Abstract
The terms sustainability in the supply chain has increasingly received significant attention in academia and industries in recent years, which obliges the government and private sectors to adhere sustainability. In this regard, businesses are responsible for their activities’ social, environmental, and economic aspects, named triple bottom line. This paper studies sustainable supply chain practices in the mobile industry aiming at exploring sustainable supply chain practices under context of big data. In addition, the relationship of circular economy versus sustainability is under discussion and remains ambiguous. This research contributes to this discussion by providing new insight into exploring the role of circular economy in basic and advanced sustainable supply chain practices. The main focus of this paper is to investigate customers’ points of view since it is desirable and imperative to reach their expectations. From customers’ point of view, sustainability governs their health and environment resulting in persuading decision makers’ sensitivity to customers’ perceptions and pressures in formulating supply chain strategies. Therefore, we conducted a thematic analysis, a powerful method that strives to understand experiences and opinions on social media from August 2017 to July 2019 looking over customers’ perceptions patterns. The findings reveal that environmental practices in the basic and advanced categories have the most significant attention compared to other triple bottom line dimensions by customers on social media. The findings reflect strong relation between advanced sustainable supply chain practices and circular economy. This study will conclude that mobile phone companies consider circular economy as a means to improve their advanced sustainable supply chain practices.
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Published by Statista Research Department, & 27, J. (2021). International twitter users 2019. Statista. Retrieved December 6, 2021, from https://www.statista.com/statistics/274565/monthly-active-international-twitter-users/.
Andersen, M. S. (2007). An introductory note on the environmental economics of the circular economy. Sustainability Science, 2(1), 133e140. https://doi.org/10.1007/s11625-0060013-6
Awaysheh, A., & Klassen, R. D. (2010). The impact of supply chain structure on the use of supplier socially responsible practices. International Journal of Operations & Production Management, 30(12), 1246–1268. https://doi.org/10.1108/01443571011094253
Ayres, L. (2007). Qualitative research proposals: Part II—Conceptual models and methodological options. Journal of Wound, Ostomy, and Continence Nursing, 34, 131–133.
Bag, S., Gupta, S., & Kumar, S. (2021). Industry 4.0 adoption and 10R advance manufacturing capabilities for sustainable development. International Journal of Production Economics, 231(December 2019), 107844. https://doi.org/10.1016/j.ijpe.2020.107844
Baldassarre, B., Schepers, M., Bocken, N., Cuppen, E., Korevaar, G., & Calabretta, G. (2019). Industrial symbiosis: Towards a design process for eco-industrial clusters by integrating circular economy and industrial ecology perspectives. Journal of Cleaner Production, 216, 446–460. https://doi.org/10.1016/j.jclepro.2019.01.091
Bask, A., Halme, M., Kallio, M., & Kuula, M. (2013). Consumer preferences for sustainability and their impact on supply chain management: The case of mobile phones. International Journal of Physical Distribution and Logistics Management, 43(5), 380–406. https://doi.org/10.1108/IJPDLM-03-2012-0081
Boulding, K. E. (1966). The economics of the coming spaceship earth. In H. Jarrett (Ed.), Environmental quality in a growing economy resources for the future (pp. 3–14). Johns Hopkins University Press.
Braungart, M., Mcdonough, W., & Bollinger, A. (2007). Cradle-to-cradle design: Creating healthy emissions e a strategy for eco-effective product and system design. Journal of Cleaner Production, 15(13e14), 1337e1348.2006.08.003. https://doi.org/10.1016/j.jclepro
Bree, R. T., & Gallagher, G. (2016). Using Microsoft Excel to code and thematically analyse qualitative data: A simple, cost-effective approach. AISHE-J: All Ireland Journal of higher education, 8(2), 1–14.
Bridgens, B., Hobson, K., Lilley, D., Lee, J., Scott, J. L., & Wilson, G. T. (2017). Closing the loop on e-waste: A multidisciplinary perspective. Journal of Industrial Ecology, 39, 1–13. https://doi.org/10.1111/jiec.12645
Brough, P. (2019). Advanced research methods for applied psychology: Design, analysis and reporting. Routledge.
Brown, J., Cynthia Clark, C., & Buono, A. (2016). The United Nations global compact: Engaging implicit and explicit CSR for global governance. Journal of Business Ethics, 147(4), 721–734. https://doi.org/10.1007/s10551-016-3382-5
Browne, R. (2020). Apple becomes biggest smartphone player for the first time in two years, beating Samsung. CNBC. Retrieved December 6, 2021, from https://www.cnbc.com/2020/01/30/apple-iphone-beats-samsung-for-smartphone-shipments-in-q4-2019.html.
Camilleri, J., & Neuhofer, B. (2017). Value co-creation and co-destruction in the Airbnb sharing economy. International Journal of Contemporary Hospitality Management, 29(9), 2322–2340. https://doi.org/10.1108/IJCHM-09-2016-0492
Carter, C. R., & Rogers, D. S. (2008). A framework of sustainable supply chain management: Moving toward new theory. International Journal of Physical Distribution & Logistics Management, 38(5), 360–387. https://doi.org/10.1108/09600030810882816
Chae, B. (2015). Insights from hashtag #supplychain and Twitter analytics: Consider-ing Twitter and Twitter data for supply chain practice and research. International Journal of Production Economics, 165, 247–259. https://doi.org/10.1016/j.ijpe.2014.12.037
Chau, M., & Xu, J. (2012). Business intelligence in blogs: Understanding consumer interactions and communities. MIS Quarterly, 36, 1189–1216.
Choi, S., & Ng, A. (2011). Environmental and economic dimensions of sustainability and price effects on consumer responses. Journal of Business Ethics, 104(2), 269–282. https://doi.org/10.1007/s10551-011-0908-8
Counterpoint, B. T., Team CounterpointCounterpoint research is a young and fast growing research firm covering analysis of the tech industry. Coverage areas are connected devices, & Counterpoint research is a young and fast growing research firm covering analysis of the tech industry. Coverage areas are connected devices. (2021). Global smartphone market share: By quarter. Counterpoint Research. Retrieved December 6, 2021, from https://www.counterpointresearch.com/global-smartphone-share/.
Croom, S., Vidal, N., Spetic, W., Marshall, D., & McCarthy, L. (2018). Impact of social sustainability orientation and supply chain practices on operational performance. International Journal of Operations and Production Management, 38(12), 2344–2366. https://doi.org/10.1108/IJOPM-03-2017-0180
Echegaray, F. (2016). Consumers’ reactions to product obsolescence in emerging markets: The case of Brazil. Journal of Cleaner Production., 134, 191203. https://doi.org/10.1016/j.jclepro.2015.08.119
Ellen MacArthur Foundation. (2015). Circularity indicators: An approach to measuring circularity. Methodology. https://doi.org/10.1016/j.giq.2006.04.004
Famiyeh, S., Kwarteng, A., Asante-Darko, D., & Dadzie, S. A. (2018). Green supply chain management initiatives and operational competitive performance. Benchmarking: An International Journal, 25(2), 607–63. https://doi.org/10.1108/BIJ-10-2016-0165
Fischer, A., & Pascucci, S. (2017). Institutional incentives in circular economy transition: The case of material use in the Dutch textile industry. Journal of Cleaner Production, 155, 17–32. https://doi.org/10.1016/j.jclepro.2016.12.038
Geissdoerfer, M., et al. (2017). The circular economy e A new sustainability paradigm? Journal of Cleaner Production, 143, 757e768. https://doi.org/10.1016/j.jclepro.2016.12.048
Ghadimi, P., Wang, C., & Lim, M. (2019). Sustainable supply chain modeling and analysis: past debate, present problems and future challenges. Resources, Conservation and Recycling, 140, 72–84. https://doi.org/10.1016/j.resconrec.2018.09.005
Ghisellini, P., Cialani, C., & Ulgiati, S. (2016). A review on circular economy: The expected transition to a balanced interplay of environmental and economic systems. Journal of Cleaner Production, 114, 11–32. https://doi.org/10.1016/j.jclepro.2015.09.007
González-Torre, P. L., Adenso-Di, B., & Artiba, H. (2004). Environmental and reverse logistics policies in European bottling and packaging firms. International Journal of Production Economics, 88(1), 95–104. https://doi.org/10.1016/S0925-5273(03)00181-6
Goodarzian, F., Kumar, V., & Abraham, A. (2021). Hybrid meta-heuristic algorithms for a supply chain network considering different carbon emission regulations using big data characteristics, soft computing (Vol. 25). Springer. https://doi.org/10.1007/s00500-021-05711-7
Goodarzian, F., Shishebori, D., Nasseri, H., & Dadvar, F. (2021b). A bi-objective production-distribution problem in a supply chain network under grey flexible conditions. RAIRO: Operations Research, 55, S1287–S1316.
Goodarzian, F., Wamba, S. F., Mathiyazhagan, K., & Taghipour, A. (2021). A new bi-objective green medicine supply chain network design under fuzzy environment: Hybrid metaheuristic algorithms. Computers and Industrial Engineering, 160, 107535.
Govindan, K., et al. (2012). A fuzzy multi criteria approach for measuring sustainability performance of a supplier based on triple bottom line approach. Journal of Cleaner Production. https://doi.org/10.1016/j.jclepro.2012.04.014
Govindan, K., Soleimani, H., & Kannan, D. (2015). Reverse logistics and closed-loop supply chain: A comprehensive review to explore the future. European Journal of Operational Research, 240(3), 603–626. https://doi.org/10.1016/j.ejor.2014.07.012
Granskog, A., Lee, L., Magnus, K.-H., & Sawers, C. (2021). Survey: Consumer sentiment on sustainability in fashion. McKinsey & Company. Retrieved December 16, 2021, from https://www.mckinsey.com/industries/retail/our-insights/survey-consumer-sentiment-on-sustainability-in-fashion.
Guo, X., & Yan, K. (2017). Estimation of obsolete cellular phones generation: A case study of China. Science of the Total Environment, 575, 321–329. https://doi.org/10.1016/j.scitotenv.2016.10.054
Haji Esmaeili, S. A., Szmerekovsky, J., Sobhani, A., Dybing, A., & Peterson, T. O. (2020). Sustainable biomass supply chain network design with biomass switching incentives for first-generation bioethanol producers. Energy Policy, 138(December), 111222. https://doi.org/10.1016/j.enpol.2019.111222
Hak, T., Janouskova, S., & Moldan, B. (2016). Sustainable development goals: A need for relevant indicators. Ecological Indicator, 60, 565–573. https://doi.org/10.1016/j.ecolind.2015.08.003
Hobson, K. (2016). Closing the loop or squaring the circle? Locating generative spaces for the circular economy. Progress in Human Geography, 40(1), 88e104. https://doi.org/10.1177/0309132514566342
Hollos, D., Blome, C., & Foerstl, K. (2012). Does sustainable supplier co-operation affect performance? Examining implications for the triple bottom line. International Journal of Production Research, 50(11), 2968–2986. https://doi.org/10.1080/00207543.2011.582184
Islam, M. T., & Huda, N. (2018). Reverse logistics and closed-loop supply chain of waste electrical and electronic equipment (WEEE)/E-waste: A comprehensive literature review. Resources, Conservation and Recycling, 137, 48–75. https://doi.org/10.1016/j.resconrec.2018.05.026
ITU. Global and regional ICT data. (2017). Retrieved on September 26, 2017 from www.itu.int/en/ITU-D/Statistics/Pages/stat/default.aspx.
Kastanaki, E., & Giannis, A. (2022). Forecasting quantities of critical raw materials in obsolete feature and smart phones in Greece: A path to circular economy. Journal of Environmental Management, 307, 114566. https://doi.org/10.1016/j.jenvman.2022.114566
Kiger, M. E., & Varpio, L. (2020). Thematic analysis of qualitative data: AMEE Guide No. 131. Medical Teacher, 42(8), 846–854. https://doi.org/10.1080/0142159X.2020.1755030
Klassen, R. D., & Vereecke, A. (2012). Social issues in supply chains: Capabilities link responsibility, risk (opportunity), and performance. International Journal of Production Economics, 140(1), 103–115. https://doi.org/10.1016/j.ijpe.2012.01.021
Korhonen, J., et al. (2018). Circular economy as an essentially contested concept. Journal of Cleaner Production, 175, 544e552. https://doi.org/10.1016/j.jclepro.2017.12.111
Lee, K.-H., & Kim, J.-W. (2009). Current status of CSR in the realm of supply management: The rise of the Korean electronics industry. Supply Chain Management: An International Journal, 14(2), 138–148. https://doi.org/10.1108/13598540910942000
Lee, S. Y., Hu, J., & Lim, M. K. (2020). Maximising the circular economy and sustainability outcomes: An end-of-life tyre recycling outlets selection model. International Journal of Production Economics. https://doi.org/10.1016/j.ijpe.2020.107965
Lüdeke-freund, F., Gold, S., & Bocken, N. (2018). A review and typology of circular economy business model patterns. Journal of Industrial Ecology. https://doi.org/10.1111/jiec.12763
Makov, T., Fishman, T., Chertow, M. R., & Blass, V. (2019). What Affects the secondhand value of smartphones: Evidence from eBay. Journal of Industrial Ecology, 23(3), 549–559.
Marshall, D., McCarthy, L., McGrath, P., & Claudy, M. (2015). Going above and beyond: How sustainability culture and entrepreneurial orientation drive social sustainability supply chain practice adoption. Supply Chain Management: An International Journal, 20(4), 434–454. https://doi.org/10.1108/SCM-08-2014-0267
Mishra, N., & Singh, A. (2018). Use of twitter data for waste minimisation in beef supply chain. Annals of Operations Research, 270(1), 337–359. https://doi.org/10.1007/s10479-016-2303-4
Mishra, N., & Singh, A. (2018). Use of twitter data for waste minimisation in beef supply chain. Annals of Operations Research, 270, 337–359. https://doi.org/10.1007/s10479-016-2303-4
Mokhtar, M. F., Omar, B., Nor, N. H. M., Pauzi, N. F. M., Hassan, S., & Mohamed, W. A. W. (2016). Social and economic concern of supply chain sustainability (SCS). IOP Conference Series: Materials Science and Engineering. https://doi.org/10.1088/1757-899X/160/1/012073
Moktadir, M. A., Rahman, T., Rahman, M. H., Ali, S. M., & Paul, S. K. (2018). Drivers to sustainable manufacturing practices and circular economy: A perspective of leather industries in Bangladesh. Journal of Cleaner Production, 174, 1366–1380.
Nakajima, N. (2000). A vision of industrial ecology: state-of-the-art practices for a circular and service-based economy. Bulletin of Science, Technology & Society, 20, 54e69.
Neuendorf, K. A. (2002). The content analysis guidebook. Sage.
Nidumolu, R., Prahalad, C. K., Rangaswami, M. R. (2009). Why sustainability is now the key driver of innovation. Harvard Business Review, 87(9).
Nikolaou, I. E., Tsalis, T. A., & Evangelinos, K. I. (2019). A framework to measure corporate sustainability performance: A strong sustainability-based view of firm. Sustainable Production and Consumption, 18(x), 1–18. https://doi.org/10.1016/j.spc.2018.10.004
Ogunmakinde, O. E., Egbelakin, T., & Sher, W. (2022). Contributions of the circular economy to the UN sustainable development goals through sustainable construction. Resources, Conservation and Recycling, 178, 106023. https://doi.org/10.1016/j.resconrec.2021.106023
Presley, A., Meade, L., & Sarkis, J. (2007). A strategic sustainability justification methodology for organisational decisions: A reverse logistics illustration. International Journal of Production Research, 45(18/19), 4595–4603. https://doi.org/10.1080/00207540701440220
Quarshie, A. M., Salmi, A., & Leuschner, R. (2016). Sustainability and corporate social responsibility in supply chains: The state of research in supply chain management and business ethics journals. Journal of Purchasing and Supply Management, 22(2), 82–97. https://doi.org/10.1016/j.pursup.2015.11.001
Rathore, S., Kota, A. C., et al. (2011). sustainability through remanufacturing in India: A case study on mobile handsets. Journal of Cleaner Production, 19(15), 1709–1722. https://doi.org/10.1016/j.jclepro.2011.06.016
Rivera, J. L., & Lallmahomed, A. (2015). Environmental implications of planned obsolescence and product lifetime: A literature review. International Journal of Sustainable Engineering, 9(2), 119–129. https://doi.org/10.1080/19397038.2015.1099757
Rockstrom, J., et al. (2009). Planetary boundaries: exploring the safe operating space € for humanity. Ecology and society. https://doi.org/10.5751/ES-03180-140232
Rodriguez, S. I., Roman, M. S., Sturhahn, S. C., & Terry, E. H. (2002). Sustainability assessment and reporting for the university of Michigan’s Ann Arbor campus. Center for sustainable systems (p. 89). University of Michigan Report.
Rogers, D. S., & Tibben-Lembke, R. S. (1998). Going backwards: Reverse logistics trends and practices (p. 1998). University of Nevada, Reno, Reverse Logistics Executive Council.
Rust, R. T., & Cooil, B. (1994). Reliability-measures for qualitative data: Theory and implications. Journal of Marketing Research, 31(1), 1–14.
Ruths, D., & Pfeffer, J. (2014). Social media for large studies of behavior. Science, 346(6213), 1063–1064.
Sancha, C., Gimenez, C., & Sierra, V. (2016). Achieving a socially responsible supply chain through assessment and collaboration. Journal of Cleaner Production, 112, 1934–1947.
Santiteerakul, S., Sekhari, A., Ouzrout, Y., & Sopadang, A. (2018). Social indicators for sustainable supply chain management to cite this version: HAL Id: hal-01550320 social indicators for sustainable supply chain management.
Sarkis, J., Helms, M. M., & Hervani, A. A. (2010). Reverse logistics and social sustainability. Corporate Social Responsibility and Environmental Management, 17(6), 337–354. https://doi.org/10.1002/csr.220
Schöggl, J. P., Stumpf, L., & Baumgartner, R. J. (2020). The narrative of sustainability and circular economy: A longitudinal review of two decades of research. Resources Conservation and Recycling, 163, 105073.
Sharma, S., & Henriques, I. (2005). Stakeholder influences on sustainability practices in the Canadian forest products industry. Strategic Management Journal, 26(2), 159–180. https://doi.org/10.1002/smj.439
Shokouhyar, S., Seddigh, M. R., & Panahifar, F. (2020). Impact of big data analytics capabilities on supply chain sustainability. World Journal of Science, Technology and Sustainable Development, 17(1), 33–57. https://doi.org/10.1108/wjstsd-06-2019-0031
Singh, M., Jawalkar, C. S., & Kant, S. (2019). Analysis of drivers for green supply chain management adaptation in a fertilizer industry of Punjab (India). International Journal of Environmental Science and Technology, 16(7), 2915e2926.
Smith, B. G. (2010). Socially distributing public relations: Twitter, Haiti, and interactivity in social media. Public Relations Review, 36(4), 329–335.
Sodhi, M. M. S., & Tang, C. S. (2017). Corporate Social Sustainability in supply chains: A thematic analysis of the literature. International Journal of Production Research, 56(1–2), 882–901. https://doi.org/10.1080/00207543.2017.1388934
Steffen, W., et al. (2015). Planetary boundaries: Guiding human development on a changing planet. Science (New York, N.Y.), 347(6223), 736786. https://doi.org/10.1126/science.aaa9629
Stieglitz, S., Dang-Xuan, L., Bruns, A., & Neuberger, C. (2014). Social media analytics. Business Information System Engineering., 6(2), 89–96. https://doi.org/10.1007/s12599-014-0315-7
Suárez-Eiroa, B., Fernández, E., Méndez-Martínez, G., & Soto-Oñate, D. (2019). Operational principles of circular economy for sustainable development: Linking theory and practice. Journal of Cleaner Production, 214, 952–961.
Sudusinghe, J. I., & Seuring, S. (2022). Supply Chain COLLABORATION and sustainability performance in circular economy: A systematic literature review. International Journal of Production Economics, 245, 108402. https://doi.org/10.1016/j.ijpe.2021.108402
Sullivan, K., Thomas, S., & Rosano, M. (2018). Using industrial ecology and strategic management concepts to pursue the sustainable development goals. Journal of Cleaner Production, 174, 237–246. https://doi.org/10.1016/j.jclepro.2017.10.201
Szymanski, D. M., & Henard, D. H. (2001). Customer satisfaction: A meta-analysis of the empirical evidence. Journal of the academy of marketing science, 29, 16.
Tate, W. L., Ellram, L. M., & Kirchoff, J. F. (2010). Corporate social responsibility reports: A thematic analysis related to supply chain management. Journal of Supply Chain Management, 46(1), 19–44. https://doi.org/10.1111/j.1745-493X.2009.03184.x
Tseng, M. L., Islam, M. S., Karia, N., Fauzi, F. A., & Afrin, S. (2019). A literature review on green supply chain management: Trends and future challenges. Resources, Conservation and Recycling, 141, 145–162. https://doi.org/10.1016/j.resconrec.2018.10.009
Tufekci, Z. (2014). Big questions for social media big data: Representativeness, validity and other methodological pitfalls. ICWSM, 14, 505–514.
Twitter, (2013). Twitter developer documentation (https://dev.twitter.com/docs).
UNEP. (2006). Circular economy. An alternative model for economic development. United Nations Environment Programme.
United Nations. (2015). Transforming our world: The 2030 agenda for sustainable development. Department of Economic and Social Affairs.
Vaismoradi, M., Turunen, H., & Bondas, T. (2013). Content analysis and thematic analysis: Implications for conducting a qualitative descriptive study. Nursing and Health Sciences, 15(3), 398–405. https://doi.org/10.1111/nhs.12048
Venhoeven, L. A., Willem, J., & Steg, L. (2020). Why going green feels good. Journal of Environmental Psychology, 71(August), 101492. https://doi.org/10.1016/j.jenvp.2020.101492
Walker, H., & Jones, N. (2012). Sustainable supply chain management across the UK private sector. Supply Chain Management: An International Journal, 17(1), 15–28. https://doi.org/10.1108/13598541211212177
Wang, Y., Ma, J. & Ma, B. (2013), Status of mobile phone recycling in China and research of recycle models. China Economist, 51–53.
Wikurendra, E., Ferto, I., Nagy, I., & Nurika, G. (2022). Strengths, weaknesses, opportunities, and threats of waste management with circular economy principles in developing countries: A systematic review. Environmental Quality Management. https://doi.org/10.1002/tqem.21846
Wu, K. J., Liao, C. J., Tseng, M. L., Lim, M. K., Hu, J., & Tan, K. (2017). Toward sustainability: Using big data to explore the decisive attributes of supply chain risks and uncertainties. Journal of Cleaner Production, 142, 663e676. https://doi.org/10.1016/j.jclepro.2016.04.040
Yin, J., Qian, L., & Shen, J. (2019). From value co-creation to value co-destruction? The case of dockless bike sharing in China. Transportation Research Part D: Transport and Environment, 71(December 2018), 169–185. https://doi.org/10.1016/j.trd.2018.12.004
Yong, R. (2007). The circular economy in China. J Mater Cycles Waste Manag, 9, 121–129. https://doi.org/10.1007/s10163-007-0183-z
Yuan, Z., Bi, J., & Moriguichi, Y. (2008). The circular economy: A new development strategy in China. Journal of Industrial Ecology, 10(1–2), 4–8. https://doi.org/10.1162/108819806775545321
Zailani, S., Jeyaraman, K., Vengadasan, G., & Premkumar, R. (2012). Sustainable supply chain management (SSCM) in Malaysia: A survey. International Journal of Production Economics, 140(1), 330–340. https://doi.org/10.1016/j.ijpe.2012.02.008
Zink, T., Maker, F., Geyer, R., Amirtharajah, R., & Akella, V. (2014). Comparative life cycle assessment of smartphone reuse: Repurposing versus refurbishment. International Journal of Life Cycle Assess, 19, 1099–1109. https://doi.org/10.1007/s11367-014-0720-7
Zufall, J., Norris, S., Schaltegger, S., Revellio, F., & Hansen, E. G. (2020). Business model patterns of sustainability pioneers: Analysing cases across the smartphone life cycle. Journal of Cleaner Production, 244, 118651. https://doi.org/10.1016/j.jclepro.2019.118651
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Mirzaei, S., Shokouhyar, S. Applying a thematic analysis in identifying the role of circular economy in sustainable supply chain practices. Environ Dev Sustain 25, 4691–4722 (2023). https://doi.org/10.1007/s10668-022-02217-6
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DOI: https://doi.org/10.1007/s10668-022-02217-6