salman M, Lu Z (2021) Heterogeneous impacts of environmental regulations and foreign direct investment on green innovation across different regions in China. Sci Total Environ 759:143744

    Article  Google Scholar 

  • Majumdar A, Sinha SK (2019) Analyzing the barriers of green textile supply chain management in Southeast Asia using interpretive structural modeling. Sustain Prod Consum 17:176–187

    Article  Google Scholar 

  • Malviya RK, Kant R (2017) Modeling the enablers of green supply chain management. Benchmarking: An Int J 24(2):536–568

    Article  Google Scholar 

  • Malviya RK, Kant R, Gupta AD (2018) Evaluation and selection of sustainable strategy for green supply chain management implementation. Bus Strateg Environ 27(4):475–502

    Article  Google Scholar 

  • Mardani A, Kannan D, Hooker RE, Ozkul S, Alrasheedi M, Tirkolaee EB (2020) Evaluation of green and sustainable supply chain management using structural equation modelling: a systematic review of the state of the art literature and recommendations for future research. J Clean Prod 249:119383

    Article  Google Scholar 

  • Maziriri ET (2020) Green packaging and green advertising as precursors of competitive advantage and business performance among manufacturing small and medium enterprises in South Africa. Cogent Busi Manag 7(1):1719586

    Article  Google Scholar 

  • Mishra AR, Rani P, Pandey K (2022) Fermatean fuzzy CRITIC-EDAS approach for the selection of sustainable third-party reverse logistics providers using improved generalized score function. J Ambient Intell Humaniz Comput 13(1):295–311

    Article  Google Scholar 

  • Moustafa H, Youssef AM, Darwish NA, Abou-Kandil AI (2019) Eco-friendly polymer composites for green packaging: future vision and challenges. Compos B Eng 172:16–25

    Article  Google Scholar 

  • Moustafa H, Darwish NA, Youssef AM (2022) Rational formulations of sustainable polyurethane/chitin/rosin composites reinforced with ZnO-doped-SiO2 nanoparticles for green packaging applications. Food Chem 371:131193

    Article  Google Scholar 

  • Mukonza C, Swarts I (2020) The influence of green marketing strategies on business performance and corporate image in the retail sector. Bus Strateg Environ 29(3):838–845

    Article  Google Scholar 

  • Namagembe S, Ryan S, Sridharan R (2019) Green supply chain practice adoption and firm performance: manufacturing SMEs in Uganda. Manag Environ Qual 30(1):5–35

    Article  Google Scholar 

  • Nizam HA, Zaman K, Khan KB, Batool R, Khurshid MA, Shoukry AM, Sharkawy MA, Aldeek F, Khader J, Gani S (2020) Achieving environmental sustainability through information technology: “Digital Pakistan” initiative for green development. Environ Sci Pollut Res 27(9):10011–10026

    Article  Google Scholar 

  • Ososanmi AO, Ojo LD, Ogundimu OE, Oke AE (2022) Drivers of green supply chain management: a close-up study. Environ Sci Pollut Res 29(10):14705–14718

    Article  Google Scholar 

  • Panda TK, Kumar A, Jakhar S, Luthra S, Garza-Reyes JA, Kazancoglu I, Nayak SS (2020) Social and environmental sustainability model on consumers’ altruism, green purchase intention, green brand loyalty and evangelism. J Clean Prod 243:118575

    Article  Google Scholar 

  • Panpatil SS, Kant R (2022) Green supply chain management implementation: modeling the green supply chain practices (GSCPs). J Adv Manag Res 19(3):389–413. https://doi.org/10.1108/JAMR-07-2021-0241

  • Peng X, Selvachandran G (2019) Pythagorean fuzzy set: state of the art and future directions. Artif Intell Rev 52(3):1873–1927

    Article  Google Scholar 

  • Peng X, Yang Y (2015) Some results for Pythagorean fuzzy sets. Int J Intell Syst 30(11):1133–1160

    Article  MathSciNet  Google Scholar 

  • Peng J, Tian L, Zhang Z, Zhao Y, Green SM, Quine TA, Liu H, Meersmans J (2020) Distinguishing the impacts of land use and climate change on ecosystem services in a karst landscape in China. Ecosyst Serv 46:101199

    Article  Google Scholar 

  • Pushpamali NNC, Agdas D, Rose TM, Yigitcanlar T (2021) Stakeholder perception of reverse logistics practices on supply chain performance. Bus Strateg Environ 30(1):60–70

    Article  Google Scholar 

  • Ramachandran K, Daoudi K, Columbus S, Chidambaram S, Gaidi M (2022) Green production of self-assembled silver nanoarrays on flexible substrate for direct detection and catalytic degradation of organic water pollutants. Environ Technol Innov 27:102409

    Article  Google Scholar 

  • Rostamzadeh R, Govindan K, Esmaeili A, Sabaghi M (2015) Application of fuzzy VIKOR for evaluation of green supply chain management practices. Ecol Ind 49:188–203

    Article  Google Scholar 

  • Saetta S, Caldarelli V (2020) Lean production as a tool for green production: the Green Foundry case study. Procedia Manufacturing 42:498–502

    Article  Google Scholar 

  • Sartor M, Orzes G, Touboulic A, Culot G, Nassimbeni G (2019) ISO 14001 standard: literature review and theory-based research agenda. Qual Manag J 26(1):32–64

    Article  Google Scholar 

  • Sellitto MA, Hermann FF (2019) Influence of green practices on organizational competitiveness: a study of the electrical and electronics industry. Eng Manag J 31(2):98–112

    Article  Google Scholar 

  • Shafi M (2020) Sustainable development of micro firms: examining the effects of cooperation on handicraft firm’s performance through innovation capability. Int J Emerging Markets

  • Shete PC, Ansari ZN, Kant R (2020) A Pythagorean fuzzy AHP approach and its application to evaluate the enablers of sustainable supply chain innovation. Sustain Prod Consum 23:77–93

    Article  Google Scholar 

  • Silva GM, Gomes PJ, Carvalho H, Geraldes V (2021) Sustainable development in small and medium enterprises: the role of entrepreneurial orientation in supply chain management. Bus Strateg Environ 30(8):3804–3820

    Article  Google Scholar 

  • Singh SK, Del Giudice M, Chierici R, Graziano D (2020) Green innovation and environmental performance: the role of green transformational leadership and green human resource management. Technol Forecast Soc Chang 150:119762

    Article  Google Scholar 

  • Smarandache F (2013) n-Valued refined neutrosophic logic and its applications to physics. Infinite Study 4:143–146

    Google Scholar 

  • Smarandache F (2019) Neutrosophic set is a generalization of intuitionistic fuzzy set, inconsistent intuitionistic fuzzy set (picture fuzzy set, ternary fuzzy set), pythagorean fuzzy set, spherical fuzzy set, and q-rung orthopair fuzzy set, while neutrosophication is a generalization of regret theory, grey system theory, and three-ways decision (revisited). J New Theory 29:1–31

    Google Scholar 

  • Sohail MT, Ullah S, Majeed MT, Usman A (2021) Pakistan management of green transportation and environmental pollution: a nonlinear ARDL analysis. Environ Sci Pollut Res 28(23):29046–29055

    Article  Google Scholar 

  • Somsuk N, Laosirihongthong T (2017) Prioritization of applicable drivers for green supply chain management implementation toward sustainability in Thailand. Int J Sust Dev World 24(2):175–191

    Article  Google Scholar 

  • Stange EE, Barton DN, Andersson E, Haase D (2022) Comparing the implicit valuation of ecosystem services from nature-based solutions in performance-based green area indicators across three European cities. Landsc Urban Plan 219:104310

    Article  Google Scholar 

  • Sun Y, Anwar A, Razzaq A, Liang X, Siddique M (2022) Asymmetric role of renewable energy, green innovation, and globalization in deriving environmental sustainability: evidence from top-10 polluted countries. Renewable Energy 185:280–290

    Article  Google Scholar 

  • Sutherland BR (2019) Flying Cars for Green Transportation. Joule 3(5):1187–1189

    Article  Google Scholar 

  • Taufique KMR, Islam S (2021) Green marketing in emerging Asia: antecedents of green consumer behavior among younger millennials. J Asia Bus Stud 15(4):541–558

    Article  Google Scholar 

  • Tseng S-H, Wee HM, Song PS, Jeng S (2019) Optimal green supply-chain model design considering full truckload. Kybernetes 48(9):2150–2174

    Article  Google Scholar 

  • Tumpa TJ, Ali SM, Rahman MH, Paul SK, Chowdhury P, Khan SAR (2019) Barriers to green supply chain management: an emerging economy context. J Clean Prod 236:117617

    Article  Google Scholar 

  • Uemura Reche AY, Canciglieri Junior O, Szejka AL, Rudek M (2022) Proposal for a preliminary model of integrated product development process oriented by green supply chain management. Sustainability 14(4):2190

    Article  Google Scholar 

  • Umar M, Khan SAR, Yusoff Yusliza M, Ali S, Yu Z (2022) Industry 4.0 and green supply chain practices: an empirical study. Int J Product Perform Manag 71(3):814–832

  • Verma M, Prem PR, Ren P, Liao H, Xu Z (2022) Green supplier selection with a multiple criteria decision-making method based on thermodynamic features. Environ Dev Sustain 1–33. https://doi.org/10.1007/s10668-022-02160-6

  • Wang K, Tong Y, Yue T, Gao J, Wang C, Zuo P, Liu J (2021) Measure-specific environmental benefits of air pollution control for coal-fired industrial boilers in China from 2015 to 2017. Environ Pollut 273:116470

    Article  Google Scholar 

  • Xu W, Han M, Zhang W, Tang M, Zhang F, Jiang J (2022) Efficient and green production of manno-oligosaccharides from Gleditsia microphylla galactomannans using CO2 and solid acid in subcritical water. LWT 156:113019

    Article  Google Scholar 

  • Yager RR, Abbasov AM (2013) Pythagorean membership grades, complex numbers, and decision making. Int J Intell Syst 28(5):436–452

    Article  Google Scholar 

  • Yager RR (2016) Properties and applications of Pythagorean fuzzy sets. In Imprecision and Uncertainty in Information Representation and Processing (pp. 119–136). Springer, Cham.

  • Yang MS, Hussain Z (2018) Fuzzy entropy for pythagorean fuzzy sets with application to multicriterion decision making. Complexity 2018:14

    Article  MATH  Google Scholar 

  • Yang L, Qin H, Gan Q, Su J (2020) Internal control quality, enterprise environmental protection investment and finance performance: an empirical study of China’s a-share heavy pollution industry. Int J Environ Res Public Health 17(17):6082

    Article  Google Scholar 

  • Yazdani M, Chatterjee P (2018) Intelligent decision making tools in manufacturing technology selection. In Futuristic composites (pp. 113–126). Springer, Singapore

  • Yazdani M, Zarate P, Zavadskas EK, Turskis Z (2019) A combined compromise solution (CoCoSo) method for multi-criteria decision-making problems. Manag Decis

  • Yazdi M (2019) Improving failure mode and effect analysis (FMEA) with consideration of uncertainty handling as an interactive approach. Int J Interact Des Manuf (IJIDeM) 13(2):441–458

    Article  Google Scholar 

  • Younis H, Sundarakani B, Vel P (2016) The impact of implementing green supply chain management practices on corporate performance. Compet Rev 26(3):216–245

    Google Scholar 

  • Yu W, Chavez R, Feng M, Wong CY, Fynes B (2020) Green human resource management and environmental cooperation: an ability-motivation-opportunity and contingency perspective. Int J Prod Econ 219:224–235

    Article  Google Scholar 

  • Zameer H, Wang Y, Yasmeen H (2020) Reinforcing green competitive advantage through green production, creativity and green brand image: implications for cleaner production in China. J Clean Prod 247:119119

    Article  Google Scholar 

  • Zhang X, Dong F (2020) Why do consumers make green purchase decisions? Insights from a systematic review. Int J Environ Res Public Health 17(18):6607

    Article  Google Scholar 

  • Zimon D, Madzík P, Dellana S, Sroufe R, Ikram M, Lysenko-Ryba K (2022) Environmental effects of ISO 9001 and ISO 14001 management system implementation in SSCM. The TQM Journal 34(3):418–447. https://doi.org/10.1108/TQM-01-2021-0025

    Article  Google Scholar 

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Correspondence to Sarika Sahebrao Panpatil.

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Appendices

Appendix A

Table 6, Table 7, Table 8, Table 9, Table 10, Table 11 and Table 12

Table 6 Weighting scale for Pythagorean fuzzy AHP
Table 7 Pairwise comparison matrix for TEs
Table 8 Pairwise comparison matrix for ELEs
Table 9 Pairwise comparison matrix for SMEs
Table 10 Pairwise comparison matrix for OREs
Table 11 Pairwise comparison matrix for BSEs
Table 12 Pairwise comparison matrix for SCEs

Appendix B

Table 13, Table 14, Table 15, Table 16, Table 17, Table 18, Table 19 and Table 20

Table 13 Linguistic terms for evaluating the alternatives
Table 14 Pythagorean fuzzy decision matrix
Table 15 Score function R
Table 16 Normalized Pythagorean fuzzy matrix
Table 17 Total of the weighted comparability sequence for each alternative Si
Table 18 The whole of the power weight of comparability sequences for each alternative as Pi
Table 19 The relative weights of the alternatives using aggregation score strategies
Table 20 Final assessment value

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Panpatil, S.S., Prajapati, H. & Kant, R. Analysing a GSCM Enabler–Based Model for Implementation of Its Practices: a Pythagorean Fuzzy AHP and CoCoSo Approach. Process Integr Optim Sustain 7, 523–543 (2023). https://doi.org/10.1007/s41660-022-00289-5

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