IDEAS home Printed from https://ideas.repec.org/a/kap/rqfnac/v51y2018i3d10.1007_s11156-017-0689-y.html
   My bibliography  Save this article

Enhancement of value investing strategies based on financial statement variables: the German evidence

Author

Listed:
  • Eero J. Pätäri

    (Lappeenranta University of Technology)

  • Timo H. Leivo

    (Lappeenranta University of Technology)

  • Janne Hulkkonen

    (Rainmaker Numbers)

  • J. V. Samuli Honkapuro

    (Lappeenranta University of Technology)

Abstract

This paper examines the added-value of combining traditional valuation ratios with each other as well as with some financial statement variables in the German stock markets during the 2000–2015 period. The results show that combination pays off and, moreover, that the benefits of combination are greater in Germany than in most other developed stock markets. Particularly, we find strong evidence of the added-value of using Piotroski’s F-score as a supplementary selection criterion for value stocks as well as for low-accrual stocks. Our results show further that the F-score also boosts the efficacy of other valuation ratios besides the book-to-price ratio. In addition, the inclusion of F-score besides a relative value measure tends to increase the average market equity of portfolio firms. The decomposition of the full-sample-period performance into separate bull- and bear-period performance shows clearly that the better performance of F-score-boosted portfolios is mostly attributable to their outperformance during bearish periods, even though on average, they also generate higher bull-period returns than the comparable value portfolios formed without F-score. The use of F-score as a supplementary criterion also increases the proportion of stocks that earn above-market-average returns during the subsequent holding period. For the first time in the financial literature, we also document a strong relationship between high F-score stocks and momentum stocks.

Suggested Citation

  • Eero J. Pätäri & Timo H. Leivo & Janne Hulkkonen & J. V. Samuli Honkapuro, 2018. "Enhancement of value investing strategies based on financial statement variables: the German evidence," Review of Quantitative Finance and Accounting, Springer, vol. 51(3), pages 813-845, October.
  • Handle: RePEc:kap:rqfnac:v:51:y:2018:i:3:d:10.1007_s11156-017-0689-y
    DOI: 10.1007/s11156-017-0689-y
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11156-017-0689-y
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1007/s11156-017-0689-y?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Philip Gharghori & Sebastian Stryjkowski & Madhu Veeraraghavan, 2013. "Value versus growth: Australian evidence," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 53(2), pages 393-417, June.
    2. 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.
    3. Zakamouline, Valeri & Koekebakker, Steen, 2009. "Portfolio performance evaluation with generalized Sharpe ratios: Beyond the mean and variance," Journal of Banking & Finance, Elsevier, vol. 33(7), pages 1242-1254, July.
    4. 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.
    5. repec:cup:jfinqa:v:46:y:2011:i:06:p:1629-1650_00 is not listed on IDEAS
    6. repec:bla:jfinan:v:53:y:1998:i:6:p:1975-1999 is not listed on IDEAS
    7. Novy-Marx, Robert, 2013. "The other side of value: The gross profitability premium," Journal of Financial Economics, Elsevier, vol. 108(1), pages 1-28.
    8. Eli Bartov & Myungsun Kim, 2004. "Risk, Mispricing, and Value Investing," Review of Quantitative Finance and Accounting, Springer, vol. 23(4), pages 353-376, December.
    9. Fuller, Kathleen P. & Goldstein, Michael A., 2011. "Do dividends matter more in declining markets?," Journal of Corporate Finance, Elsevier, vol. 17(3), pages 457-473, June.
    10. Timo H Leivo & Eero J Pätäri, 2011. "Enhancement of value portfolio performance using momentum and the long-short strategy: The Finnish evidence," Journal of Asset Management, Palgrave Macmillan, vol. 11(6), pages 401-416, February.
    11. Dasgupta, Sudipto & Noe, Thomas H. & Wang, Zhen, 2011. "Where Did All the Dollars Go? The Effect of Cash Flows on Capital and Asset Structure," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(5), pages 1259-1294, October.
    12. Ledoit, Oliver & Wolf, Michael, 2008. "Robust performance hypothesis testing with the Sharpe ratio," Journal of Empirical Finance, Elsevier, vol. 15(5), pages 850-859, December.
    13. Edwards, Sebastian & Biscarri, Javier Gomez & Perez de Gracia, Fernando, 2003. "Stock market cycles, financial liberalization and volatility," Journal of International Money and Finance, Elsevier, vol. 22(7), pages 925-955, December.
    14. Ron Bird & Jonathan Whitaker, 2003. "The performance of value and momentum investment portfolios: Recent experience in the major European markets," Journal of Asset Management, Palgrave Macmillan, vol. 4(4), pages 221-246, December.
    15. Panayiotis Theodossiou & Christos S. Savva, 2016. "Skewness and the Relation Between Risk and Return," Management Science, INFORMS, vol. 62(6), pages 1598-1609, June.
    16. Lakshman Alles & Louis Murray, 2010. "Non-Normality and Risk in Developing Asian Markets," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 13(04), pages 583-605.
    17. Eugene F. Fama & Kenneth R. French, 2008. "Dissecting Anomalies," Journal of Finance, American Finance Association, vol. 63(4), pages 1653-1678, August.
    18. Lewellen, Jonathan, 2010. "Accounting anomalies and fundamental analysis: An alternative view," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 455-466, December.
    19. Patricia M. Dechow & Scott A. Richardson & Richard G. Sloan, 2008. "The Persistence and Pricing of the Cash Component of Earnings," Journal of Accounting Research, Wiley Blackwell, vol. 46(3), pages 537-566, June.
    20. Cheng-Few Lee & Jung-Bin Su, 2012. "Alternative statistical distributions for estimating value-at-risk: theory and evidence," Review of Quantitative Finance and Accounting, Springer, vol. 39(3), pages 309-331, October.
    21. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    22. Baruch Lev & Doron Nissim, 2006. "The Persistence of the Accruals Anomaly," Contemporary Accounting Research, John Wiley & Sons, vol. 23(1), pages 193-226, March.
    23. Greg Clinch & Damian Fuller & Brett Govendir & Peter Wells, 2012. "The accrual anomaly: Australian evidence," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 52(2), pages 377-394, June.
    24. 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.
    25. Hanwen Chen & Wang Dong & Hongling Han & Nan Zhou, 2017. "A comprehensive and quantitative internal control index: construction, validation, and impact," Review of Quantitative Finance and Accounting, Springer, vol. 49(2), pages 337-377, August.
    26. Myron J. Gordon & Eli Shapiro, 1956. "Capital Equipment Analysis: The Required Rate of Profit," Management Science, INFORMS, vol. 3(1), pages 102-110, October.
    27. 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.
    28. Keim, Donald B. & Madhavan, Ananth, 1997. "Transactions costs and investment style: an inter-exchange analysis of institutional equity trades," Journal of Financial Economics, Elsevier, vol. 46(3), pages 265-292, December.
    29. Ashok Robin & Qiang Wu, 2015. "Firm growth and the pricing of discretionary accruals," Review of Quantitative Finance and Accounting, Springer, vol. 45(3), pages 561-590, October.
    30. Eugene F. Fama & Kenneth R. French, 2006. "The Value Premium and the CAPM," Journal of Finance, American Finance Association, vol. 61(5), pages 2163-2185, October.
    31. Nusret Cakici & Kudret Topyan & Chia-Jane Wang, 2014. "Cross-Sectional Return Predictability in Taiwan Stock Exchange: An Empirical Investigation," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 17(02), pages 1-44.
    32. Craig Israelsen, 2005. "A refinement to the Sharpe ratio and information ratio," Journal of Asset Management, Palgrave Macmillan, vol. 5(6), pages 423-427, April.
    33. Timo H. Leivo, 2012. "Combining value and momentum indicators in varying stock market conditions," Review of Accounting and Finance, Emerald Group Publishing Limited, vol. 11(4), pages 400-447, October.
    34. Ball, Ray & Gerakos, Joseph & Linnainmaa, Juhani T. & Nikolaev, Valeri, 2016. "Accruals, cash flows, and operating profitability in the cross section of stock returns," Journal of Financial Economics, Elsevier, vol. 121(1), pages 28-45.
    35. Richard Stehle & Martin H. Schmidt, 2015. "Returns on German Stocks 1954 to 2013," Credit and Capital Markets, Credit and Capital Markets, vol. 48(3), pages 427-476.
    36. Piotroski, JD, 2000. "Value investing: The use of historical financial statement information to separate winners from losers," Journal of Accounting Research, Wiley Blackwell, vol. 38, pages 1-41.
    37. Nicholas Dopuch & Chandra Seethamraju & Weihong Xu, 2010. "The pricing of accruals for profit and loss firms," Review of Quantitative Finance and Accounting, Springer, vol. 34(4), pages 505-516, May.
    38. Robert Novy-Marx & Mihail Velikov, 2016. "A Taxonomy of Anomalies and Their Trading Costs," The Review of Financial Studies, Society for Financial Studies, vol. 29(1), pages 104-147.
    39. Barbee Jr., William C. & Jeong, Jin-Gil & Mukherji, Sandip, 2008. "Relations between portfolio returns and market multiples," Global Finance Journal, Elsevier, vol. 19(1), pages 1-10.
    40. Stephen Taylor & Leon Wong, 2012. "Robust anomalies? A close look at accrual‐based trading strategy returns," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 52(2), pages 573-603, June.
    41. repec:bla:jfinan:v:59:y:2004:i:2:p:869-898 is not listed on IDEAS
    42. Loughran, Tim & Wellman, Jay W., 2011. "New Evidence on the Relation between the Enterprise Multiple and Average Stock Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(6), pages 1629-1650, December.
    43. Ou, Jane A. & Penman, Stephen H., 1989. "Financial statement analysis and the prediction of stock returns," Journal of Accounting and Economics, Elsevier, vol. 11(4), pages 295-329, November.
    44. 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.
    45. Barroso, Pedro & Santa-Clara, Pedro, 2015. "Momentum has its moments," Journal of Financial Economics, Elsevier, vol. 116(1), pages 111-120.
    46. Richardson, Scott & Tuna, Irem & Wysocki, Peter, 2010. "Accounting anomalies and fundamental analysis: A review of recent research advances," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 410-454, December.
    47. Homm, Ulrich & Pigorsch, Christian, 2012. "Beyond the Sharpe ratio: An application of the Aumann–Serrano index to performance measurement," Journal of Banking & Finance, Elsevier, vol. 36(8), pages 2274-2284.
    48. Cakici, Nusret & Fabozzi, Frank J. & Tan, Sinan, 2013. "Size, value, and momentum in emerging market stock returns," Emerging Markets Review, Elsevier, vol. 16(C), pages 46-65.
    49. 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.
    50. Eero Pätäri & Timo Leivo, 2017. "A Closer Look At Value Premium: Literature Review And Synthesis," Journal of Economic Surveys, Wiley Blackwell, vol. 31(1), pages 79-168, February.
    51. Joseph D. Piotroski & Eric C. So, 2012. "Identifying Expectation Errors in Value/Glamour Strategies: A Fundamental Analysis Approach," The Review of Financial Studies, Society for Financial Studies, vol. 25(9), pages 2841-2875.
    52. Jeong-Bon Kim & Roland Lipka & Heibatollah Sami, 2012. "Portfolio performance and accounting measures of earnings: an alternative look at usefulness," Review of Quantitative Finance and Accounting, Springer, vol. 38(1), pages 87-107, January.
    53. Ozgur S. Ince & R. Burt Porter, 2006. "Individual Equity Return Data From Thomson Datastream: Handle With Care!," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 29(4), pages 463-479, December.
    54. Eero J. Pätäri & Timo H. Leivo & J.V. Samuli Honkapuro, 2010. "Enhancement of value portfolio performance using data envelopment analysis," Studies in Economics and Finance, Emerald Group Publishing Limited, vol. 27(3), pages 223-246, August.
    55. Bruno Feunou & Mohammad R. Jahan-Parvar & Roméo Tédongap, 2013. "Modeling Market Downside Volatility," Review of Finance, European Finance Association, vol. 17(1), pages 443-481.
    56. Hsien-Li Lee & Hua Lee, 2015. "Effect of information disclosure and transparency ranking system on mispricing of accruals of Taiwanese firms," Review of Quantitative Finance and Accounting, Springer, vol. 44(3), pages 445-471, April.
    57. Gishan Dissanaike & Kim†Hwa Lim, 2010. "The Sophisticated and the Simple: the Profitability of Contrarian Strategies," European Financial Management, European Financial Management Association, vol. 16(2), pages 229-255, March.
    58. Eero J. Pätäri & Ville Karell & Pasi Luukka, 2016. "Can size-, industry-, and leverage-adjustment of valuation ratios benefit the value investor?," International Journal of Business Innovation and Research, Inderscience Enterprises Ltd, vol. 11(1), pages 76-109.
    59. Pätäri, Eero & Leivo, Timo & Honkapuro, Samuli, 2012. "Enhancement of equity portfolio performance using data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 220(3), pages 786-797.
    60. Simlai, Prodosh E., 2016. "Time-varying risk, mispricing attributes, and the accrual premium," International Review of Financial Analysis, Elsevier, vol. 48(C), pages 150-161.
    61. Novy-Marx, Robert, 2012. "Is momentum really momentum?," Journal of Financial Economics, Elsevier, vol. 103(3), pages 429-453.
    62. Ron Bird & Lorenzo Casavecchia, 2007. "Value enhancement using momentum indicators: the European experience," International Journal of Managerial Finance, Emerald Group Publishing Limited, vol. 3(3), pages 229-262, July.
    63. Collins, Daniel W. & Hribar, Paul, 2000. "Earnings-based and accrual-based market anomalies: one effect or two?," Journal of Accounting and Economics, Elsevier, vol. 29(1), pages 101-123, February.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Klaus Grobys & Sami Vähämaa, 0. "Another look at value and momentum: volatility spillovers," Review of Quantitative Finance and Accounting, Springer, vol. 0, pages 1-21.
    2. Papathanasiou, Spyros & Dokas, Ioannis & Koutsokostas, Drosos, 2022. "Value investing versus other investment strategies: A volatility spillover approach and portfolio hedging strategies for investors," The North American Journal of Economics and Finance, Elsevier, vol. 62(C).
    3. Klaus Grobys & Sami Vähämaa, 2020. "Another look at value and momentum: volatility spillovers," Review of Quantitative Finance and Accounting, Springer, vol. 55(4), pages 1459-1479, November.
    4. Pilch Bartłomiej, 2023. "Is value investing based on scoring models effective? The verification of F-Score-based strategy in the Polish stock market," Economics and Business Review, Sciendo, vol. 9(4), pages 121-152, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Pätäri, Eero & Karell, Ville & Luukka, Pasi & Yeomans, Julian S, 2018. "Comparison of the multicriteria decision-making methods for equity portfolio selection: The U.S. evidence," European Journal of Operational Research, Elsevier, vol. 265(2), pages 655-672.
    2. Eero Pätäri & Timo Leivo, 2017. "A Closer Look At Value Premium: Literature Review And Synthesis," Journal of Economic Surveys, Wiley Blackwell, vol. 31(1), pages 79-168, February.
    3. Eero J. Pätäri & Timo H. Leivo & Sheraz Ahmed, 2022. "Can the FSCORE add value to anomaly-based portfolios? A reality check in the German stock market," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 36(3), pages 321-367, September.
    4. Adam Zaremba & Jacob Koby Shemer, 2018. "Price-Based Investment Strategies," Springer Books, Springer, number 978-3-319-91530-2, July.
    5. Pätäri, Eero & Ahmed, Sheraz & Luukka, Pasi & Yeomans, Julian Scott, 2023. "Can monthly-return rank order reveal a hidden dimension of momentum? The post-cost evidence from the U.S. stock markets," The North American Journal of Economics and Finance, Elsevier, vol. 65(C).
    6. Hanauer, Matthias X. & Kalsbach, Tobias, 2023. "Machine learning and the cross-section of emerging market stock returns," Emerging Markets Review, Elsevier, vol. 55(C).
    7. Jarno Tikkanen & Janne Äijö, 2018. "Does the F-score improve the performance of different value investment strategies in Europe?," Journal of Asset Management, Palgrave Macmillan, vol. 19(7), pages 495-506, December.
    8. Lu Zhang, 2017. "The Investment CAPM," European Financial Management, European Financial Management Association, vol. 23(4), pages 545-603, September.
    9. Tobek, Ondrej & Hronec, Martin, 2021. "Does it pay to follow anomalies research? Machine learning approach with international evidence," Journal of Financial Markets, Elsevier, vol. 56(C).
    10. Walkshäusl, Christian, 2015. "Equity financing activities and European value-growth returns," Journal of Banking & Finance, Elsevier, vol. 57(C), pages 27-40.
    11. Richardson, Scott & Tuna, Irem & Wysocki, Peter, 2010. "Accounting anomalies and fundamental analysis: A review of recent research advances," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 410-454, December.
    12. Jacobs, Heiko, 2015. "What explains the dynamics of 100 anomalies?," Journal of Banking & Finance, Elsevier, vol. 57(C), pages 65-85.
    13. Stephen A. Gorman & Frank J. Fabozzi, 2021. "The ABC’s of the alternative risk premium: academic roots," Journal of Asset Management, Palgrave Macmillan, vol. 22(6), pages 405-436, October.
    14. Cakici, Nusret & Zaremba, Adam, 2022. "Salience theory and the cross-section of stock returns: International and further evidence," Journal of Financial Economics, Elsevier, vol. 146(2), pages 689-725.
    15. Juhani T. Linnainmaa & Michael R. Roberts, 2016. "The History of the Cross Section of Stock Returns," NBER Working Papers 22894, National Bureau of Economic Research, Inc.
    16. Hanauer, Matthias X. & Lauterbach, Jochim G., 2019. "The cross-section of emerging market stock returns," Emerging Markets Review, Elsevier, vol. 38(C), pages 265-286.
    17. Marie Brière & Ariane Szafarz, 2021. "When it rains, it pours: Multifactor asset management in good and bad times," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 44(3), pages 641-669, September.
    18. Pätäri, Eero & Leivo, Timo & Honkapuro, Samuli, 2012. "Enhancement of equity portfolio performance using data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 220(3), pages 786-797.
    19. Hou, Kewei & Xue, Chen & Zhang, Lu, 2017. "Replicating Anomalies," Working Paper Series 2017-10, Ohio State University, Charles A. Dice Center for Research in Financial Economics.
    20. Wang, Feifei & Yan, Xuemin Sterling, 2021. "Downside risk and the performance of volatility-managed portfolios," Journal of Banking & Finance, Elsevier, vol. 131(C).

    More about this item

    Keywords

    Value premium; Valuation multiples; Value investing; Value anomaly; Accrual anomaly;
    All these keywords.

    JEL classification:

    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:kap:rqfnac:v:51:y:2018:i:3:d:10.1007_s11156-017-0689-y. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.