Differentiated sentiment analysis of corporate social media accounts

2015 Americas Conference on Information Systems, AMCIS 2015

Volumn , Issue , 2015, Pages

  Risius, Marten ^a   Akolk, Fabian ^a  

^a GOETHE UNIVERSITY   (Germany)

Author keywords

Corporate social media accounts; Differentiated sentiment analysis; Social media analytics; Twitter

Indexed keywords

DATA MINING; INFORMATION SYSTEMS;

HUMAN EMOTION; INTEREST GROUPS; MULTI-DIMENSIONAL STRUCTURE; SENTIMENT ANALYSIS; SOCIAL MEDIA; SOCIAL MEDIA ANALYTICS; TWITTER;

SOCIAL NETWORKING (ONLINE);

EID: 84963595162     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (55)

1. Aral, S., Dellarocas, C., and Godes, D. 2013. "Introduction to the Special Issue-Social Media and Business Transformation: A Framework for Research", Information Systems Research (24:1), pp 3-13.
2. Baccianella, S., Esuli, A., and Sebastiani, F. Year. "SentiWordNet 3.0: An Enhanced Lexical Resource for Sentiment Analysis and Opinion Mining", LREC2010, pp. 2200-2204.
3. Benthaus, J., Pahlke, I., Beck, R., and Seebach, C. Year. "Improving sensing and seizing capabilities of a firm by measuring corporate reputation based on social media data", 21st European Conference on Information Systems (ECIS), Utrecht, Netherlands, 2013.
4. Bernoff, J., and Li, C. 2008. "Harnessing the power of the oh-so-social web", MIT Sloan Management Review (49:3), pp 36-43.
5. Bollen, J., Mao, H., and Zeng, X. 2011. "Twitter mood predicts the stock market", Journal of Computational Science (2:1), pp 1-8.
6. Bruns, A., and Stieglitz, S. 2013. "Towards More Systematic Twitter Analysis: Metrics for Tweeting Activities", International Journal of Social Research Methodology (16:2), pp 91-108.
7. Clark, M., and Melancon, J. 2013. "The Influence of Social Media Investment on Relational Outcomes: A Relationship Marketing Perspective", International Journal of Marketing Studies (5:4), p p132.
8. Creswell, J. W. 2013. Research design: Qualitative, quantitative, and mixed methods approaches, (Sage Publications, Incorporated.
9. Culnan, M. J., McHugh, P. J., and Zubillaga, J. I. 2010. "How Large U. S. Companies Can Use Twitter and Other Social Media to Gain Business Value", MIS Quarterly Executive (9:4), pp 243-259.
10. Ekkekakis, P. 2013. The measurement of affect, mood, and emotion: A guide for health-behavioral research, Cambridge University Press: Cambridge, UK.
11. Ekman, P., Sorenson, E. R., and Friesen, W. V. 1969. "Pan-cultural elements in facial displays of emotion", Science (164:3875), pp 86-88.
12. Elster, J. 1998. "Emotions and economic theory", Journal of Economic Literature (36:1), pp 47-74.
13. Fan, W., and Gordon, M. D. 2014. "The power of social media analytics", Communications of the ACM (57:6), pp 74-81.
14. Guglielmo, C. 2009. "Dell Rings Up $6.5 Million in Sales Using Twitter"
15. Izard, C. E. 1993. "Four systems for emotion activation: cognitive and noncognitive processes", Psychological Review (100:1), pp 68-90.
16. Jansen, B. J., Zhang, M., Sobel, K., and Chowdury, A. 2009. "Twitter power: Tweets as electronic word of mouth", Journal of the American Society for Information Science and Technology (60:11), pp 2169-2188.
17. Kane, G. C., Alavi, M., Labianca, G. J., and Borgatti, S. P. 2014a. "What's different about social media networks? A framework and research agenda", MIS Quarterly (38:1), pp 274-304.
18. Kane, G. C., Palmer, D., Phililips, A. N., and Kiron, D. 2014b. "Finding the Value in Social Business", MIT Sloan Management Review (55:3), pp 81-89.
19. Kaplan, A. M., and Haenlein, M. 2011. "The early bird catches the news: Nine things you should know about microblogging", Business Horizons (54:2), pp 105-113.
20. Kimmel, A. J. 2010. Connecting with consumers: Marketing for new marketplace realities, Oxford University Press.
21. Kozinets, R. V., De Valck, K., Wojnicki, A. C., and Wilner, S. J. 2010. "Networked Narratives: Understanding Word-of-Mouth Marketing in Online Communities", Journal of Marketing (74:2).
22. Krüger, N., Stieglitz, S., and Potthoff, T. Year. "Brand Communication In Twitter-A Case Study On Adidas", 16th Pacific Asia Conference on Information Systems (PACIS), Hochiminh City, Vietnam, 2012.
23. Larsen, R. J., and Diener, E. 1992. "Promises and problems with the circumplex model of emotion", in Emotion. Review of Personality and Social Psychology., M. S. Clark (ed.), SAGE Publications: Thousand Oaks, CA, pp. 25-59.
24. Larson, K., and Watson, R. Year. "The value of social media: toward measuring social media strategies", International Conference on Information Systems (ICIS), Shanghai, China, 2011.
25. Li, C. 2010. "Groundswell. Winning in a world transformed by social technologies", Strategic Direction (26:8).
26. Li, Q., Wang, T., Li, P., Liu, L., Gong, Q., and Chen, Y. 2014. "The effect of news and public mood on stock movements", Information Sciences (278:25), pp 826-840.
27. Libai, B., Bolton, R., Bügel, M. S., De Ruyter, K., Götz, O., Risselada, H., and Stephen, A. T. 2010. "Customer-tocustomer interactions: broadening the scope of word of mouth research", Journal of Service Research (13:3), pp 267-282.
28. Lin, H., Fan, W., and Chau, P. Y. K. 2014. "Determinants of users' continuance of social networking sites: A self-regulation perspective", Information & Management (51:5), pp 595-603.
29. Luo, X. 2007. "Consumer negative voice and firm-idiosyncratic stock returns", Journal of Marketing (71:3), pp 75-88.
30. Matsumoto, D., and Ekman, P. 2004. "The relationship among expressions, labels, and descriptions of contempt", Journal of Personality and social Psychology (87:4), p 529.
31. Nesse, R. M. 2004. "Natural selection and the elusiveness of happiness", Philosophical Transactions-Royal Society of London Series B Biological Sciences (359:1449), pp 1333-1348.
32. Nielsen, F. Å. Year. "A new ANEW: Evaluation of a word list for sentiment analysis in microblogs", ESWC2011 Workshop on Making Sense of Microposts: Big Things come in Small Packages, Crete, Greece, 2011, pp. 93-98.
33. Oh, C., and Sheng, O. Year. "Investigating predictive power of stock micro blog sentiment in forecasting future stock price directional movement", International Conference on Information Systems (ICIS), Shanghai, China, 2011.
34. Porshnev, A., Redkin, I., and Shevchenko, A. 2013. "Improving prediction of stock market indices by analyzing the psychological states of twitter users", National Research University Higher School of Economics.
35. Richter, D., and Schäfermeyer, M. Year. "Social media marketing on multiple services- The case of the student run organisation aiesec", 19th European Conference on Information Systems (ECIS), Helsinki, Finland, 2011.
36. Risius, M., Akolk, F., and Beck, R. Year. "Differential Emotions and the Stock Market. The Case of Company-Specific Trading.", 23rd European Conference on Information Systems (ECIS), Muenster, Germany, 2015.
37. Rui, H., Liu, Y., and Whinston, A. B. Year. "Chatter Matters: How Twitter Can Open the Black Box of Online Word-of-Mouth", 31st International Conference on Information Systems (ICIS), St. Louis, USA, 2010, pp. 499-505.
38. Russell, J. A. 1980. "A circumplex model of affect", Journal of Personality and Social Psychology (39:6), pp 1161-1178.
39. Seligman, M. E. 2002. "Positive psychology, positive prevention, and positive therapy", in Handbook of positive psychology, C. R. Snyder and S. Lopez (eds.), Oxford University Press: Oxford, UK, pp. 3-12.
40. Shaver, P., Schwartz, J., Kirson, D., and O'Connor, C. 1987. "Emotion knowledge: further exploration of a prototype approach", Journal of Personality and Social Psychology (52:6), p 1061.
41. Smailović, J., Grčar, M., Lavrač, N., and Žnidaršič, M. 2013. "Predictive Sentiment Analysis of Tweets: A Stock Market Application", in Human-Computer Interaction and Knowledge Discovery in Complex, Unstructured, Big Data, A. Holzinger and G. Pasi (eds.), Springer Berlin Heidelberg, pp. 77-88.
42. Söderlund, M., and Rosengren, S. 2007. "Receiving word-of-mouth from the service customer: an emotion-based effectiveness assessment", Journal of Retailing and Consumer Services (14:2), pp 123-136.
43. Sprenger, T. O., Sandner, P. G., Tumasjan, A., and Welpe, I. M. 2014a. "News or Noise? Using Twitter to Identify and Understand Company-specific News Flow", Journal of Business Finance & Accounting (41:7-8), pp 791-830.
44. Sprenger, T. O., Tumasjan, A., Sandner, P. G., and Welpe, I. M. 2014b. "Tweets and Trades: the Information Content of Stock Microblogs", European Financial Management (20:5), pp 926-957.
45. Stieglitz, S., Dang-Xuan, L., Bruns, A., and Neuberger, C. 2014. "Social Media Analytics", Business & Information Systems Engineering (56:2), pp 101-109.
46. Sul, H., Dennis, A. R., and Yuan, L. I. Year. "Trading on Twitter: The Financial Information Content of Emotion in Social Media", 47th Hawaii International Conference on System Sciences (HICSS), IEEE, Big Island, USA, 2014, pp. 806-815.
47. Thelwall, M., Buckley, K., and Paltoglou, G. 2012. "Sentiment strength detection for the social web", Journal of the American Society for Information Science and Technology (63:1), pp 163-173.
48. Thelwall, M., Buckley, K., Paltoglou, G., Cai, D., and Kappas, A. 2010. "Sentiment strength detection in short informal text", Journal of the American Society for Information Science and Technology (61:12), pp 2544-2558.
49. Tirunillai, S., and Tellis, G. J. 2012. "Does chatter really matter? Dynamics of user-generated content and stock performance", Marketing Science (31:2), pp 198-215.
50. Trusov, M., Bucklin, R. E., and Pauwels, K. 2009. "Effects of word-of-mouth versus traditional marketing: findings from an internet social networking site", Journal of Marketing (73:5), pp 90-102.
51. Tybur, J. M., Lieberman, D., and Griskevicius, V. 2009. "Microbes, mating, and morality: individual differences in three functional domains of disgust", Journal of Personality and Social Psychology (97:1), p 103.
52. Watson, D., and Tellegen, A. 1985. "Toward a consensual structure of mood", Psychological Bulletin (98:2), p 219.
53. Weinberg, T. 2009. The new community rules: Marketing on the social web, O'Reilly Sebastopol: CA, USA.
54. Wulf, K. D., Odekerken-Schröder, G., and Iacobucci, D. 2001. "Investments in consumer relationships: a crosscountry and cross-industry exploration", Journal of Marketing (65:4), pp 33-50.
55. Zhou, M., Lei, L., Wang, J., Fan, W., and Wang, A. G. 2014. "Social Media Adoption and Corporate Disclosure", Journal of Information Systems (in press).