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Predicting cash holdings using supervised machine learning algorithms

Author

Listed:
  • Şirin Özlem

    (MEF University)

  • Omer Faruk Tan

    (Marmara University)

Abstract

This study predicts the cash holdings policy of Turkish firms, given the 20 selected features with machine learning algorithm methods. 211 listed firms in the Borsa Istanbul are analyzed over the period between 2006 and 2019. Multiple linear regression (MLR), k-nearest neighbors (KNN), support vector regression (SVR), decision trees (DT), extreme gradient boosting algorithm (XGBoost) and multi-layer neural networks (MLNN) are used for prediction. Results reveal that MLR, KNN, and SVR provide high root mean square error (RMSE) and low R2 values. Meanwhile, more complex algorithms, such as DT and especially XGBoost, derive higher accuracy with a 0.73 R2 value. Therefore, using advanced machine learning algorithms, we may predict cash holdings considerably.

Suggested Citation

  • Şirin Özlem & Omer Faruk Tan, 2022. "Predicting cash holdings using supervised machine learning algorithms," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-19, December.
    • Handle: RePEc:spr:fininn:v:8:y:2022:i:1:d:10.1186_s40854-022-00351-8
    DOI: 10.1186/s40854-022-00351-8
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    as
    1. Gao, Huasheng & Harford, Jarrad & Li, Kai, 2013. "Determinants of corporate cash policy: Insights from private firms," Journal of Financial Economics, Elsevier, vol. 109(3), pages 623-639.
    2. Feng Xiao & Jintao Ke, 2021. "Pricing, management and decision-making of financial markets with artificial intelligence: introduction to the issue," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-3, December.
    3. Thomas W. Bates & Kathleen M. Kahle & René M. Stulz, 2009. "Why Do U.S. Firms Hold So Much More Cash than They Used To?," Journal of Finance, American Finance Association, vol. 64(5), pages 1985-2021, October.
    4. Onder Ozgur & Erdal Tanas Karagol & Fatih Cemil Ozbugday, 2021. "Machine learning approach to drivers of bank lending: evidence from an emerging economy," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-29, December.
    5. Ozkan, Aydin & Ozkan, Neslihan, 2004. "Corporate cash holdings: An empirical investigation of UK companies," Journal of Banking & Finance, Elsevier, vol. 28(9), pages 2103-2134, September.
    6. Wu, Wenfeng & Rui, Oliver M. & Wu, Chongfeng, 2012. "Trade credit, cash holdings, and financial deepening: Evidence from a transitional economy," Journal of Banking & Finance, Elsevier, vol. 36(11), pages 2868-2883.
    7. Song, Kyojik (Roy) & Lee, Youngjoo, 2012. "Long-Term Effects of a Financial Crisis: Evidence from Cash Holdings of East Asian Firms," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 47(3), pages 617-641, June.
    8. Jensen, Michael C, 1986. "Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers," American Economic Review, American Economic Association, vol. 76(2), pages 323-329, May.
    9. Chen, Deqiu & Li, Sifei & Xiao, Jason Zezhong & Zou, Hong, 2014. "The effect of government quality on corporate cash holdings," Journal of Corporate Finance, Elsevier, vol. 27(C), pages 384-400.
    10. Basak, Suryoday & Kar, Saibal & Saha, Snehanshu & Khaidem, Luckyson & Dey, Sudeepa Roy, 2019. "Predicting the direction of stock market prices using tree-based classifiers," The North American Journal of Economics and Finance, Elsevier, vol. 47(C), pages 552-567.
    11. Opler, Tim & Pinkowitz, Lee & Stulz, Rene & Williamson, Rohan, 1999. "The determinants and implications of corporate cash holdings," Journal of Financial Economics, Elsevier, vol. 52(1), pages 3-46, April.
    12. Abdou, Hussein A. & Pointon, John & El-Masry, Ahmed & Olugbode, Moji & Lister, Roger J., 2012. "A variable impact neural network analysis of dividend policies and share prices of transportation and related companies," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 22(4), pages 796-813.
    13. Campello, Murillo & Graham, John R. & Harvey, Campbell R., 2010. "The real effects of financial constraints: Evidence from a financial crisis," Journal of Financial Economics, Elsevier, vol. 97(3), pages 470-487, September.
    14. Benkraiem, Ramzi & Lakhal, Faten & Zopounidis, Constantin, 2020. "International diversification and corporate cash holding behavior: What happens during economic downturns?," Journal of Economic Behavior & Organization, Elsevier, vol. 170(C), pages 362-371.
    15. Yenn‐Ru Chen, 2008. "Corporate Governance and Cash Holdings: Listed New Economy versus Old Economy Firms," Corporate Governance: An International Review, Wiley Blackwell, vol. 16(5), pages 430-442, September.
    16. Myers, Stewart C., 1984. "Capital structure puzzle," Working papers 1548-84., Massachusetts Institute of Technology (MIT), Sloan School of Management.
    17. Myers, Stewart C, 1984. "The Capital Structure Puzzle," Journal of Finance, American Finance Association, vol. 39(3), pages 575-592, July.
    18. Stewart C. Myers, 1984. "Capital Structure Puzzle," NBER Working Papers 1393, National Bureau of Economic Research, Inc.
    19. L. Fiévet & D. Sornette, 2018. "Decision trees unearth return sign predictability in the S&P 500," Quantitative Finance, Taylor & Francis Journals, vol. 18(11), pages 1797-1814, November.
    20. Pedro J. García‐Teruel & Pedro Martínez‐Solano, 2008. "On the Determinants of SME Cash Holdings: Evidence from Spain," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 35(1‐2), pages 127-149, January.
    21. Muncef Guizani, 2017. "The financial determinants of corporate cash holdings in an oil rich country: Evidence from Kingdom of Saudi Arabia," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 17(3), pages 133-143, September.
    22. Guney, Yilmaz & Ozkan, Aydin & Ozkan, Neslihan, 2007. "International evidence on the non-linear impact of leverage on corporate cash holdings," Journal of Multinational Financial Management, Elsevier, vol. 17(1), pages 45-60, February.
    23. Bhuiyan, Md Borhan Uddin & Hooks, Jill, 2019. "Cash holding and over-investment behavior in firms with problem directors," International Review of Economics & Finance, Elsevier, vol. 61(C), pages 35-51.
    24. Wolfgang Drobetz & Matthias Grüninger, 2007. "Corporate cash holdings: Evidence from Switzerland," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 21(3), pages 293-324, September.
    25. Merton H. Miller & Daniel Orr, 1966. "A Model of the Demand for Money by Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 80(3), pages 413-435.
    26. Bigelli, Marco & Sánchez-Vidal, Javier, 2012. "Cash holdings in private firms," Journal of Banking & Finance, Elsevier, vol. 36(1), pages 26-35.
    27. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    28. Aydin Ozkan, 2001. "Determinants of Capital Structure and Adjustment to Long Run Target: Evidence From UK Company Panel Data," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 28(1‐2), pages 175-198, January.
    29. Maria Belén Lozano & Serhat Yaman, 2020. "The European Financial Crisis and Firms' Cash Holding Policy: An Analysis of the Precautionary Motive," Global Policy, London School of Economics and Political Science, vol. 11(S1), pages 84-94, January.
    30. Helder Sebastião & Pedro Godinho, 2021. "Forecasting and trading cryptocurrencies with machine learning under changing market conditions," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-30, December.
    31. Dixon, Matthew & Klabjan, Diego & Bang, Jin Hoon, 2017. "Classification-based financial markets prediction using deep neural networks," Algorithmic Finance, IOS Press, vol. 6(3-4), pages 67-77.
    32. Ali Uyar & Cemil Kuzey, 2014. "Determinants of corporate cash holdings: evidence from the emerging market of Turkey," Applied Economics, Taylor & Francis Journals, vol. 46(9), pages 1035-1048, March.
    33. Madalina Ecaterina Popescu & Victor Dragotă, 2018. "What Do Post-Communist Countries Have in Common When Predicting Financial Distress?," Prague Economic Papers, Prague University of Economics and Business, vol. 2018(6), pages 637-653.
    34. Fritz Foley, C. & Hartzell, Jay C. & Titman, Sheridan & Twite, Garry, 2007. "Why do firms hold so much cash? A tax-based explanation," Journal of Financial Economics, Elsevier, vol. 86(3), pages 579-607, December.
    35. Polyzos, Stathis & Samitas, Aristeidis & Kampouris, Ilias, 2021. "Economic stimulus through bank regulation: Government responses to the COVID-19 crisis," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 75(C).
    36. Aydin Ozkan, 2001. "Determinants of Capital Structure and Adjustment to Long Run Target: Evidence From UK Company Panel Data," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 28(1-2), pages 175-198.
    37. Miguel A. Ferreira & Antonio S. Vilela, 2004. "Why Do Firms Hold Cash? Evidence from EMU Countries," European Financial Management, European Financial Management Association, vol. 10(2), pages 295-319, June.
    38. Kim, Chang-Soo & Mauer, David C. & Sherman, Ann E., 1998. "The Determinants of Corporate Liquidity: Theory and Evidence," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 33(3), pages 335-359, September.
    39. Chiu, Wan-Chien & Wang, Chih-Wei & Peña, Juan Ignacio, 2016. "Tail risk spillovers and corporate cash holdings," Journal of Multinational Financial Management, Elsevier, vol. 36(C), pages 30-48.
    40. Huseyin Gulen & Mihai Ion, 2016. "Editor's Choice Policy Uncertainty and Corporate Investment," The Review of Financial Studies, Society for Financial Studies, vol. 29(3), pages 523-564.
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    More about this item

    Keywords

    XGBoost; MLNN; Cash holdings; Turkey; Machine learning;
    All these keywords.

    JEL classification:

    • C38 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Classification Methdos; Cluster Analysis; Principal Components; Factor Analysis
    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • G30 - Financial Economics - - Corporate Finance and Governance - - - General

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