The Impact of Social Sentiment on Firm Performance Similarity
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2018
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Association for Information Systems
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Abstract
This study aims to investigate the impact of social sentiment on firm performance similarity in financial markets. We analyze social sentiment towards a firms’ business using opinion mining techniques, and develop a social relation revealing firms’ business similarity based on the output. We found that when social trend and social sentiment about a firm vary on social media, people are likely to change their view of the firm. We found social trend to be most influential followed by negative sentiment. We use stock trade volume as an indicator of firms’ performance in two different channels (traditional and mobile), and develop social relations showing firms’ business similarity based on the output. Our findings suggest that social relations inferred from social sentiment are related to firm performance similarity. More interestingly, the relationship is stronger in the mobile channel, but it is even negative in the traditional channel.
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Bibigo;Dongwon F and B;et al.;Mario Outlet;MIT CISR;Seoul Tourism Organization
38th International Conference on Information Systems: Transforming Society with Digital Innovation, ICIS 2017 -- 10 December 2017 through 13 December 2017 -- 133354
38th International Conference on Information Systems: Transforming Society with Digital Innovation, ICIS 2017 -- 10 December 2017 through 13 December 2017 -- 133354
Keywords
Bayesian, Decision Tree, ERGM, Firm Performance Similarity, QAP, Social Relation, Social Sentiment, Social Trend, Commerce, Decision trees, Sentiment analysis, Bayesian, ERGM, Firm Performance, Social relations, Social Sentiment, Social trend, Economic and social effects
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ICIS 2017: Transforming Society with Digital Innovation
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