Skip to main content

2013 | OriginalPaper | Buchkapitel

Predicting the Future of Investor Sentiment with Social Media in Stock Exchange Investments: A Basic Framework for the DAX Performance Index

verfasst von : Artur Lugmayr

Erschienen in: Handbook of Social Media Management

Verlag: Springer Berlin Heidelberg

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Recently much attention has been paid on initial public offerings of social media companies, such as Facebook or Linkedln and how their owners become millionaires. However, this paper does clearly not focus on the valuation of IPOs of social media companies! Stock markets are sentiment driven—the herd-like behaviour of investors lead easily to overreactions and investment decisions based on emotions. Within the scope of this article the power of social media as a tool for sentiment analysis for stock exchange investments is investigated. With the emergence of behavioural economics and finance and socionomic theories of finance, also today’s social media will provide implications on stock exchange market sentiments and investment decisions. This paper provides a framework how social media can be utilized as a tool for the evaluation of stock exchange market sentiments and which impact they have on particular investment decisions. News and information are the keys for successful investments, and social media provide an additional source of decision making, investment planning, or allow the spreading of financial news even quicker than news tickers. Within the scope of this paper, a framework for the application of social media as a tool in stock exchange trading is presented. The paper examines the potentials of social media for the analysis of themed focused social media platforms, collective mood analysis, attitude of investors and traders, social media content analysis, and the actual stock exchange value.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Aronson, D. R., & Wolberg, J. R. (2009). Purified sentiment indicators for the stock market. Journal of Technical Analysis, 66, 7–27. Aronson, D. R., & Wolberg, J. R. (2009). Purified sentiment indicators for the stock market. Journal of Technical Analysis, 66, 7–27.
Zurück zum Zitat Asur, S., & Huberman, B. A. (2010). Predicting the future with social media. CoRR, abs/1003.5699. Asur, S., & Huberman, B. A. (2010). Predicting the future with social media. CoRR, abs/1003.5699.
Zurück zum Zitat Baker, M., & Wurgler, J. (2007). Investor sentiment in the stock market. Journal of Economic Perspectives, 21(2), 129–151.CrossRef Baker, M., & Wurgler, J. (2007). Investor sentiment in the stock market. Journal of Economic Perspectives, 21(2), 129–151.CrossRef
Zurück zum Zitat Bollen, J., Mao, H., & Zeng, X. (2011). Twitter mood predicts the stock market. Journal of Computational Science, 2(1), 1–8.CrossRef Bollen, J., Mao, H., & Zeng, X. (2011). Twitter mood predicts the stock market. Journal of Computational Science, 2(1), 1–8.CrossRef
Zurück zum Zitat Bondt, W. F. M. D., & Thaler, R. (1985). Does the stock market overreact? Finance, 40(3), 793–805.CrossRef Bondt, W. F. M. D., & Thaler, R. (1985). Does the stock market overreact? Finance, 40(3), 793–805.CrossRef
Zurück zum Zitat Bordino, I., Battiston, S., Caldarelli, G., Cristelli, M., Ukkonen, A., & Weber, I. (2011). Web search queries can predict stock market volumes. Arxiv preprint arXiv11104784v1, 22. Bordino, I., Battiston, S., Caldarelli, G., Cristelli, M., Ukkonen, A., & Weber, I. (2011). Web search queries can predict stock market volumes. Arxiv preprint arXiv11104784v1, 22.
Zurück zum Zitat Campbell, J. Y., & Shiller, R. J. (1998). Valuation ratios and the long-run stock market outlook. The Journal of Portfolio Management, 24(2), 11–26.CrossRef Campbell, J. Y., & Shiller, R. J. (1998). Valuation ratios and the long-run stock market outlook. The Journal of Portfolio Management, 24(2), 11–26.CrossRef
Zurück zum Zitat Chen, H., Chong, T. T.-L., Duan, X., et al. (2010). A principal-component approach to measuring investor sentiment. Quantitative Finance, 10(4), 339–347.CrossRef Chen, H., Chong, T. T.-L., Duan, X., et al. (2010). A principal-component approach to measuring investor sentiment. Quantitative Finance, 10(4), 339–347.CrossRef
Zurück zum Zitat De Long, J. B., Shleifer, A., Lawrence, H. S., & Waldmann, R. (1990). Noise trader risk in financial markets. Journal of Political Economy, 98(4), 703–38.CrossRef De Long, J. B., Shleifer, A., Lawrence, H. S., & Waldmann, R. (1990). Noise trader risk in financial markets. Journal of Political Economy, 98(4), 703–38.CrossRef
Zurück zum Zitat Edmans, A., Garcia, D., & Norli, O. (2006). Sports sentiment and stock returns. Sixteenth Annual Utah Winter Finance Conference; EFA 2005 Moscow Meetings. May. Edmans, A., Garcia, D., & Norli, O. (2006). Sports sentiment and stock returns. Sixteenth Annual Utah Winter Finance Conference; EFA 2005 Moscow Meetings. May.
Zurück zum Zitat Edmans, A., García, D., Norli, Ø., et al. (2007). Sports sentiment and stock returns. Journal of Finance, 62(4), 1967–1998.CrossRef Edmans, A., García, D., Norli, Ø., et al. (2007). Sports sentiment and stock returns. Journal of Finance, 62(4), 1967–1998.CrossRef
Zurück zum Zitat Elder, A. (1993). Trading for a living: psychology, trading tactics, money management. Wiley Finance: Wiley. Elder, A. (1993). Trading for a living: psychology, trading tactics, money management. Wiley Finance: Wiley.
Zurück zum Zitat Eler, A. (2011 December). How Social Media Is Changing the Stock Market. http://bx.businessweek.com/social-media-marketing/view?url=http%3A%2F%2Fwww.readwriteweb.com%2Farchives%2Fhow_social_media_is_changing_the_stock_market.php%3Futm_source%3Dfeedburner%26utm_medium%3Dfeed%26utm_campaign%3DFeed%253A%2Breadwriteweb%2B%2528ReadWriteWeb%2529. Eler, A. (2011 December). How Social Media Is Changing the Stock Market. http://​bx.​businessweek.​com/​social-media-marketing/​view?​url=​http%3A%2F%2Fwww.readwriteweb.com%2Farchives%2Fhow_social_media_is_changing_the_stock_market.php%3Futm_source%3Dfeedburner%26utm_medium%3Dfeed%26utm_campaign%3DFeed%253A%2Breadwriteweb%2B%2528ReadWriteWeb%2529.
Zurück zum Zitat Fama, E. F. (1970). Efficient capital markets: a review of theory and empirical work. Journal of Finance, 25(2), 383–417.CrossRef Fama, E. F. (1970). Efficient capital markets: a review of theory and empirical work. Journal of Finance, 25(2), 383–417.CrossRef
Zurück zum Zitat Fama, E. F., & French, K. R. (1988). Dividend yields and expected stock returns. Journal of Financial Economics, 22(1), 3–25.CrossRef Fama, E. F., & French, K. R. (1988). Dividend yields and expected stock returns. Journal of Financial Economics, 22(1), 3–25.CrossRef
Zurück zum Zitat Fisher, K. L., & Statman, M. (2002). Consumer confidence and stock returns. Journal of Empirical Finance, 18, 225–236. Fisher, K. L., & Statman, M. (2002). Consumer confidence and stock returns. Journal of Empirical Finance, 18, 225–236.
Zurück zum Zitat French, K. R. (1980). Stock returns and the weekend effect. Journal of Financial Economics, 8, 55–69.CrossRef French, K. R. (1980). Stock returns and the weekend effect. Journal of Financial Economics, 8, 55–69.CrossRef
Zurück zum Zitat Garg, R., Smith, M. D., & Telang, R. (2011). Measuring information diffusion in an online community. Journal of Management Information Systems, 28(2), 11–38.CrossRef Garg, R., Smith, M. D., & Telang, R. (2011). Measuring information diffusion in an online community. Journal of Management Information Systems, 28(2), 11–38.CrossRef
Zurück zum Zitat Jensen, M. C. (1978). Some anomalous evidence regarding market efficiency. Journal of Financial Economics, 6(2–3), 95–101.CrossRef Jensen, M. C. (1978). Some anomalous evidence regarding market efficiency. Journal of Financial Economics, 6(2–3), 95–101.CrossRef
Zurück zum Zitat Keynes, J. M. (2008). The general theory of employment, interest and money. New Delhi: Atlantic Publishers and Distributors Pvt. Ltd. Keynes, J. M. (2008). The general theory of employment, interest and money. New Delhi: Atlantic Publishers and Distributors Pvt. Ltd.
Zurück zum Zitat Lawrence, E. R., McCabe, G., & Prakash, A. (2007). Answering financial anomalies: sentiment-based stock pricing. The Journal of Behavioural Finance, 8(3), 161–171.CrossRef Lawrence, E. R., McCabe, G., & Prakash, A. (2007). Answering financial anomalies: sentiment-based stock pricing. The Journal of Behavioural Finance, 8(3), 161–171.CrossRef
Zurück zum Zitat Lietsala, K., & Sirkkunen, E. (2008). Social media. Introduction to the tools and processes of participatory economy. Hypermedia Laboratory Net Series, no. 17. Tampere, Finland: Tampere University Press. Lietsala, K., & Sirkkunen, E. (2008). Social media. Introduction to the tools and processes of participatory economy. Hypermedia Laboratory Net Series, no. 17. Tampere, Finland: Tampere University Press.
Zurück zum Zitat Lombardi, P., Aprile, G., Gsell, M., Winter, A., Reinhardt, M., & Queck, S. (2011). Definition of market surveillance, risk management, and retail brokerage usecases. Report D1.1. FIRST—Large scale information extraction and integration infrastructure for supporting financial decision making (IST STREP). Lombardi, P., Aprile, G., Gsell, M., Winter, A., Reinhardt, M., & Queck, S. (2011). Definition of market surveillance, risk management, and retail brokerage usecases. Report D1.1. FIRST—Large scale information extraction and integration infrastructure for supporting financial decision making (IST STREP).
Zurück zum Zitat Malkiel, B. G. (2012). A random walk down wall street: The time-tested strategy for successful investing. Norton. Malkiel, B. G. (2012). A random walk down wall street: The time-tested strategy for successful investing. Norton.
Zurück zum Zitat Mandelbrot, B. (1966). Forecasts of future prices, unbiased markets, and “Martingale” models. The Journal of Business, 39(1), 242–255.CrossRef Mandelbrot, B. (1966). Forecasts of future prices, unbiased markets, and “Martingale” models. The Journal of Business, 39(1), 242–255.CrossRef
Zurück zum Zitat Neal, R., & Wheatley, S. M. (1998). Do measures of investor sentiment predict returns? Journal of Financial and Quantitative Analysis, 33(4), 523–547.CrossRef Neal, R., & Wheatley, S. M. (1998). Do measures of investor sentiment predict returns? Journal of Financial and Quantitative Analysis, 33(4), 523–547.CrossRef
Zurück zum Zitat Pang, B., & Lee, L. (2008). Opinion mining and sentiment analysis. Foundations and Trends in Information Retrieval, 2(2), 1–135.CrossRef Pang, B., & Lee, L. (2008). Opinion mining and sentiment analysis. Foundations and Trends in Information Retrieval, 2(2), 1–135.CrossRef
Zurück zum Zitat Remus, R., Quasthoff, U., & Heyer, G. (2010). SentiWS—A publicly available German-language resource for sentiment analysis (pp 1168–1171). European Language Resources Association (ELRA). Remus, R., Quasthoff, U., & Heyer, G. (2010). SentiWS—A publicly available German-language resource for sentiment analysis (pp 1168–1171). European Language Resources Association (ELRA).
Zurück zum Zitat Rouwenhorst, K. G. (1998). International momentum strategies. Journal of Finance, 53(1), 267–284.CrossRef Rouwenhorst, K. G. (1998). International momentum strategies. Journal of Finance, 53(1), 267–284.CrossRef
Zurück zum Zitat Sakalyte, J. (2009). European stock exchange networks: connections, structure and complexity. Applied Economics: Systematic Research, 3(2), 31–39. Sakalyte, J. (2009). European stock exchange networks: connections, structure and complexity. Applied Economics: Systematic Research, 3(2), 31–39.
Zurück zum Zitat Samuelson, P. (1965). Proof that properly anticipated prices fluctuate randomly. Industrial Management Review, 6(2), 41–48. Samuelson, P. (1965). Proof that properly anticipated prices fluctuate randomly. Industrial Management Review, 6(2), 41–48.
Zurück zum Zitat Sheu, H.-J., Lu, Y.-C., & Wei, Y.-C. (2009). Causalities between the sentiment indicators and stock market returns under different market scenarios. International Journal of Business and Finance Research, 4(1), 159–172. Sheu, H.-J., Lu, Y.-C., & Wei, Y.-C. (2009). Causalities between the sentiment indicators and stock market returns under different market scenarios. International Journal of Business and Finance Research, 4(1), 159–172.
Zurück zum Zitat Sheu, H.-J., & Wei, Y.-C. (2011). Options trading based on the forecasting of volatility direction with the incorporation of investor sentiment. Emerging Markets Finance and Trade, 47(2), 31–47.CrossRef Sheu, H.-J., & Wei, Y.-C. (2011). Options trading based on the forecasting of volatility direction with the incorporation of investor sentiment. Emerging Markets Finance and Trade, 47(2), 31–47.CrossRef
Zurück zum Zitat Shleifer, A., & Vishny, R. W. (1997). The limits of arbitrage. Journal of Finance, 52(1), 35–55.CrossRef Shleifer, A., & Vishny, R. W. (1997). The limits of arbitrage. Journal of Finance, 52(1), 35–55.CrossRef
Zurück zum Zitat Thaler, R. H. (1999). The end of behavioral finance. Financial Analysts Journal, 56(6), 12–17.CrossRef Thaler, R. H. (1999). The end of behavioral finance. Financial Analysts Journal, 56(6), 12–17.CrossRef
Zurück zum Zitat Vukanovic, Z. (2011). New media business models in social and Web media. Journal of Media Business Stud, 8(3), 51–67. Vukanovic, Z. (2011). New media business models in social and Web media. Journal of Media Business Stud, 8(3), 51–67.
Zurück zum Zitat Weinhardt, C., Gomber, P., & Holtmann, C. (2000). Online brokerage: transforming markets from professional to retail trading. ECIS 2000 Proceedings, 826–832 ST – Online–Brokerage – Transforming Mark. Weinhardt, C., Gomber, P., & Holtmann, C. (2000). Online brokerage: transforming markets from professional to retail trading. ECIS 2000 Proceedings, 826–832 ST – Online–Brokerage – Transforming Mark.
Zurück zum Zitat Zouaoui, M., Nouyrigat, G., & Beer, F. (2010). How does investor sentiment affect stock market crises? Evidence from panel data. Recherche, 46, 723–747. Zouaoui, M., Nouyrigat, G., & Beer, F. (2010). How does investor sentiment affect stock market crises? Evidence from panel data. Recherche, 46, 723–747.
Metadaten
Titel
Predicting the Future of Investor Sentiment with Social Media in Stock Exchange Investments: A Basic Framework for the DAX Performance Index
verfasst von
Artur Lugmayr
Copyright-Jahr
2013
Verlag
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-642-28897-5_33