Abstract
This paper investigates the investment value of individual investors’ stock recommendations within online communities. We find that aggregated recommendations contain no explicit investment value and that following these recommendations may have a negative impact on investment performance. Our results suggest that recommendations are mostly based on simple heuristics and concentrate on a small number of stocks. When restricting the set of recommendations to those made by the most experienced or successful recommenders, results marginally improve but still preclude profitable investment strategies. Experienced and successful recommenders seem more likely to avoid the most expensive pitfalls rather than actually exhibit superior investment performance.
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Notes
Genetic algorithms find an optimized set of parameters for a particular problem by mimicking evolutionary processes. Preliminary solutions are combined and mutated in order to find superior solutions.
Recent studies have had to classify data into buy, hold, and sell recommendations.
That is, from the closing price of the day before to the closing price of the recommendation date.
Approximated with the JP Morgan US Cash 3M or JP Morgan EURO Cash 3M index with respect to the major currency of the relevant market.
Market capitalization, common equity, and deferred taxes data for the years 2005 to 2010 are taken from Datastream.
Not tabularized.
Referred to estimated round-trip transaction costs of \(1.3~\%\) for institutions (Barber et al. 2001) and commissions per trade of around \(1.5~\%\) for individual investors (Barber and Odean 2000). Other approaches considering flat fees and applicable duties (Siganos 2009) result in similar ranges for reasonable trades of individual investors.
Abnormal returns are significant after the recommendation date for all days in FF3M and C4M and also in CAPM with exception of the first 2 days.
Results for CAPM and FF3M are consistent.
We exclude the first recommendation, as we suppose it to be a technical trial for a number of users.
Reducing the timespan after the recommendation date to 10 days and analyzing the performance of buy and sell recommendations separately yielded very similar abnormal returns.
Less than 150 related recommendations.
References
Altinkilic, O., Hansen, R.S.: On the information role of stock recommendation revisions. J. Account. Econ. 48(1), 17–36 (2009). doi:10.1016/j.jacceco.2009.04.005
Antweiler, W., Frank, M.Z.: Is all that talk just noise? The information content of internet stock message boards. J. Finance 59(3), 1259–1294 (2004). doi:10.1111/j.1540-6261.2004.00662.x
Bailey, W., Kumar, A., Ng, D.: Behavioral biases of mutual fund investors. J. Financ. Econ. 102(1), 1–27 (2010)
Bank, M., Larch, M., Peter, G.: Google search volume and its influence on liquidity and returns of german stocks. Financ. Mark. Portf. Manag. 25(3), 239–264 (2011). doi:10.1007/s11408-011-0165-y
Barber, B.M., Odean, T.: Trading is hazardous to your wealth: The common stock investment performance of individual investors. J. Finance 55(2), 773–806 (2000). doi:10.1111/0022-1082.00226
Barber, B.M., Odean, T.: All that glitters: The effect of attention and news on the buying behavior of individual and institutional investors. Rev. Financ. Stud. 21(2), 785–818 (2008). doi:10.1093/rfs/hhm079
Barber, B.M., Odean, T.: The behavior of individual investors (2011). http://ssrn.com/abstract=1872211
Barber, B.M., Lehavy, R., McNichols, M., Trueman, B.: Can investors profit from the prophets? Security analyst recommendations and stock returns. J. Finance 56(2), 531–563 (2001). doi:10.1111/0022-1082.00336
Barber, B.M., Odean, T., Zhu, N.: Systematic noise. J. Financ. Mark. 12(4), 547–569 (2009) http://www.sciencedirect.com/science/article/pii/S13864181090
Bjerring, J.H., Lakonishok, J., Vermaelen, T.: Stock prices and financial analysts’ recommendations. J. Finance 38(1), 187 (1983). doi:10.2307/2327646
Bollen, J., Mao, H., Zeng, X.: Twitter mood predicts the stock market. J. Comput. Sci. 2(1), 1–8 (2011). doi:10.1016/j.jocs.2010.12.007
Brennan, M.J., Jegadeesh. N., Swaminathan, B.: Investment analysis and the adjustment of stock prices to common information. Rev. Financ. Stud. 6(4), 799–824 (1993). http://rfs.oxfordjournals.org/content/6/4/799.short
Carhart, M.M.: On persistence in mutual fund performance. J Finance 52(1):57–82 (1997). doi:10.2307/2329556. http://www.jstor.org/stable/2329556
Chan, W.S.: Stock price reaction to news and no-news: drift and reversal after headlines. J. Financ. Econ. 70(2), 223–260 (2003). doi:10.1016/S0304-405X(03)00146-6
Chevalier, J., Ellison, G.: Are some mutual fund managers better than others? Cross-sectional patterns in behavior and performance. J. Finance 54(3), 875–899 (1999). doi:10.1111/0022-1082.00130/ab
Chuang, W., Lee, B.: The informational role of institutional investors and financial analysts in the market. J. Financ. Mark. 14(3), 465–493 (2011). http://www.sciencedirect.com/science/article/pii/S13864181100
Cowles, A.: Can stock market forecasters forecast? Econometrica 1(3), 309–324 (1933). http://www.jstor.org/stable/1907042
Dewally, M.: Internet investment advice: investing with a rock of salt. Financ. Anal. J. 59(4), 65–77 (2003). http://www.jstor.org/stable/10.2307/4480497
Dhar, R., Zhu, N.: Up close and personal: Investor sophistication and the disposition effect. Manag. Sci. 52(5), 726–740 (2006). doi:10.1287/mnsc.1040.0473
Diefenbach, R.: How good is institutional brokerage research? Financ. Anal. J. 28(1), 54–60 (1972). http://www.jstor.org/stable/4470885
Engelberg, J., Parsons, C.: The causal impact of media in financial markets. J. Finance 66(1), 67–97 (2011). doi:10.1111/j.1540-6261.2010.01626.x
Fama, E.F.: Efficient capital markets: a review of theory and empirical work. J. Finance 25(2), 383–417 (1970). http://www.jstor.org/stable/2325486
Fama, E.F., French, K.R.: The cross-section of expected stock returns. J. Finance 47(2), 427–465 (1992), doi:10.2307/2329112. http://www.jstor.org/stable/2329112?origin=crossref
Fama, E.F., French, K.R.: Common risk factors in the returns on stocks and bonds. J. Financ. Econ. 33(1), 3–56 (1993). doi:10.1016/0304-405X(93)90023-5
Feng, L., Seasholes, M.S.: Do investor sophistication and trading experience eliminate behavioral biases in financial markets? Rev. Finance 9(3), 305–351 (2005). doi:10.1007/s10679-005-2262-0
Griffin, J.M.: Are the fama and french factors global or country specific? Rev. Financ. Stud. 15(3), 783–803 (2002). doi:10.1093/rfs/15.3.783
Griffin, J.M., Hirschey, N.H., Kelly, P.J.: How important is the financial media in global markets? Rev. Financ. Stud. 24(12), 3941–3992 (2011). doi:10.1093/rfs/hhr099
Grinblatt, M., Keloharju, M.: The investment behavior and performance of various investor types: a study of Finland’s unique data set. J. Financ. Econ. 55, 43–67 (2000). http://www.sciencedirect.com/science/article/pii/S0304405X990
Grinblatt, M., Keloharju, M.: What makes investors trade? J. Finance 56(2), 589–616 (2001), http://onlinelibrary.wiley.com/doi/10.1111/0022-1082.00338/abstract
Hill, S., Ready-Campbell, N.: Expert stock picker: The wisdom of (experts in) crowds. Int. J. Electron. Commer. 15(3), 73–102 (2011). http://mesharpe.metapress.com/index/547J0544M0706P48.pdf
Hirshleifer, D.A., Myers, J.N., Myers, L.A.: Do individual investors cause post-earnings announcement drift? Direct evidence from personal trades. Account Rev. 83(6), 1521–1550 (2008). doi:10.2308/accr.2008.83.6.152I
Hobbs, J., Kovacs, T., Sharma, V.: The investment value of the frequency of analyst recommendation changes for the ordinary investor. J Empir Finance 19(1):94–108 (2012). doi:10.1016/j.jempfin.2011.09.006
Jegadeesh, N., Kim, J., Krische, S.D., Lee, C.M.C.: Analyzing the analysts: When do recommendations add value? J. Finance 59(3), 1083–1124 (2004). doi:10.1111/j.1540-6261.2004.00657.x. http://www.blackwell-synergy.com/doi/abs/10.1111/j.1540-6261.2004.00657.x
Kahneman, D., Tversky, A.: Subjective probability: a judgment of representativeness. Cogn. Psychol. 3(3), 430–454 (1972). doi:10.1016/0010-0285(72)90016-3
Kaniel, R., Saar, G., Titman, S.: Individual investor trading and stock returns. J. Finance 63(1), 273–310 (2008)
Lampel, J., Bhalla, A.: The role of status seeking in online communities: Giving the gift of experience. J. Comput. Mediat. Commun. 12(2), 434–455 (2007). doi:10.1111/j.1083-6101.2007.00332.x
Lintner, J.: The valuation of risk assets and the selection of risky investments in stock portfolios and capital budgets. Rev. Econ. Stat. 47(1), 13 (1965). doi:10.2307/1924119. http://www.jstor.org/stable/1924119?origin=crossref
List, J.: Does market experience eliminate market anomalies? Q. J. Econ. 118(1), 41–71 (2003). http://www.mitpressjournals.org/doi/abs/10.1162/0033553036053
Nicolosi, G., Peng, L., Zhu, N.: Do individual investors learn from their trading experience? J. Financ. Mark. 12(2), 317–336 (2009). http://linkinghub.elsevier.com/retrieve/pii/S1386418108000323
Odean, T.: Are investors reluctant to realize their losses? J. Finance 53(5), 1775–1798 (1998). http://onlinelibrary.wiley.com/doi/10.1111/0022-1082.00072/ab
Seasholes, M.S., Wu, G.: Predictable behavior, profits, and attention. J. Empir Finance 14(5), 590–610 (2007). doi:10.1016/j.jempfin.2007.03.002
Sharpe, W.F.: Capital asset prices: a theory of market equilibrium under conditions of risk. J. Finance 19(3), 425–442 (1964). doi:10.2307/2329297. http://www.jstor.org/stable/2329297?origin=crossref
Shefrin, H., Statman, M.: The disposition to sell winners too early and ride losers too long: theory and evidence. J. Finance 40(3), 777 (1985). doi:10.2307/2327802. http://www.jstor.org/stable/2327802?origin=crossref
Siganos, A.: Can small investors exploit the momentum effect? Financ. Mark. Portf. Manag. 24(2), 171–192 (2009). doi:10.1007/s11408-009-0120-3. http://www.springerlink.com/index/10.1007/s11408-009-0120-3
Stickel, S.E.: The anatomy of the performance of buy and sell recommendations. Financ. Anal. J. 51(5), 25–39 (1995). doi:10.2469/faj.v51.n5.1933. http://www.cfapubs.org/doi/abs/10.2469/faj.v51.n5.1933
Strahilevitz, M., Odean, T., Barber, B.M.: Once burned, twice shy: How naïve learning, counterfactuals, and regret affect the repurchase of stocks previously sold. J. Mark. Res. 48(Special Issue),102–120 (2011)
Tumarkin, R., Whitelaw, R.F.: News or noise? Internet postings and stock prices. Financ. Anal. J. 57(3), 41–51 (2001)
Womack, K.L.: Do brokerage analysts’ recommendations have investment value? J Finance 51(1), 137–167 (1996). doi:10.2307/2329305. http://www.jstor.org/stable/2329305?origin=crossref
Acknowledgments
We are grateful to an anonymous referee for valuable comments on our drafts and to Markus Schmid, the editor. We thank Cetin-Behzet Cengiz, Christian Wegener, Sarah Schiffer, and Philipp von Thunen for their comments on earlier versions of this manuscript.
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Stephan, P., von Nitzsch, R. Do individual investors’ stock recommendations in online communities contain investment value?. Financ Mark Portf Manag 27, 149–186 (2013). https://doi.org/10.1007/s11408-013-0208-7
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DOI: https://doi.org/10.1007/s11408-013-0208-7
Keywords
- Individual investors
- Online communities
- Stock recommendations
- Investment value
- Event study
- Abnormal returns