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Size and value effects in high-tech industries: The role of R&D investment

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  • Yu, Lin
  • Liu, Xiaoquan
  • Fung, Hung-Gay
  • Leung, Wai Kin

Abstract

We use monthly US stock data over 55 years from 1962 to 2017 to show that the R&D intensity at firms adds another important dimension to the size and value effects in describing stock returns, especially for small high-tech firms. A trading strategy that double sorts on R&D intensity and size or book-to-market ratio outperforms a simple small-minus-big (SMB) or high-minus-low (HML) strategy in producing higher and more significant portfolio returns. The most profitable schemes involve triple sorts by size, BM, and R&D intensity: the payoffs of buying high-BM/R&D-Active portfolio and selling low-BM/R&D-Inactive portfolio in the small-size/high-tech group and that of buying high-tech/high-BM and selling low-tech/low-BM in the small-size/R&D-active group generate a return of more than 2% on a monthly basis. Our results are robust to alternative classification method of assigning stocks in portfolios.

Suggested Citation

  • Yu, Lin & Liu, Xiaoquan & Fung, Hung-Gay & Leung, Wai Kin, 2020. "Size and value effects in high-tech industries: The role of R&D investment," The North American Journal of Economics and Finance, Elsevier, vol. 51(C).
    • Handle: RePEc:eee:ecofin:v:51:y:2020:i:c:s106294081830189x
    DOI: 10.1016/j.najef.2018.10.001
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    as
    1. Fama, Eugene F & French, Kenneth R, 1992. "The Cross-Section of Expected Stock Returns," Journal of Finance, American Finance Association, vol. 47(2), pages 427-465, June.
    2. Geoffrey Booth, G. & Fung, Hung-Gay & Leung, Wai Kin, 2016. "A risk-return explanation of the momentum-reversal “anomaly”," Journal of Empirical Finance, Elsevier, vol. 35(C), pages 68-77.
    3. Dongmei Li, 2011. "Financial Constraints, R&D Investment, and Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 24(9), pages 2974-3007.
    4. Gordon M. Phillips & Alexei Zhdanov, 2013. "R&D and the Incentives from Merger and Acquisition Activity," The Review of Financial Studies, Society for Financial Studies, vol. 26(1), pages 34-78.
    5. Balsmeier, Benjamin & Fleming, Lee & Manso, Gustavo, 2017. "Independent boards and innovation," Journal of Financial Economics, Elsevier, vol. 123(3), pages 536-557.
    6. Feldman, Maryann P. & Kelley, Maryellen R., 2006. "The ex ante assessment of knowledge spillovers: Government R&D policy, economic incentives and private firm behavior," Research Policy, Elsevier, vol. 35(10), pages 1509-1521, December.
    7. repec:oup:rfinst:v:26:y::i:1:p:34-78 is not listed on IDEAS
    8. Chang, Chia-Lin & Hsu, Hui-Kuang & McAleer, Michael, 2013. "Is small beautiful? Size effects of volatility spillovers for firm performance and exchange rates in tourism," The North American Journal of Economics and Finance, Elsevier, vol. 26(C), pages 519-534.
    9. Jiang, Hao, 2010. "Institutional investors, intangible information, and the book-to-market effect," Journal of Financial Economics, Elsevier, vol. 96(1), pages 98-126, April.
    10. Chan, Su Han & Martin, John D. & Kensinger, John W., 1990. "Corporate research and development expenditures and share value," Journal of Financial Economics, Elsevier, vol. 26(2), pages 255-276, August.
    11. Israel, Ronen & Moskowitz, Tobias J., 2013. "The role of shorting, firm size, and time on market anomalies," Journal of Financial Economics, Elsevier, vol. 108(2), pages 275-301.
    12. Kevin W. Chauvin & Mark Hirschey, 1993. "Advertising, R&D Expenditures and the Market Value of the Firm," Financial Management, Financial Management Association, vol. 22(4), Winter.
    13. Fama, Eugene F. & French, Kenneth R., 2012. "Size, value, and momentum in international stock returns," Journal of Financial Economics, Elsevier, vol. 105(3), pages 457-472.
    14. Sunder, Jayanthi & Sunder, Shyam V. & Zhang, Jingjing, 2017. "Pilot CEOs and corporate innovation," Journal of Financial Economics, Elsevier, vol. 123(1), pages 209-224.
    15. Missaka Warusawitharana, 2015. "Research and development, profits, and firm value: A structural estimation," Quantitative Economics, Econometric Society, vol. 6(2), pages 531-565, July.
    16. He, Jie (Jack) & Tian, Xuan, 2013. "The dark side of analyst coverage: The case of innovation," Journal of Financial Economics, Elsevier, vol. 109(3), pages 856-878.
    17. Banz, Rolf W., 1981. "The relationship between return and market value of common stocks," Journal of Financial Economics, Elsevier, vol. 9(1), pages 3-18, March.
    18. Lauren Cohen & Karl Diether & Christopher Malloy, 2013. "Misvaluing Innovation," The Review of Financial Studies, Society for Financial Studies, vol. 26(3), pages 635-666.
    19. Chen, Li-Yueh & Chen, Yu-Fen & Yang, Sheng-Yung, 2017. "Managerial incentives and R&D investments: The moderating effect of the directors’ and officers’ liability insurance," The North American Journal of Economics and Finance, Elsevier, vol. 39(C), pages 210-222.
    20. Ashish Sood & Gerard J. Tellis, 2009. "Do Innovations Really Pay Off? Total Stock Market Returns to Innovation," Marketing Science, INFORMS, vol. 28(3), pages 442-456, 05-06.
    21. Huergo, Elena & Moreno, Lourdes, 2017. "Subsidies or loans? Evaluating the impact of R&D support programmes," Research Policy, Elsevier, vol. 46(7), pages 1198-1214.
    22. Laurel A. Franzen & Kimberly J. Rodgers & Timothy T. Simin, 2007. "Measuring Distress Risk: The Effect of R&D Intensity," Journal of Finance, American Finance Association, vol. 62(6), pages 2931-2967, December.
    23. Beaver, WH & Ryan, SG, 2000. "Biases and lags in book value and their effects on the ability of the book-to-market ratio to predict book return on equity," Journal of Accounting Research, Wiley Blackwell, vol. 38(1), pages 127-148.
    24. Kathleen M. Eisenhardt & Jeffrey A. Martin, 2000. "Dynamic capabilities: what are they?," Strategic Management Journal, Wiley Blackwell, vol. 21(10‐11), pages 1105-1121, October.
    25. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    26. Caglayan, Mustafa Onur & Celiker, Umut & Sonaer, Gokhan, 2018. "Hedge fund vs. non-hedge fund institutional demand and the book-to-market effect," Journal of Banking & Finance, Elsevier, vol. 92(C), pages 51-66.
    27. Louis K. C. Chan & Josef Lakonishok & Theodore Sougiannis, 2001. "The Stock Market Valuation of Research and Development Expenditures," Journal of Finance, American Finance Association, vol. 56(6), pages 2431-2456, December.
    28. Yew Kee Ho & Zhenyu Xu & Chee Meng Yap, 2004. "R&D investment and systematic risk," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 44(3), pages 393-418, November.
    29. Clifford S. Asness & Tobias J. Moskowitz & Lasse Heje Pedersen, 2013. "Value and Momentum Everywhere," Journal of Finance, American Finance Association, vol. 68(3), pages 929-985, June.
    30. Hee‐Jae Cho & Vladimir Pucik, 2005. "Relationship between innovativeness, quality, growth, profitability, and market value," Strategic Management Journal, Wiley Blackwell, vol. 26(6), pages 555-575, June.
    31. Stephen H. Penman, 2009. "Accounting for Intangible Assets: There is Also an Income Statement," Abacus, Accounting Foundation, University of Sydney, vol. 45(3), pages 358-371, September.
    32. Cochrane, John H, 1991. "Production-Based Asset Pricing and the Link between Stock Returns and Economic Fluctuations," Journal of Finance, American Finance Association, vol. 46(1), pages 209-237, March.
    33. Lev, Baruch & Sougiannis, Theodore, 1996. "The capitalization, amortization, and value-relevance of R&D," Journal of Accounting and Economics, Elsevier, vol. 21(1), pages 107-138, February.
    34. Simpson, Penny M. & Siguaw, Judy A. & Enz, Cathy A., 2006. "Innovation orientation outcomes: The good and the bad," Journal of Business Research, Elsevier, vol. 59(10-11), pages 1133-1141, October.
    35. Fama, Eugene F & French, Kenneth R, 1996. "Multifactor Explanations of Asset Pricing Anomalies," Journal of Finance, American Finance Association, vol. 51(1), pages 55-84, March.
    36. Pontiff, Jeffrey & Schall, Lawrence D., 1998. "Book-to-market ratios as predictors of market returns," Journal of Financial Economics, Elsevier, vol. 49(2), pages 141-160, August.
    37. Mukherjee, Abhiroop & Singh, Manpreet & Žaldokas, Alminas, 2017. "Do corporate taxes hinder innovation?," Journal of Financial Economics, Elsevier, vol. 124(1), pages 195-221.
    38. Jegadeesh, Narasimhan & Titman, Sheridan, 1993. "Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency," Journal of Finance, American Finance Association, vol. 48(1), pages 65-91, March.
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    More about this item

    Keywords

    R&D intensity; Risk and return; High-tech industry; Portfolio construction;
    All these keywords.

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

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