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Googling Investor Sentiment around the World

Published online by Cambridge University Press:  11 January 2019

Abstract

We study how investor sentiment affects stock prices around the world. Relying on households’ Google search behavior, we construct a weekly measure of sentiment for 38 countries during 2004–2014. We validate the sentiment index in tests using sports outcomes and show that the sentiment measure is a contrarian predictor of country-level market returns. Furthermore, we document an important role of global sentiment in stock markets.

Type
Research Article
Copyright
Copyright © Michael G. Foster School of Business, University of Washington 2019 

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Footnotes

1

We thank Jennifer Conrad (the editor) and Byoung-Hyoun Hwang (the referee) for their insightful suggestions. We are grateful for valuable comments from Hendrik Bessembinder, Jie Cao, Zhanhui Chen, Zhiyao Chen, Joseph Cheng, Darwin Choi, Tarun Chordia, Oleg Chuprinin, Lili Dai, Stephen Geoffrey Dimmock, David Feldman, Huasheng Gao, Allaudeen Hameed, Chuan-Yang Hwang, Hyun Joong Im, Wenxi Jiang, Jun-Koo Kang, Paul Karehnke, Andrew Karolyi, Tiecheng Leng, Donghui Li, Weikai Li, Zhangxin Frank Liu, Jiang Luo, Chenghu Ma, Phong Ngo, David Ong, Heungju Park, Jerry T. Parwada, Peter Pham, Yaxuan Qi, Hong Ru, KonarkSaxena, Jianfeng Shen, Qian Sun, Cameron Truong, Baolian Wang, Chunyang Wang, Cong Wang, Shaun Shuxun Wang, Chishen Wei, Takeshi Yamada, Hua Zhang, Jason Zein, Xianming Zhou, Qi Zhu, Xiaoneng Zhu, and the conference and seminar participants at the 2016 Symposium on Emerging Financial Markets: China and Beyond, the 2016 Financial Management Association Asia/Pacific Conference, the 2016 Financial Management Association Annual Meeting, the International Finance and Banking Society 2016 Conference, the 2016 Asian Financial Association annual meeting, the 2016 Vietnam International Conference in Finance, Australian National University, Fudan University, Jinan University, Macquarie University, Nanyang Technological University, Norwegian School of Economics, Peking University, the Royal Melbourne Institute of Technology, Sungkyunkwan University, Shanghai University of Finance and Economics, the Chinese University of Hong Kong, and University of New South Wales, Australia. We thank Simon Huang and Yun Xue for their excellent research assistance. Gao acknowledges research support from the Early Career Scheme (ECS) (24503515).

References

Ariel, R. A.High Stock Returns before Holidays: Existence and Evidence on Possible Causes.” Journal of Finance, 45 (1990), 16111626.Google Scholar
Aruoba, S. B.; Diebold, F. X.; and Scotti, C.. “Real-Time Measurement of Business Conditions.” Journal of Business and Economic Statistics, 27 (2009), 417427.Google Scholar
Baker, M., and Wurgler, J.. “The Equity Share in New Issues and Aggregate Stock Returns.” Journal of Finance, 55 (2000), 22192257.Google Scholar
Baker, M., and Wurgler, J.. “Investor Sentiment and the Cross-Section of Stock Returns.” Journal of Finance, 61 (2006), 16451680.Google Scholar
Baker, M., and Wurgler, J.. “Investor Sentiment in the Stock Market.” Journal of Economic Perspectives, 21 (2007), 129151.Google Scholar
Baker, M.; Wurgler, J.; and Yuan, Y.. “Global, Local, and Contagious Investor Sentiment.” Journal of Financial Economics, 104 (2012), 272287.Google Scholar
Baker, S. R.; Bloom, N.; and Davis, S. J.. “Measuring Economic Policy Uncertainty.” Research Paper, Chicago Booth (2015).Google Scholar
Barber, B. M.; Odean, T.; and Zhu, N.. “Do Retail Trades Move Markets?Review of Financial Studies, 22 (2009), 151186.Google Scholar
Beber, A., and Pagano, M.. “Short-Selling Bans around the World: Evidence from the 2007–09 Crisis.” Journal of Finance, 68 (2013), 343381.Google Scholar
Bekaert, G.; Harvey, C. R.; Lundblad, C. T.; and Siegel, S.. “The European Union, the Euro, and Equity Market Integration.” Journal of Financial Economics, 109 (2013), 583603.Google Scholar
Brown, G. W., and Cliff, M. T.. “Investor Sentiment and the Near-Term Stock Market.” Journal of Empirical Finance, 11 (2004), 127.Google Scholar
Carrieri, F.; Chaieb, I.; and Errunza, V.. “Do Implicit Barriers Matter for Globalization?Review of Financial Studies, 26 (2013), 16941739.Google Scholar
Choi, H., and Varian, H.. “Predicting the Present with Google Trends.” Economic Record, 88 (2012), 29.Google Scholar
Chu, Y.; Hirshleifer, D.; and Ma, L.. “The Causal Effect of Limits to Arbitrage on Asset Pricing Anomalies.” Working Paper No. w24144, National Bureau of Economic Research (2017).Google Scholar
Cumming, D.; Johan, S.; and Li, D.. “Exchange Trading Rules and Stock Market Liquidity.” Journal of Financial Economics, 99 (2011), 651671.Google Scholar
Da, Z.; Engelberg, J.; and Gao, P.. “In Search of Attention.” Journal of Finance, 66 (2011), 14611499.Google Scholar
Da, Z.; Engelberg, J.; and Gao, P.. “The Sum of All FEARS: Investor Sentiment and Asset Prices.” Review of Financial Studies, 28 (2015), 132.Google Scholar
Das, S. R., and Chen, M. Y.. “Yahoo! for Amazon: Sentiment Extraction from Small Talk on the Web.” Management Science, 53 (2007), 13751388.Google Scholar
Daske, H.; Hail, L.; Leuz, C.; and Verdi, R.. “Mandatory IFRS Reporting around the World: Early Evidence on the Economic Consequences.” Journal of Accounting Research, 46 (2008), 10851142.Google Scholar
DeFond, M.; Hu, X.; Hung, M.; and Li, S.. “The Impact of Mandatory IFRS Adoption on Foreign Mutual Fund Ownership: The Role of Comparability.” Journal of Accounting and Economics, 51 (2011), 240258.Google Scholar
De George, E. T.; Li, X.; and Shivakumar, L.. “A Review of the IFRS-Adoption Literature.” Review of Accounting Studies, 21 (2016), 8981004.Google Scholar
De Long, J. B.; Shleifer, A.; Summers, L. H.; and Waldmann, R. J.. “Noise Trader Risk in Financial Markets.” Journal of Political Economy, 98 (1990), 703738.Google Scholar
Diether, K. B.; Malloy, C. J.; and Scherbina, A.. “Differences of Opinion and the Cross Section of Stock Returns.” Journal of Finance, 57 (2002), 21132141.Google Scholar
Drake, M. S.; Roulstone, D. T.; and Thornock, J. R.. “Investor Information Demand: Evidence from Google Searches around Earnings Announcements.” Journal of Accounting Research, 50 (2012), 10011040.Google Scholar
Edmans, A.; Garcia, D.; and Norli, Ø.. “Sports Sentiment and Stock Returns.” Journal of Finance, 62 (2007), 19671998.Google Scholar
Evans, G. W.; Jacobs, S. V.; Dooley, D.; and Catalano, R.. “The Interaction of Stressful Life Events and Chronic Strains on Community Mental Health.” American Journal of Community Psychology, 15 (1987), 2334.Google Scholar
Ferreira, M. A., and Matos, P.. “The Colors of Investors’ Money: The Role of Institutional Investors around the World.” Journal of Financial Economics, 88 (2008), 499533.Google Scholar
Ginsberg, J.; Mohebbi, M. H.; Patel, R. S.; Brammer, L.; Smolinski, M. S.; and Brilliant, L.. “Detecting Influenza Epidemics Using Search Engine Query Data.” Nature, 457 (2009), 10121014.Google Scholar
Gromb, D., and Vayanos, D.. “Limits of Arbitrage: The State of the Theory.” Annual Review of Financial Economics, 2 (2010), 251275.Google Scholar
Hirshleifer, D. A.; Jiang, D.; and Meng, Y.. “Mood Beta and Seasonalities in Stock Returns.” Working Paper No. w24676, National Bureau of Economic Research (2018).Google Scholar
Hirshleifer, D. A., and Shumway, T.. “Good Day Sunshine: Stock Returns and the Weather.” Journal of Finance, 58 (2003), 10091032.Google Scholar
Hirt, E. R.; Zillmann, D.; Erickson, G. A.; and Kennedy, C.. “Costs and Benefits of Allegiance: Changes in Fans’ Self-Ascribed Competencies after Team Victory versus Defeat.” Journal of Personality and Social Psychology, 63 (1992), 724738.Google Scholar
Hong, H.; Kubik, J. D.; and Stein, J. C.. “Social Interaction and Stock-Market Participation.” Journal of Finance, 59 (2004), 137163.Google Scholar
Hong, H., and Stein, J. C.. “Disagreement and the Stock Market.” Journal of Economic Perspectives, 21 (2007), 109128.Google Scholar
Hu, M., and Liu, B.. “Mining and Summarizing Customer Reviews.” Proceedings of the Tenth Association for Computing Machinery SIGKDD International Conference on Knowledge Discovery and Data Mining. Seattle, Washington, USA: Association for Computing Machinery (2004), 168177.Google Scholar
Huang, D.; Jiang, F.; Tu, J.; and Zhou, G.. “Investor Sentiment Aligned: A Powerful Predictor of Stock Returns.” Review of Financial Studies, 28 (2015), 791837.Google Scholar
Hwang, B. H.Country-Specific Sentiment and Security Prices.” Journal of Financial Economics, 100 (2011), 382401.Google Scholar
Jain, A.; Jain, P. K.; McInish, T. H.; and McKenzie, M.. “Worldwide Reach of Short Selling Regulations.” Journal of Financial Economics, 109 (2013), 177197.Google Scholar
Jones, C. M., and Lamont, O. A.. “Short-Sale Constraints and Stock Returns.” Journal of Financial Economics, 66 (2002), 207239.Google Scholar
Kamara, A.; Lou, X.; and Sadka, R.. “The Divergence of Liquidity Commonality in the Cross-Section of Stocks.” Journal of Financial Economics, 89 (2008), 444466.Google Scholar
Kamstra, M. J.; Kramer, L. A.; and Levi, M. D.. “Winter Blues: A Sad Stock Market Cycle.” American Economic Review, 93 (2003), 324343.Google Scholar
Kaplanski, G., and Levy, H.. “Sentiment and Stock Prices: The Case of Aviation Disasters.” Journal of Financial Economics, 95 (2010), 174201.Google Scholar
Karolyi, G. A.; Lee, K. H.; and Van Dijk, M. A.. “Understanding Commonality in Liquidity around the World.” Journal of Financial Economics, 105 (2012), 82112.Google Scholar
Keynes, J. M. The General Theory of Interest, Employment and Money. New York, NY: Macmillan (1936).Google Scholar
Kogan, L.; Ross, S. A.; Wang, J.; and Westerfield, M. M.. “The Price Impact and Survival of Irrational Traders.” Journal of Finance, 61 (2006), 195229.Google Scholar
Kogan, L.; Ross, S. A.; Wang, J.; and Westerfield, M. M.. “Market Selection.” Journal of Economic Theory, 168 (2017), 209236.Google Scholar
Lee, C. M.; Ma, P.; and Wang, C. C.. “Search-Based Peer Firms: Aggregating Investor Perceptions through Internet Co-Searches.” Journal of Financial Economics, 116 (2015), 410431.Google Scholar
Lemmon, M., and Portniaguina, E.. “Consumer Confidence and Asset Prices: Some Empirical Evidence.” Review of Financial Studies, 19 (2006), 14991529.Google Scholar
Lesmond, D. A.; Ogden, J. P.; and Trzcinka, C. A.. “A New Estimate of Transaction Costs.” Review of Financial Studies, 12 (1999), 11131141.Google Scholar
Levy, T., and Yagil, J.. “Air Pollution and Stock Returns in the US.” Journal of Economic Psychology, 32 (2011), 374383.Google Scholar
Miller, E. M.Risk, Uncertainty, and Divergence of Opinion.” Journal of Finance, 32 (1977), 11511168.Google Scholar
Mondria, J.; Wu, T.; and Zhang, Y.. “The Determinants of International Investment and Attention Allocation: Using Internet Search Query Data.” Journal of International Economics, 82 (2010), 8595.Google Scholar
Nagel, S.Short Sales, Institutional Investors and the Cross-Section of Stock Returns.” Journal of Financial Economics, 78 (2005), 277309.Google Scholar
Ng, L.; Solnik, B.; Wu, E.; and Zhang, B.. “Characterizing Global Financial and Economic Integration Using Cash Flow Expectations.” Working Paper, University of Wisconsin–Milwaukee (2013).Google Scholar
Palla, G.; Derényi, I.; Farkas, I.; and Vicsek, T.. “Uncovering the Overlapping Community Structure of Complex Networks in Nature and Society.” Nature, 435 (2005), 814818.Google Scholar
Pástor, L., and Veronesi, P.. “Stock Valuation and Learning about Profitability.” Journal of Finance, 58 (2003), 17491790.Google Scholar
Pástor, L., and Veronesi, P.. “Rational IPO Waves.” Journal of Finance, 60 (2005), 17131757.Google Scholar
Pástor, L., and Veronesi, P.. “Was There a Nasdaq Bubble in the Late 1990s?Journal of Financial Economics, 81 (2006), 61100.Google Scholar
Qiu, L., and Welch, I.. “Investor Sentiment Measures.” Working Paper No. w10794, National Bureau of Economic Research (2006).Google Scholar
Shiller, R. J.Speculative Prices and Popular Models.” Journal of Economic Perspectives, 4 (1990), 5565.Google Scholar
Shleifer, A., and Vishny, R. W.. “The Limits of Arbitrage.” Journal of Finance, 52 (1997), 3555.Google Scholar
Sibley, S. E.; Wang, Y.; Xing, Y.; and Zhang, X.. “The Information Content of the Sentiment Index.” Journal of Banking and Finance, 62 (2016), 164179.Google Scholar
Silver, R. C.; Holman, E. A.; McIntosh, D. N.; Poulin, M.; and Gil-Rivas, V.. “Nationwide Longitudinal Study of Psychological Responses to September 11.” Journal of the American Medical Association, 288 (2002), 12351244.Google Scholar
Soo, C. K.Quantifying Sentiment with News Media across Local Housing Markets.” Review of Financial Studies, 31 (2018), 36893719.Google Scholar
Stambaugh, R. F.; Yu, J.; and Yuan, Y.. “The Short of It: Investor Sentiment and Anomalies.” Journal of Financial Economics, 104 (2012), 288302.Google Scholar
Stambaugh, R. F.; Yu, J.; and Yuan, Y.. “The Long of It: Odds that Investor Sentiment Spuriously Predicts Anomaly Returns.” Journal of Financial Economics, 114 (2014), 613619.Google Scholar
Steyvers, M., and Tenenbaum, J. B.. “The Large-Scale Structure of Semantic Networks: Statistical Analyses and a Model of Semantic Growth.” Cognitive Science, 29 (2005), 4178.Google Scholar
Tetlock, P. C.Giving Content to Investor Sentiment: The Role of Media in the Stock Market.” Journal of Finance, 62 (2007), 11391168.Google Scholar
Wiebe, J.; Wilson, T.; and Cardie, C.. “Annotating Expressions of Opinions and Emotions in Language.” Language Resources and Evaluation, 39 (2005), 165210.Google Scholar
Yu, J., and Yuan, Y.. “Investor Sentiment and the Mean-Variance Relation.” Journal of Financial Economics, 100 (2011), 367381.Google Scholar
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