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The Classification of Stocks with Basic Financial Indicators: An Application of Cluster Analysis on the BIST 100 Index

Author

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  • Bilgehan Tekin
  • Fatih Burak Gümüs

Abstract

In the literature, it is seen that has been used the data mining methods frequently for the analysis of the stock market and stocks. The aim in here is to provide making the most rational choice and increasing return by reducing human intervention to a minimum level with the creating the algorithmic process structure. In this study, stocks are classified basis of financial indicators derived from the financial statements of the companies. For this purpose, cluster analysis which is one of the data mining and multivariate statistical methods is used. In this method the aim is to collect most similar the stocks in the same cluster in terms of related variables. The variables used in the study; Price / earnings ratio, market value/book value ratio, dividend yield, return on assets, return on equity, change in sales and equity, return on average, return and risk. As the result of the analysis, 88 stocks in Borsa Istanbul 100 Index are divided into 12 clusters. Among these stocks, the ones that are most suitable to form a portfolio have been tried to be determined based on financial indicators and last one and three years’ stock performances.

Suggested Citation

  • Bilgehan Tekin & Fatih Burak Gümüs, 2017. "The Classification of Stocks with Basic Financial Indicators: An Application of Cluster Analysis on the BIST 100 Index," International Journal of Academic Research in Business and Social Sciences, Human Resource Management Academic Research Society, International Journal of Academic Research in Business and Social Sciences, vol. 7(5), pages 104-131, May.
    • Handle: RePEc:hur:ijarbs:v:7:y:2017:i:5:p:104-131
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    References listed on IDEAS

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    1. Lakonishok, Josef & Shleifer, Andrei & Vishny, Robert W, 1994. "Contrarian Investment, Extrapolation, and Risk," Journal of Finance, American Finance Association, vol. 49(5), pages 1541-1578, December.
    2. Sanjay Kallapur & Mark A. Trombley, 1999. "The Association Between Investment Opportunity Set Proxies and Realized Growth," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 26(3‐4), pages 505-519, April.
    3. Chowdhury, Anup & Chowdhury, Suman Paul, 2010. "Impact of capital structure on firm’s value: Evidence from Bangladesh," Business and Economic Horizons (BEH), Prague Development Center (PRADEC), vol. 3(3), pages 1-12, October.
    4. Sergio Da Silva & Jefferson Cunha & Newton Da Costa, Jr, 2005. "Stock selection based on cluster analysis," Economics Bulletin, AccessEcon, vol. 13(1), pages 1-9.
    5. Feng-Li Lin & Tsangyao Chang, 2011. "Does debt affect firm value in Taiwan? A panel threshold regression analysis," Applied Economics, Taylor & Francis Journals, vol. 43(1), pages 117-128.
    6. Tola, Vincenzo & Lillo, Fabrizio & Gallegati, Mauro & Mantegna, Rosario N., 2008. "Cluster analysis for portfolio optimization," Journal of Economic Dynamics and Control, Elsevier, vol. 32(1), pages 235-258, January.
    7. Harry Markowitz, 1952. "Portfolio Selection," Journal of Finance, American Finance Association, vol. 7(1), pages 77-91, March.
    8. repec:ebl:ecbull:v:13:y:2005:i:1:p:1-9 is not listed on IDEAS
    9. Anup Chowdhury & Suman Paul Chowdhury, 2010. "Impact of capital structure on firm’s value: Evidence from Bangladesh," Business and Economic Horizons (BEH), Prague Development Center, vol. 3(3), pages 111-122, October.
    10. Sanjay Kallapur & Mark A. Trombley, 1999. "The Association Between Investment Opportunity Set Proxies and Realized Growth," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 26(3-4), pages 505-519.
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