Illuminating the consumer viewpoint in plans for Waste Electrical and Electronic Equipment treatment: leveraging Twitter data analysis
الموضوعات :Akbar Alam Tabriz 1 , sara shafahi 2 , alireza motameni 3
1 - Department of Management, Shahid Beheshti University, Tehran, Iran.
2 - دانشجوی دکتری رشته مدیریت فناوری اطلاعات دانشگاه شهید بهشتی
3 - عضو هیات علمی
الکلمات المفتاحية: Waste of Electrical and Electronic Equipment (WEEE), End-of-Life (EOL), WEEE treatment, WEEE management ,
ملخص المقالة :
Rapid advancements in technology have led to a significant rise in Waste Electrical and Electronic Equipment (WEEE), necessitating the development of effective strategies for managing this growing waste stream. This study explores consumer perspectives and preferences regarding End-of-Life (EOL) options for WEEE. By analyzing a substantial dataset of 2,905,579 Twitter tweets collected between May 2019 and April 2022, and utilizing the Fuzzy Analytic Hierarchy Process (FAHP) technique, we were able to identify the key factors influencing consumer decisions. These factors include accessibility of recycling centers, consumer awareness regarding EOL options, trust in government initiatives, potential economic incentives, involvement of charitable organizations in collection processes, and data security concerns during electronic waste disposal. FAHP was further employed to assess the suitability of each EOL option (reuse, remanufacturing, recycling, and disposal) based on these identified factors. The findings from this study offer valuable insights that can inform WEEE management practices, promote the development of efficient electronic waste disposal strategies, and contribute to the establishment of a circular economy for electronic waste.
Adu-Gyamfi, G., Asamoah, A. N., Nketiah, E., Obuobi, B., Adjei, M., Cudjoe, D., & Zhu, B. (2023). Reducing waste management challenges: Empirical assessment of waste sorting intention among corporate employees in Ghana. Journal of Retailing and Consumer Services, 72, 103261. http://dx.doi.org/10.1016/j.jretconser.2023.103261
Abirami, T., & Gayathri, R. (2016). A Survey on Efficient Power allocation for OFDM–Based Cognitive Radio Systems. on Journal of Chemical and Pharmaceutical Sciences (ICPS), 8, 83-87. https://jchps.com/specialissues/2016%20Special%20Issue%208/MKCE%2024.pdf
Agrawal, S., Singh, R. K., & Murtaza, Q. (2018). Reverse supply chain issues in Indian electronics industry: a case study. Journal of Remanufacturing, 8(3), 115-129. https://link.springer.com/article/10.1007/s13243-018-0049-7
Andersson, M., Söderman, M. L., & Sandén, B. A. (2019). Challenges of recycling multiple scarce metals: The case of Swedish ELV and WEEE recycling. Resources Policy, 63, 101403. https://doi.org/10.1016/j.resourpol.2019.101403
Awasthi, A. K., Cucchiella, F., D'Adamo, I., Li, J., Rosa, P., Terzi, S., & Zeng, X. (2018). Modelling the correlations of e-waste quantity with economic increase. Science of the Total Environment, 613, 46-53. https://doi.org/10.1016/j.scitotenv.2017.08.288
Barbu, A., Catană, Ș. A., Deselnicu, D. C., Cioca, L. I., & Ioanid, A. (2022). Factors Influencing Consumer Behavior toward Green Products: A Systematic Literature Review. International Journal of Environmental Research and Public Health, 19(24), 16568. https://doi.org/10.3390/ijerph192416568
Bernstad, A., la Cour Jansen, J., & Aspegren, H. (2011). Property-close source separation of hazardous waste and waste electrical and electronic equipment–A Swedish case study. Waste Management, 31(3), 536-543. https://doi.org/10.1016/j.wasman.2010.09.011
Bhattacharjya, J., Ellison, A., & Tripathi, S. (2016). An exploration of logistics-related customer service provision on Twitter: The case of e-retailers. International Journal of Physical Distribution & Logistics Management, 46(6/7), 659-680. https://doi.org/10.1108/IJPDLM-01-2015-0007
Brocke, J. V., Simons, A., Niehaves, B., Niehaves, B., Reimer, K., Plattfaut, R., & Cleven, A. (2009). Reconstructing the giant: On the importance of rigour in documenting the literature search process.
Cardamone, G. F., Ardolino, F., & Arena, U. (2021). About the environmental sustainability of the European management of WEEE plastics. Waste Management, 126, 119-132. https://doi.org/10.1016/j.wasman.2021.02.040
Chae, B. K. (2015). Insights from hashtag# supplychain and Twitter Analytics: Considering 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 https://doi.org/10.1016/j.ijpe.2014.12.037
Corsini, F., Gusmerotti, N. M., & Frey, M. (2020). Consumer’s circular behaviors in relation to the purchase, extension of life, and end of life management of electrical and electronic products: A review. Sustainability, 12(24), 10443. https://doi.org/10.3390/su122410443
De Jesus, A., Antunes, P., Santos, R., & Mendonça, S. (2019). Eco-innovation pathways to a circular economy: Envisioning priorities through a Delphi approach. Journal of Cleaner Production, 228, 1494-1513. https://doi.org/10.1016/j.jclepro.2019.04.049
Forti, V., Baldé, C. P., Kuehr, R., & Bel, G. (2020). The global e-waste monitor 2020. Quantities, flows, and the circular economy potential, 1-119. https://collections.unu.edu/view/UNU:7737
Fu, J., Zhong, J., Chen, D., & Liu, Q. (2020). Urban environmental governance, government intervention, and optimal strategies: A perspective on electronic waste management in China. Resources, Conservation and Recycling, 154, 104547. https://doi.org/10.1016/j.resconrec.2019.104547
Frempong, J., Chai, J., Ampaw, E. M., Amofah, D. O., & Ansong, K. W. (2020). The relationship among customer operant resources, online value co-creation and electronic-word-of-mouth in solid waste management marketing. Journal of Cleaner Production, 248, 119228. https://doi.org/10.1016/j.jclepro.2019.119228
Garrido-Hidalgo, C., Ramirez, F. J., Olivares, T., & Roda-Sanchez, L. (2020). The adoption of internet of things in a circular supply chain framework for the recovery of WEEE: The case of lithium-ion electric vehicle battery packs. Waste Management, 103, 32-44. http://dx.doi.org/10.1016/j.wasman.2019.09.045
Ghanadpour, S. H., Shokouhyar, S., & Pourabbasi, M. (2022). Effective end‑of‑life (EOL) products management in mobile phone industry with using Twitter data analysis perspective. Environment, Development and Sustainability, 1-30. http://dx.doi.org/10.1007/s10668-022-02529-7
Govindan, K., & Soleimani, H. (2017). A review of reverse logistics and closed-loop supply chains: a Journal of Cleaner Production focus. Journal of cleaner production, 142, 371-384. https://doi.org/10.1016/j.jclepro.2016.03.126
Golev, A., & Corder, G. D. (2017). Quantifying metal values in e-waste in Australia: The value chain perspective. Minerals Engineering, 107, 81-87. https://doi.org/10.1016/j.mineng.2016.10.021
Govindan, K., Darbari, J. D., Agarwal, V., & Jha, P. C. (2017). Fuzzy multi-objective approach for optimal selection of suppliers and transportation decisions in an eco-efficient closed loop supply chain network. Journal of Cleaner Production, 165, 1598-1619. https://doi.org/10.1016/j.jclepro.2017.06.180
Guo, J., Tang, B., Huo, Q., Liang, C., & Gen, M. (2021). Fuzzy programming of dual recycling channels of sustainable multi-objective waste electrical and electronic equipment (WEEE) based on triple bottom line (TBL) theory. Arabian Journal for Science and Engineering, 46(10), 10231-10244. http://dx.doi.org/10.1007/s13369-021-05705-5
Galante, A. M. S., & Campos, L. L. (2012). Mapping radiation fields in containers for industrial γ-irradiation using polycarbonate dosimeters. Applied Radiation and Isotopes, 70(7), 1264-1266. https://doi.org/10.1016/j.apradiso.2011.12.046
Hardy, C. (2004). Scaling up and bearing down in discourse analysis: Questions regarding textual agencies and their context. Organization, 11(3), 415-425. https://doi.org/10.1177/1350508404042000
Hennies, L., & Stamminger, R. (2016). An empirical survey on the obsolescence of appliances in German households. Resources, conservation and recycling, 112, 73-82. https://doi.org/10.1016/j.resconrec.2016.04.013
Huisman, J. (2012). Eco-efficiency evaluation of WEEE take-back systems. In Waste electrical and electronic equipment (WEEE) handbook (pp. 93-119). Woodhead Publishing. https://doi.org/10.1533/9780857096333.1.93
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
InternetLiveStats. Twitter usage statistics. 2020 [cited 2020 08/13/2020]; Twitter usage statistics]. available from: https://www.internetlivestats.com/twitter-statistics/.
Jain, M., Kumar, D., Chaudhary, J., Kumar, S., Sharma, S., & Verma, A. S. (2023). Review on E-waste management and its impact on the environment and society. Waste Management Bulletin. https://doi.org/10.1016/j.wmb.2023.06.004
Jiang, P., Van Fan, Y., & Klemeš, J. J. (2021). Data analytics of social media publicity to enhance household waste management. Resources, Conservation and Recycling, 164, 105146. https://doi.org/10.1016/j.resconrec.2020.105146
Jafari, A., Heydari, J., & Keramati, A. (2017). Factors affecting incentive dependency of residents to participate in e-waste recycling: a case study on adoption of e-waste reverse supply chain in Iran. Environment, Development and Sustainability, 19(1), 325-338. https://doi.org/10.1007/s10668-015-9737-8
Joshi, Y., & Rahman, Z. (2015). Factors affecting green purchase behaviour and future research directions. International Strategic management review, 3(1-2), 128-143. https://doi.org/10.1016/j.ism.2015.04.001
Knickmeyer, D. (2020). Social factors influencing household waste separation: A literature review on good practices to improve the recycling performance of urban areas. Journal of cleaner production, 245, 118605. https://doi.org/10.1016/j.jclepro.2019.118605
Kosai, S., Kishita, Y., & Yamasue, E. (2020). Estimation of the metal flow of WEEE in Vietnam considering lifespan transition. Resources, Conservation and Recycling, 154, 104621. https://doi.org/10.1016/j.resconrec.2019.104621
Kumar, A., & Chandrahasan, R. (2023). Impact of heavy metals from electronic waste on bird species concerning biodiversity: A case study in Bellandur lake, Bengaluru, India. Environmental Health Engineering And Management Journal, 0-0. http://dx.doi.org/%2010.34172/EHEM.2023.30
Liu, T., Cao, J., Wu, Y., Weng, Z., Senthil, R. A., & Yu, L. (2021). Exploring influencing factors of WEEE social recycling behavior: A Chinese perspective. Journal of Cleaner Production, 312, 127829. https://doi.org/10.1016/j.jclepro.2021.127829
Lieder, M., Asif, F. M., Rashid, A., Mihelič, A., & Kotnik, S. (2017). Towards circular economy implementation in manufacturing systems using a multi-method simulation approach to link design and business strategy. The International Journal of Advanced Manufacturing Technology, 93, 1953-1970. https://doi.org/10.1007/s00170-017-0610-9
Mele, F. D., Kostin, A. M., Guillen-Gosalbez, G., & Jiménez, L. (2011). Multiobjective model for more sustainable fuel supply chains. A case study of the sugar cane industry in Argentina. Industrial & Engineering Chemistry Research, 50(9), 4939-4958. https://dx.doi.org/10.1021/ie101400g
Miliute-Plepiene, J., Hage, O., Plepys, A., & Reipas, A. (2016). What motivates households recycling behaviour in recycling schemes of different maturity? Lessons from Lithuania and Sweden. Resources, Conservation and Recycling, 113, 40-52. https://doi.org/10.1016/j.resconrec.2016.05.008
Moyen Massa, G., & Archodoulaki, V. M. (2023). Electrical and Electronic Waste Management Problems in Africa: Deficits and Solution Approach. Environments, 10(3), 44. https://doi.org/10.3390/environments10030044
Mintz, K. K., Henn, L., Park, J., & Kurman, J. (2019). What predicts household waste management behaviors? Culture and type of behavior as moderators. Resources, Conservation and Recycling, 145, 11-18. https://doi.org/10.1016/j.resconrec.2019.01.045
Nelson, N., Dongjie, N., Mwamlima, P., & Mwitalemi, S. Assessment of Stakeholder’s Collaboration in the Management of Waste Electrical and Electronic Equipments in Dar es Salaam, Tanzania. Management, 10, 13. http://dx.doi.org/10.29322/IJSRP.11.05.2021.p11362
Nnorom, I. C., & Osibanjo, O. (2008). Overview of electronic waste (e-waste) management practices and legislations, and their poor applications in the developing countries. Resources, conservation and recycling, 52(6), 843-858. https://doi.org/10.1016/j.resconrec.2008.01.004
Nowakowski, P., Król, A., & Mrówczyńska, B. (2017). Supporting mobile WEEE collection on demand: A method for multi-criteria vehicle routing, loading and cost optimisation. Waste Management, 69, 377-392. https://doi.org/10.1016/j.wasman.2017.07.045
Paul, J., & Criado, A. R. (2020). The art of writing literature review: What do we know and what do we need to know?. International business review, 29(4), 101717. https://doi.org/10.1016/j.ibusrev.2020.101717
Pourabbasi, M., & Shokouhyar, S. (2022). Unveiling a novel model for promoting mobile phone waste management with a social media data analytical approach. Sustainable Production and Consumption, 29, 546-563. https://doi.org/10.1016/j.spc.2021.11.003
Qu, Y., Zhu, Q., Sarkis, J., Geng, Y., & Zhong, Y. (2013). A review of developing an e-wastes collection system in Dalian, China. Journal of Cleaner Production, 52, 176-184. https://doi.org/10.1016/j.jclepro.2013.02.013
Radi, S. A., & Shokouhyar, S. (2021). Toward consumer perception of cellphones sustainability: A social media analytics. Sustainable Production and Consumption, 25, 217-233. http://dx.doi.org/10.1016/j.spc.2020.08.012
Ramezaninia, M., Shokouhyar, S., GhanadPour, S. H., Mutallebi, S. M., & Shokoohyar, S. (2022). A framework to improve smartphone supply chain defects: social media analytics approach. Social Network Analysis and Mining, 12(1), 157. https://doi.org/10.1007/s13278-022-00982-w
Rogers, D. S., & Tibben‐Lembke, R. (2001). An examination of reverse logistics practices. Journal of business logistics, 22(2), 129-148. http://dx.doi.org/10.1002/j.2158-1592.2001.tb00007.x
Rompf, Stephan. 2014. “System Trust and Cooperation: The Case of Recycling Behavior.” https://mpra.ub.uni-muenchen.de/id/eprint/60279
Sabbaghi, M., Behdad, S., & Zhuang, J. (2016). Managing consumer behavior toward on-time return of the waste electrical and electronic equipment: A game theoretic approach. International Journal of Production Economics, 182, 545-563. https://doi.org/10.1016/j.ijpe.2016.10.009
Shahabuddin, M., Uddin, M. N., Chowdhury, J. I., Ahmed, S. F., Uddin, M. N., Mofijur, M., & Uddin, M. A. (2023). A review of the recent development, challenges, and opportunities of electronic waste (e-waste). International Journal of Environmental Science and Technology, 20(4), 4513-4520. https://doi.org/10.1007/s13762-022-04274-w
Shevchenko, T., Laitala, K., & Danko, Y. (2019). Understanding consumer E-waste recycling behavior: introducing a new economic incentive to increase the collection rates. Sustainability, 11(9), 2656. https://doi.org/10.3390/su11092656
Shokouhyar, S., & Shahrasbi, A. (2021). Revealing the reality behind consumers’ participation in WEEE treatment schemes: a mixed method approach. Journal of Environmental Planning and Management, 1-32. http://dx.doi.org/10.1080/09640568.2021.1972284
Shoukohyar, S., & Seddigh, M. R. (2020). Uncovering the dark and bright sides of implementing collaborative forecasting throughout sustainable supply chains: An exploratory approach. Technological Forecasting and Social Change, 158, 120059. https://doi.org/10.1016/j.techfore.2020.120059
Sijtsma, K. (2009). On the use, the misuse, and the very limited usefulness of Cronbach’s alpha. Psychometrika, 74, 107-120. https://doi.org/10.1007%2Fs11336-008-9101
Singh, A., Shukla, N., & Mishra, N. (2018). Social media data analytics to improve supply chain management in food industries. Transportation Research Part E: Logistics and Transportation Review, 114, 398-415. https://doi.org/10.1016/j.tre.2017.05.008
Soleimani, H., Govindan, K., Saghafi, H., & Jafari, H. (2017). Fuzzy multi-objective sustainable and green closed-loop supply chain network design. Computers & industrial engineering, 109, 191-203. https://doi.org/10.1016/j.cie.2017.04.038
Sun, Y. (2022). Social Media and Influence Detection: A Literature Review on Twitter. https://cradpdf.drdc-rddc.gc.ca/PDFS/unc397/p815334_A1b.pdf
Tansel, B. (2017). From electronic consumer products to e-wastes: Global outlook, waste quantities, recycling challenges. Environment international, 98, 35-45. https://doi.org/10.1016/j.envint.2016.10.002
Varotto, A., & Spagnolli, A. (2017). Psychological strategies to promote household recycling. A systematic review with meta-analysis of validated field interventions. Journal of Environmental Psychology, 51, 168-188. https://doi.org/10.1016/j.jenvp.2017.03.011
Wang, Q., & Wang, X. (2022). An Expert Decision-Making System for Identifying Development Barriers in Chinese Waste Electrical and Electronic Equipment (WEEE) Recycling Industry. Sustainability, 14(24), 16721. https://doi.org/10.3390/su142416721
Ylä-Mella, J., Keiski, R. L., & Pongrácz, E. (2015). Electronic waste recovery in Finland: Consumers’ perceptions towards recycling and re-use of mobile phones. Waste management, 45, 374-384. http://dx.doi.org/10.1016/j.wasman.2015.02.031
Zhu, X., Wang, J., & Tang, J. (2017). Recycling pricing and coordination of WEEE dual-channel closed-loop supply chain considering consumers’ bargaining. International Journal of Environmental Research and Public Health, 14(12), 1578. https://doi.org/10.3390%2Fijerph14121578
Zhang, S., Forssberg, E., Van Houwelingen, J., Rem, P., & Wei, L. Y. (2000). End‐of‐life electric and electronic equipment management towards the 21st century. Waste Management and Research, 18(1), 73-85. http://dx.doi.org/10.1034/j.1399-3070.2000.00090.x
Zuo, L., Wang, C., & Sun, Q. (2020). Sustaining WEEE collection business in China: The case of online to offline (O2O) development strategies. Waste Management, 101, 222-230. https://doi.org/10.1016/j.wasman.2019.10.008