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Using sentiment analysis to improve supply chain intelligence

Author

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  • Ajaya Kumar Swain

    (St. Mary’s University)

  • Ray Qing Cao

    (University of Houston-Downtown)

Abstract

Analysis of comments and opinions expressed in social media can be used to gather additional intelligence via market research information to better predict consumer behavior. The area of “opinion mining”, particularly sentiment analysis, aims to find, extract, and systematically analyze people’s opinions, attitudes and emotions towards certain topics. Performance of a supply chain is closely associated with the level of trust, collaboration, and information sharing among its members. In this paper, using textual “sentiment analysis”, we explore the relationship between elements of social media content generated by supply chain members and performance of supply chain. In particular, we identify specific elements of member generated supply chain related content on social media such as: information sharing, collaboration, trust, and commitment to determine their association with supply chain performance. We find information sharing and collaboration to be positively associated with supply chain performance, and these findings are consistent with previous reports in supply chain literature. In addition, ours is one of the first attempts to use sentiment analysis to analyze social media content in a supply chain context. The findings indicate that supply chain members value the sharing of relevant information and collaborative contents on social media as such efforts improve individual and overall supply chain performance. The results of this study should prove useful to other studies that utilize social media in a supply chain context, and to improve supply chain management strategies.

Suggested Citation

  • Ajaya Kumar Swain & Ray Qing Cao, 2019. "Using sentiment analysis to improve supply chain intelligence," Information Systems Frontiers, Springer, vol. 21(2), pages 469-484, April.
    • Handle: RePEc:spr:infosf:v:21:y:2019:i:2:d:10.1007_s10796-017-9762-2
    DOI: 10.1007/s10796-017-9762-2
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    as
    1. Amalia R. Miller & Catherine Tucker, 2013. "Active Social Media Management: The Case of Health Care," Information Systems Research, INFORMS, vol. 24(1), pages 52-70, March.
    2. Gruen, Thomas W. & Osmonbekov, Talai & Czaplewski, Andrew J., 2006. "eWOM: The impact of customer-to-customer online know-how exchange on customer value and loyalty," Journal of Business Research, Elsevier, vol. 59(4), pages 449-456, April.
    3. Yossi Aviv, 2001. "The Effect of Collaborative Forecasting on Supply Chain Performance," Management Science, INFORMS, vol. 47(10), pages 1326-1343, October.
    4. Jongchang Ahn & Kyungran Ma & Ook Lee & Suaini Sura, 0. "Do big data support TV viewing rate forecasting? A case study of a Korean TV drama," Information Systems Frontiers, Springer, vol. 0, pages 1-10.
    5. Gajendra Sharma & Ye Qiang & Sun Wenjun & Lu Qi, 2013. "Communication in virtual world: Second life and business opportunities," Information Systems Frontiers, Springer, vol. 15(4), pages 677-694, September.
    6. Sharad Barkataki & Hassan Zeineddine, 2015. "On achieving secure collaboration in supply chains," Information Systems Frontiers, Springer, vol. 17(3), pages 691-705, June.
    7. Clyde W. Holsapple & Jiming Wu, 2008. "Building effective online game websites with knowledge-based trust," Information Systems Frontiers, Springer, vol. 10(1), pages 47-60, March.
    8. Chinho Lin & Chu-hua Kuei & Christian N. Madu & Janice Winch, 2010. "Identifying Critical Success Factors for Supply Chain Excellence," International Journal of Strategic Decision Sciences (IJSDS), IGI Global, vol. 1(3), pages 49-70, July.
    9. Kyuhan Lee & Jinsoo Park & Iljoo Kim & Youngseok Choi, 0. "Predicting movie success with machine learning techniques: ways to improve accuracy," Information Systems Frontiers, Springer, vol. 0, pages 1-12.
    10. P. Bharati & C. Zhang & A. Chaudhury, 2014. "Social media assimilation in firms: Investigating the roles of absorptive capacity and institutional pressures," Information Systems Frontiers, Springer, vol. 16(2), pages 257-272, April.
    11. Yifan Dou & Marius F. Niculescu & D. J. Wu, 2013. "Engineering Optimal Network Effects via Social Media Features and Seeding in Markets for Digital Goods and Services," Information Systems Research, INFORMS, vol. 24(1), pages 164-185, March.
    12. Mangold, W. Glynn & Faulds, David J., 2009. "Social media: The new hybrid element of the promotion mix," Business Horizons, Elsevier, vol. 52(4), pages 357-365, July.
    13. Sinan Aral & Chrysanthos Dellarocas & David Godes, 2013. "Introduction to the Special Issue ---Social Media and Business Transformation: A Framework for Research," Information Systems Research, INFORMS, vol. 24(1), pages 3-13, March.
    14. Anonymous, 2013. "Introduction to the Issue," Journal of Wine Economics, Cambridge University Press, vol. 8(3), pages 243-243, December.
    15. Stephen Burgess & Carmine Sellitto & Carmen Cox & Jeremy Buultjens, 2011. "Trust perceptions of online travel information by different content creators: Some social and legal implications," Information Systems Frontiers, Springer, vol. 13(2), pages 221-235, April.
    16. Reingen, Peter H, et al, 1984. "Brand Congruence in Interpersonal Relations: A Social Network Analysis," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 11(3), pages 771-783, December.
    17. Yeganeh Charband & Nima Jafari Navimipour, 2016. "Online knowledge sharing mechanisms: a systematic review of the state of the art literature and recommendations for future research," Information Systems Frontiers, Springer, vol. 18(6), pages 1131-1151, December.
    18. Hsin Hsin Chang & Yao-Chuan Tsai & Chen-Su Fu & Shu-Hui Chen & Yao Peng, 2016. "Exploring the antecedents and consequences of technology and knowledge integration mechanisms in the context of NPD," Information Systems Frontiers, Springer, vol. 18(6), pages 1165-1189, December.
    19. Li, Yongjian & Lin, Zhangxi & Xu, Lei & Swain, Ajaya, 2015. "“Do the electronic books reinforce the dynamics of book supply chain market?”–A theoretical analysis," European Journal of Operational Research, Elsevier, vol. 245(2), pages 591-601.
    20. Kim Hua Tan & W. P. Wong & Leanne Chung, 2016. "Information and Knowledge Leakage in Supply Chain," Information Systems Frontiers, Springer, vol. 18(3), pages 621-638, June.
    21. Xiongfei Cao & Xitong Guo & Hefu Liu & Jibao Gu, 2015. "The role of social media in supporting knowledge integration: A social capital analysis," Information Systems Frontiers, Springer, vol. 17(2), pages 351-362, April.
    22. Xueming Luo & Jie Zhang & Wenjing Duan, 2013. "Social Media and Firm Equity Value," Information Systems Research, INFORMS, vol. 24(1), pages 146-163, March.
    23. Anonymous, 2013. "Introduction to the Issue," Journal of Wine Economics, Cambridge University Press, vol. 8(2), pages 129-130, November.
    24. Wang, Xun & Disney, Stephen M., 2016. "The bullwhip effect: Progress, trends and directions," European Journal of Operational Research, Elsevier, vol. 250(3), pages 691-701.
    25. David Godes & Dina Mayzlin, 2004. "Using Online Conversations to Study Word-of-Mouth Communication," Marketing Science, INFORMS, vol. 23(4), pages 545-560, June.
    26. Juheng Zhang & Selwyn Piramuthu, 0. "Product recommendation with latent review topics," Information Systems Frontiers, Springer, vol. 0, pages 1-9.
    27. Jacqueline Corbett, 2013. "Using information systems to improve energy efficiency: Do smart meters make a difference?," Information Systems Frontiers, Springer, vol. 15(5), pages 747-760, November.
    28. Sonja Markova & Tatjana Petkovska-Mirčevska, 2013. "Social Media and Supply Chain," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 15(33), pages 89-102, February.
    29. Paul M. Gangi & Allen C. Johnston & James L. Worrell & Samuel C. Thompson, 0. "What could possibly go wrong? A multi-panel Delphi study of organizational social media risk," Information Systems Frontiers, Springer, vol. 0, pages 1-20.
    30. Brown, Jacqueline Johnson & Reingen, Peter H, 1987. "Social Ties and Word-of-Mouth Referral Behavior," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 14(3), pages 350-362, December.
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    Cited by:

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    3. Singh, Amit & Jenamani, Mamata & Thakkar, Jitesh J. & Rana, Nripendra P., 2021. "Propagation of online consumer perceived negativity: Quantifying the effect of supply chain underperformance on passenger car sales," Journal of Business Research, Elsevier, vol. 132(C), pages 102-114.
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    5. Fredström, Ashkan & Parida, Vinit & Wincent, Joakim & Sjödin, David & Oghazi, Pejvak, 2022. "What is the Market Value of Artificial Intelligence and Machine Learning? The Role of Innovativeness and Collaboration for Performance," Technological Forecasting and Social Change, Elsevier, vol. 180(C).

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