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한국 포털 사이트 검색강도가 주가 동조성 및 위험에 미치는 영향

The Effect of Portal Search Intensity on Stock Price Synchronicity and Risk: Evidence from Korea

  • Kim, Min-Su (Department of Economics and Finance, Soonchunhyang University) ;
  • Xu, Mengxia (Department of Economics, Finance, and Insurance, Graduate School, Soonchunhyang University) ;
  • Kwon, Hyuk-Jun (Department of Economics, Finance, and Insurance, Graduate School, Soonchunhyang University)
  • 투고 : 2020.10.12
  • 심사 : 2020.11.23
  • 발행 : 2020.11.30

초록

최근의 연구들에서는 투자자들의 관심이나 감정이 주식 거래행태와 주가 변동에 미치는 영향에 대한 분석들이 증가하고 있다. 본 연구에서는 투자자들의 관심과 감정을 측정하기 위해 한국의 네이버 검색지수를 이용하여, 포털 검색량과 검색의 변동성이 주가동조성 및 총위험, 체계적 위험에 미치는 영향을 분석하였다. 먼저 평균적인 검색량이 증가할수록 주가동조성은 증가하는 반면, 검색의 변동성은 주가동조성을 감소시키는 것을 관찰하였다. 다음으로 평균 검색량과 검색의 변동성은 모두 주식의 총위험과 체계적 위험을 증가시키는 것으로 나타났다. 이러한 결과는 주가를 변동시키는 사건이 발생할 경우에만 개인투자자들의 검색이 증가하기 때문인 것으로 해석된다. 이러한 결과는 포트폴리오 분석, 고정효과 회귀분석 및 동적 패널 모형에서 일관되게 관찰된다.

Recent Studies emphasize the effect of investors attention, recognition and sentiment on the trading behavior of retail investors and stock price variation. In this study, we use Naver Trend to measure investors'attention and investigate the relation between investor attention and price synchronicity, total risk and systematic risk of stocks. Using various research methodologies such as portfolio analysis, fixed effect regression and dynamic panel analysis, we find consistent results. First, stock price synchronicity is increased with lager average search volume, but with less search variability. Second, both average search volume and its variability are positively related to total risk and beta of stocks. These results can be interpreted that search volume sharply increases only when stock-related event occurs.

키워드

참고문헌

  1. Antweiler, W. and Frank, M. Z., "Is All That Talk Just Noise? The information content of Internet Stock Message Boards," Journal of Finance, Vol. 59, No. 3, pp. 1259-1294, 2004. https://doi.org/10.1111/j.1540-6261.2004.00662.x
  2. Arellano, M. and Bover, O., "Another Look at the Instrumental Variable Estimation of Error-Components Models," Journal of Econometrics, Vol. 68, No. 1, pp. 29-51, 1995. https://doi.org/10.1016/0304-4076(94)01642-D
  3. Baker, M. P. and Wurgler, J. A., "Investor Sentiment and the Cross-section of Stock Returns," Journal of Finance, Vol. 61, No. 4, pp. 1645-1680, 2006. https://doi.org/10.1111/j.1540-6261.2006.00885.x
  4. Baker, M. P. and Wurgler, J. A., "Investor Sentiment in the Stock Market," Journal of Economic Perspectives, Vol. 21, No. 2, pp. 139-152, 2007.
  5. Bank, M., Larch, M., and Peter, G., "Google Search Volume and its influence on liquidity and returns of German Stocks," Financial Markets and Portfolio Management, Vol. 25, pp. 239-264, 2011. https://doi.org/10.1007/s11408-011-0165-y
  6. Barber, B. M. and Odean, T., "All That Glitters: The Effect of Attention and News on the Buying Behavior of Individual and Institutional Investors," The Review of Financial Studies, Vol. 21, No. 2, pp. 785-818, 2007. https://doi.org/10.1093/rfs/hhm079
  7. Blundell, S. and Bond, S., "Initial Conditions and Moment Restrictions in Dynamic Panel-Data Models," Journal of Econometrics, Vol. 87, No. 1, pp. 115-143, 1998. https://doi.org/10.1016/S0304-4076(98)00009-8
  8. Chen, H., De, P., Hu, Y., and Hwang, B.-H., "Wisdom of Crowds: The Value of Stock Opinions Transmitted Through Social Media," The Review of Financial Studies, Vol. 27, No. 1, pp. 1367-1403, 2014. https://doi.org/10.1093/rfs/hhu001
  9. Da, Z., Engelberg, J., and Gao, P., "In search of attention," Journal of Finance, Vol. 66, pp. 1461-1499, 2011. https://doi.org/10.1111/j.1540-6261.2011.01679.x
  10. Das, S. R. and Chen, M. Y., "Yahoo! for Amazon: Sentiment Extraction from Small Talk on the Web," Management Science, Vol. 53, No. 9, pp. 1375-1388, 2007. https://doi.org/10.1287/mnsc.1070.0704
  11. Hong, H., Lim, T., and Stein, J., "Bad news travels slowly: size, analyst coverage and the profitability of momentum strategies," Journal of Finance, Vol. 55, No. 1, pp. 265-295, 2000. https://doi.org/10.1111/0022-1082.00206
  12. Hou, K., "Industry information diffusion and the lead-lag effect in stock returns," The Review of Financial Studies, Vol. 20, No. 4, pp. 1113-1138, 2007. https://doi.org/10.1093/revfin/hhm003
  13. Hutton, A. P.. Marcus, A.J., and Tehranian, H., "Opaque financial reports, R2, and crash risk," Journal of Financial Economics, Vol. 94, No. 1, pp. 67-86, 2009. https://doi.org/10.1016/j.jfineco.2008.10.003
  14. Jin, L. and Myers, C. S., "R2 around the world: New theory and new tests," Journal of Financial Economics, Vol. 79, No. 2, pp. 257-292, 2006. https://doi.org/10.1016/j.jfineco.2004.11.003
  15. Joseph, K., Wintoki, M. B., and Zhang, Z., "Forecasting Abnormal Stock Returns and Trading Volume using Investor Sentiment: Evidence from Online Search," International Journal of Forecast, Vol. 27, No. 4, pp. 1116-1127, 2011. https://doi.org/10.1016/j.ijforecast.2010.11.001
  16. Kim, M.-S. and Kwon, H.-J., "The Effect of Portal Search Intensity on Stock Price Crash," The Journal of Society for eBusiness Studies, Vol. 22, No. 2, pp. 153-168, 2017.
  17. Koo, P. and Kim, M., "A Study on the Relationship between Internet Search Trends and Company's Stock Price and Trading Volume," The Journal of Society for e-Business Studies, Vol. 20, No. 2, pp. 1-14, 2015. https://doi.org/10.7838/jsebs.2015.20.2.001
  18. Merton, R., "A Simple Model of Capital Market Equilibrium with Incomplete Information," Journal of Finance, Vol. 42, No. 3, pp. 483-510, 1987. https://doi.org/10.1111/j.1540-6261.1987.tb04565.x
  19. Morck, R., Yeung, B., and Yu, W., "The information content of stock markets: why do emerging markets have synchronous stock price movement?," Journal of Financial Economics, Vol. 58, pp. 215-260, 2000. https://doi.org/10.1016/S0304-405X(00)00071-4
  20. Roll, R., "R2," Journal of Finance, Vol. 43, pp. 541-566, 1988. https://doi.org/10.1111/j.1540-6261.1988.tb04591.x
  21. Takeda, F. and Wakao, T., "Google Search Intensity and Its Relationship with Returns and Trading Volume of Japanese Stocks," Pacific-Basin Finance Journal, Vol. 27, pp. 1-18, 2014. https://doi.org/10.1016/j.pacfin.2014.01.003
  22. Tumarkin, R., and Whitelaw, R. F., "News or Noise? Internet Posting and Stock Prices," Financial Analysts Journal, Vol. 57, No. 3, pp. 41-51, 2001. https://doi.org/10.2469/faj.v57.n3.2449
  23. Vlastakis, N. and Markellos, R. N., "Information demand and stock market volatility," Journal of Banking and Finance, Vol. 36, No. 6, pp. 1808-1821, 2012. https://doi.org/10.1016/j.jbankfin.2012.02.007