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Sustainable Supply Chain Based on News Articles and Sustainability Reports: Text Mining with Leximancer and DICTION

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  • Dongwook Kim

    (Graduate School of Innovation and Technology Management, Korea Advanced Institute of Science and Technology (KAIST))

  • Sungbum Kim

    (Department of IT convergence, Kumoh National Institute of Technology, Gumi 730-701, Gyungbuk, Korea)

Abstract

The purpose of this research is to explore sustainable supply chain management (SSCM) trends, and firms’ strategic positioning and execution with regard to sustainability in the textile and apparel industry based on news articles and sustainability reports. Further analysis of the rhetoric in Chief executive officer (CEO) letters within sustainability reports is used to determine firms’ resoluteness, positive entailments, sharing of values, perception of reality, and sustainability strategy and execution feasibility. Computer-based content analysis is used for this research: Leximancer is applied for text analysis, while dictionary-based text mining program DICTION and SPSS are used for rhetorical analysis. Overall, contents similar to the literature on environmental, social, and economic aspects of the triple bottom line (TBL) are observed, however, topics such as regulation, green incentives, and international standards are not readily observed. Furthmore, ethical issues, sustainable production, quality, and customer roles are emphasized in texts analyzed. The CEO letter analysis indicates that listed firms show relatively low realism and high commonality, while North American firms exhibit relatively high commonality, and Europe firms show relatively high realism. The results will serve as a baseline for providing academia guidelines in SSCM research, and provide an opportunity for businesses to complement their sustainability strategies and executions.

Suggested Citation

  • Dongwook Kim & Sungbum Kim, 2017. "Sustainable Supply Chain Based on News Articles and Sustainability Reports: Text Mining with Leximancer and DICTION," Sustainability, MDPI, vol. 9(6), pages 1-44, June.
    • Handle: RePEc:gam:jsusta:v:9:y:2017:i:6:p:1008-:d:101079
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    1. Lai, Kee-hung & Wu, Sarah J. & Wong, Christina W.Y., 2013. "Did reverse logistics practices hit the triple bottom line of Chinese manufacturers?," International Journal of Production Economics, Elsevier, vol. 146(1), pages 106-117.
    2. Beske, Philip & Land, Anna & Seuring, Stefan, 2014. "Sustainable supply chain management practices and dynamic capabilities in the food industry: A critical analysis of the literature," International Journal of Production Economics, Elsevier, vol. 152(C), pages 131-143.
    3. Denis Cormier & Michel Magnan & Barbara Van Velthoven, 2005. "Environmental disclosure quality in large German companies: Economic incentives, public pressures or institutional conditions?," European Accounting Review, Taylor & Francis Journals, vol. 14(1), pages 3-39.
    4. Sgarbossa, Fabio & Russo, Ivan, 2017. "A proactive model in sustainable food supply chain: Insight from a case study," International Journal of Production Economics, Elsevier, vol. 183(PB), pages 596-606.
    5. Rachel LoMonaco-Benzing & Jung Ha-Brookshire, 2016. "Sustainability as Social Contract: Textile and Apparel Professionals’ Value Conflicts within the Corporate Moral Responsibility Spectrum," Sustainability, MDPI, vol. 8(12), pages 1-19, December.
    6. Bin Shen, 2014. "Sustainable Fashion Supply Chain: Lessons from H&M," Sustainability, MDPI, vol. 6(9), pages 1-14, September.
    7. Kolbe, Richard H & Burnett, Melissa S, 1991. "Content-Analysis Research: An Examination of Applications with Directives for Improving Research Reliability and Objectivity," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 18(2), pages 243-250, September.
    8. Muhammad Islam & Craig Deegan, 2010. "Media pressures and corporate disclosure of social responsibility performance information: A study of two global clothing and sports retail companies," Accounting and Business Research, Taylor & Francis Journals, vol. 40(2), pages 131-148.
    9. Ageron, Blandine & Gunasekaran, Angappa & Spalanzani, Alain, 2012. "Sustainable supply management: An empirical study," International Journal of Production Economics, Elsevier, vol. 140(1), pages 168-182.
    10. Helen Walker & Wendy Phillips, 2009. "Sustainable procurement: emerging issues," International Journal of Procurement Management, Inderscience Enterprises Ltd, vol. 2(1), pages 41-61.
    11. Jyrki Niskanen & Terhi Nieminen, 2001. "The objectivity of corporate environmental reporting: a study of Finnish listed firms' environmental disclosures," Business Strategy and the Environment, Wiley Blackwell, vol. 10(1), pages 29-37, January.
    12. Prajogo, Daniel & Chowdhury, Mesbahuddin & Yeung, Andy C.L. & Cheng, T.C.E., 2012. "The relationship between supplier management and firm's operational performance: A multi-dimensional perspective," International Journal of Production Economics, Elsevier, vol. 136(1), pages 123-130.
    13. Lorenzo Patelli & Matteo Pedrini, 2014. "Is the Optimism in CEO’s Letters to Shareholders Sincere? Impression Management Versus Communicative Action During the Economic Crisis," Journal of Business Ethics, Springer, vol. 124(1), pages 19-34, September.
    14. Jayaram, Jayanth & Avittathur, Balram, 2015. "Green supply chains: A perspective from an emerging economy," International Journal of Production Economics, Elsevier, vol. 164(C), pages 234-244.
    15. Russell J. Craig & Niamh M. Brennan, 2012. "An exploration of the relationship between language choice in CEO letters to shareholders and corporate reputation," Accounting Forum, Taylor & Francis Journals, vol. 36(3), pages 166-177, September.
    16. Gopalakrishnan, Kavitha & Yusuf, Yahaya Y. & Musa, Ahmed & Abubakar, Tijjani & Ambursa, Hafsat M., 2012. "Sustainable supply chain management: A case study of British Aerospace (BAe) Systems," International Journal of Production Economics, Elsevier, vol. 140(1), pages 193-203.
    17. Nagurney, Anna & Yu, Min, 2012. "Sustainable fashion supply chain management under oligopolistic competition and brand differentiation," International Journal of Production Economics, Elsevier, vol. 135(2), pages 532-540.
    18. Ding, Huiping & Zhao, Qilan & An, Zhirong & Xu, Jia & Liu, Qian, 2015. "Pricing strategy of environmental sustainable supply chain with internalizing externalities," International Journal of Production Economics, Elsevier, vol. 170(PB), pages 563-575.
    19. Editorial Article, 0. "The Information for Authors," Economics of Contemporary Russia, Regional Public Organization for Assistance to the Development of Institutions of the Department of Economics of the Russian Academy of Sciences, issue 2.
    20. Tonya Boone & Vaidyanathan Jayaraman & Ram Ganeshan, 2012. "Editorial: Sustainable Supply Chains," International Series in Operations Research & Management Science, in: Tonya Boone & Vaidyanathan Jayaraman & Ram Ganeshan (ed.), Sustainable Supply Chains, edition 127, chapter 0, pages 1-8, Springer.
    21. Tang, Christopher S., 2010. "A review of marketing-operations interface models: From co-existence to coordination and collaboration," International Journal of Production Economics, Elsevier, vol. 125(1), pages 22-40, May.
    22. Helen Tregidga & Markus Milne & Glen Lehman, 2012. "Analyzing the quality, meaning and accountability of organizational reporting and communication," Accounting Forum, Taylor & Francis Journals, vol. 36(3), pages 150-153, September.
    23. Barkemeyer, Ralf & Comyns, Breeda & Figge, Frank & Napolitano, Giulio, 2014. "CEO statements in sustainability reports: Substantive information or background noise?," Accounting forum, Elsevier, vol. 38(4), pages 241-257.
    24. Deniz Köksal & Jochen Strähle & Martin Müller & Matthias Freise, 2017. "Social Sustainable Supply Chain Management in the Textile and Apparel Industry—A Literature Review," Sustainability, MDPI, vol. 9(1), pages 1-32, January.
    25. Tom Waas & Jean Hugé & Thomas Block & Tarah Wright & Francisco Benitez-Capistros & Aviel Verbruggen, 2014. "Sustainability Assessment and Indicators: Tools in a Decision-Making Strategy for Sustainable Development," Sustainability, MDPI, vol. 6(9), pages 1-23, August.
    26. Comyns, Breeda & Figge, Frank & Hahn, Tobias & Barkemeyer, Ralf, 2013. "Sustainability reporting: The role of “Search”, “Experience” and “Credence” information," Accounting forum, Elsevier, vol. 37(3), pages 231-243.
    27. Clemens, Bruce, 2006. "Economic incentives and small firms: Does it pay to be green?," Journal of Business Research, Elsevier, vol. 59(4), pages 492-500, April.
    28. Todd W. Moss & Jeremy C. Short & G. Tyge Payne & G.T. Lumpkin, 2011. "Dual Identities in Social Ventures: An Exploratory Study," Entrepreneurship Theory and Practice, , vol. 35(4), pages 805-830, July.
    29. Habib‐Uz‐Zaman Khan & Muhammad Azizul Islam & Johra Kayeser Fatima & Khadem Ahmed, 2011. "Corporate sustainability reporting of major commercial banks in line with GRI: Bangladesh evidence," Social Responsibility Journal, Emerald Group Publishing Limited, vol. 7(3), pages 347-362, August.
    30. Korrakot Yaibuathet Tippayawong & Natananot Niyomyat & Apichat Sopadang & Sakgasem Ramingwong, 2016. "Factors Affecting Green Supply Chain Operational Performance of the Thai Auto Parts Industry," Sustainability, MDPI, vol. 8(11), pages 1-9, November.
    31. Hu, Tung-Lai & Sheu, Jiuh-Biing & Huang, Kuan-Hsiung, 2002. "A reverse logistics cost minimization model for the treatment of hazardous wastes," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 38(6), pages 457-473, November.
    32. Editorial Article, 0. "The Information for Authors," Economics of Contemporary Russia, Regional Public Organization for Assistance to the Development of Institutions of the Department of Economics of the Russian Academy of Sciences, issue 4.
    33. Awasthi, Anjali & Chauhan, Satyaveer S. & Goyal, S.K., 2010. "A fuzzy multicriteria approach for evaluating environmental performance of suppliers," International Journal of Production Economics, Elsevier, vol. 126(2), pages 370-378, August.
    34. Editorial Article, 0. "The Information for Authors," Economics of Contemporary Russia, Regional Public Organization for Assistance to the Development of Institutions of the Department of Economics of the Russian Academy of Sciences, issue 3.
    35. Editorial Article, 0. "The Information for Authors," Economics of Contemporary Russia, Regional Public Organization for Assistance to the Development of Institutions of the Department of Economics of the Russian Academy of Sciences, issue 1.
    36. B. Ageron & A. Gunasekaran & A. Spalanzani, 2012. "Sustainable supply management : an empirical study," Post-Print halshs-00740499, HAL.
    37. World Commission on Environment and Development,, 1987. "Our Common Future," OUP Catalogue, Oxford University Press, number 9780192820808.
    38. Zhu, Qinghua & Sarkis, Joseph & Lai, Kee-hung, 2008. "Green supply chain management implications for "closing the loop"," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 44(1), pages 1-18, January.
    39. Helen Oakes & Steve Oakes, 2012. "Accounting and marketing communications in arts engagement: A discourse analysis," Accounting Forum, Taylor & Francis Journals, vol. 36(3), pages 209-222, September.
    40. Editorial Article, 0. "The Information for Authors," Economics of Contemporary Russia, Regional Public Organization for Assistance to the Development of Institutions of the Department of Economics of the Russian Academy of Sciences, issue 4.
    41. Hassini, Elkafi & Surti, Chirag & Searcy, Cory, 2012. "A literature review and a case study of sustainable supply chains with a focus on metrics," International Journal of Production Economics, Elsevier, vol. 140(1), pages 69-82.
    42. Esfahbodi, Ali & Zhang, Yufeng & Watson, Glyn, 2016. "Sustainable supply chain management in emerging economies: Trade-offs between environmental and cost performance," International Journal of Production Economics, Elsevier, vol. 181(PB), pages 350-366.
    43. Anika Berning & Chanel Venter, 2015. "Sustainable Supply Chain Engagement in a Retail Environment," Sustainability, MDPI, vol. 7(5), pages 1-18, May.
    44. Heekyung An, 2008. "The Construction of Green Supply Chain Management System," International Journal of Information Systems and Supply Chain Management (IJISSCM), IGI Global, vol. 1(3), pages 70-79, July.
    45. Tom Waas & Jean Huge & Thomas BLOCK & Tarah Wright & Francisco Javier Benitez Capistros & Aviel Verbruggen, 2014. "Sustainability assessment and indicators: Tools in a decision-making strategy for sustainable development," ULB Institutional Repository 2013/189410, ULB -- Universite Libre de Bruxelles.
    46. Silvestre, Bruno S., 2015. "Sustainable supply chain management in emerging economies: Environmental turbulence, institutional voids and sustainability trajectories," International Journal of Production Economics, Elsevier, vol. 167(C), pages 156-169.
    47. Romy Morana & Stefan Seuring, 2011. "A Three Level Framework for Closed-Loop Supply Chain Management—Linking Society, Chain and Actor Level," Sustainability, MDPI, vol. 3(4), pages 1-14, April.
    48. Zailani, Suhaiza & Jeyaraman, K. & Vengadasan, G. & Premkumar, R., 2012. "Sustainable supply chain management (SSCM) in Malaysia: A survey," International Journal of Production Economics, Elsevier, vol. 140(1), pages 330-340.
    49. Thomas Koellner & Olaf Weber & Marcus Fenchel & Roland Scholz, 2005. "Principles for sustainability rating of investment funds," Business Strategy and the Environment, Wiley Blackwell, vol. 14(1), pages 54-70, January.
    50. Perry, Patsy & Towers, Neil, 2009. "Determining the antecedents for a strategy of corporate social responsibility by small- and medium-sized enterprises in the UK fashion apparel industry," Journal of Retailing and Consumer Services, Elsevier, vol. 16(5), pages 377-385.
    51. Felix Kaup, 2015. "Theoretical Framework: Sustainability and Innovation," Contributions to Economics, in: The Sugarcane Complex in Brazil, edition 127, chapter 0, pages 13-44, Springer.
    52. Anne Toppinen & Vasylysa Hänninen & Katja Lähtinen, 2015. "ISO 26000 in the assessment of CSR communication quality: CEO letters and social media in the global pulp and paper industry," Social Responsibility Journal, Emerald Group Publishing Limited, vol. 11(4), pages 702-715, October.
    53. Sang-Oh Shim & KyungBae Park, 2016. "Technology for Production Scheduling of Jobs for Open Innovation and Sustainability with Fixed Processing Property on Parallel Machines," Sustainability, MDPI, vol. 8(9), pages 1-10, September.
    54. Pratima Bansal & Geoffrey Kistruck, 2006. "Seeing Is (Not) Believing: Managing the Impressions of the Firm’s Commitment to the Natural Environment," Journal of Business Ethics, Springer, vol. 67(2), pages 165-180, August.
    55. Editorial Article, 0. "The Information for Authors," Economics of Contemporary Russia, Regional Public Organization for Assistance to the Development of Institutions of the Department of Economics of the Russian Academy of Sciences, issue 3.
    56. Editorial Article, 0. "The Information for Authors," Economics of Contemporary Russia, Regional Public Organization for Assistance to the Development of Institutions of the Department of Economics of the Russian Academy of Sciences, issue 2.
    57. Rob Gray, 2006. "Does sustainability reporting improve corporate behaviour?: Wrong question? Right time?," Accounting and Business Research, Taylor & Francis Journals, vol. 36(S1), pages 65-88.
    58. Bin Shen & Qingying Li, 2015. "Impacts of Returning Unsold Products in Retail Outsourcing Fashion Supply Chain: A Sustainability Analysis," Sustainability, MDPI, vol. 7(2), pages 1-14, January.
    59. Tom Kuhlman & John Farrington, 2010. "What is Sustainability?," Sustainability, MDPI, vol. 2(11), pages 1-13, November.
    60. Oakes, Helen & Oakes, Steve, 2012. "Accounting and marketing communications in arts engagement: A discourse analysis," Accounting forum, Elsevier, vol. 36(3), pages 209-222.
    61. Michael H. Zack, 1993. "Interactivity and Communication Mode Choice in Ongoing Management Groups," Information Systems Research, INFORMS, vol. 4(3), pages 207-239, September.
    62. Ans Kolk, 2008. "Sustainability, accountability and corporate governance: exploring multinationals' reporting practices," Business Strategy and the Environment, Wiley Blackwell, vol. 17(1), pages 1-15, January.
    63. Vachon, Stephan & Klassen, Robert D., 2008. "Environmental management and manufacturing performance: The role of collaboration in the supply chain," International Journal of Production Economics, Elsevier, vol. 111(2), pages 299-315, February.
    64. Chen, Lujie & Feldmann, Andreas & Tang, Ou, 2015. "The relationship between disclosures of corporate social performance and financial performance: Evidences from GRI reports in manufacturing industry," International Journal of Production Economics, Elsevier, vol. 170(PB), pages 445-456.
    65. Kristi Yuthas & Rodney Rogers & Jesse F. Dillard, 2002. "Communicative Action and Corporate Annual Reports," Journal of Business Ethics, Springer, vol. 41(1), pages 141-157, November.
    66. Thomas Dyllick & Kai Hockerts, 2002. "Beyond the business case for corporate sustainability," Business Strategy and the Environment, Wiley Blackwell, vol. 11(2), pages 130-141, March.
    67. Abas Mirzaei & Elham (Helen) Siuki & David Gray & Lester W Johnson, 2016. "Brand associations in the higher education sector: The difference between shared and owned associations," Journal of Brand Management, Palgrave Macmillan, vol. 23(4), pages 419-438, July.
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