Financial Markets and Portfolio Management

, Volume 31, Issue 2, pp 201–256 | Cite as

Trading strategies based on past returns: evidence from Germany

  • Martin H. SchmidtEmail author


Among the various strategies studied in this paper, only momentum investing appears to earn persistently nonzero returns: From 1965 to 2014, the classical momentum strategy based on performance over the previous 2–12 months earned an average return of 1.57% per month (excluding microcap stocks and value-weighted returns). In the most recent 10-year period, this return was even larger—2.27%—which is much larger than in the USA. However, profitability net of transaction costs is weak because the strategy involves trading in disproportionately small stocks with high transaction costs, something that is particularly true for the loser portfolio. A strategy that concentrates only on the winner portfolio and thus avoids potential problems associated with (short) selling the costly loser portfolio appears to earn strong and persistently abnormal profits, even after transaction costs.


Momentum Stock reversal Contrarian Transaction costs Predictability 

JEL Classification

G11 G12 



I am grateful for the valuable comments received from Richard Stehle, Joachim Gassen, an anonymous referee, and seminar participants at University of Potsdam and Humboldt University. Datastream data were obtained through the RDC of CRC 649 “Economic Risk” at Humboldt University Berlin.


  1. Ammann, M., Moellenbeck, M., Schmid, M.: Feasible momentum strategies in the US stock market. J. Asset Manag. 11(6), 362–374 (2011)Google Scholar
  2. Artmann, S., Finter, P., Kempf, A., Koch, S., Theissen, E.: The cross-section of German stock returns: new data and new evidence. Schmalenbach Bus. Rev., 64, 20–43. Data available at (2012)
  3. Asness, C.S., Moskowitz, T.J., Pedersen, L.H.: Value and momentum everywhere. J. Finance 68(3), 929–985 (2013)Google Scholar
  4. Asness, C.S., Frazzini, A., Israel, R., Moskowitz, T.J.: Fact, fiction and momentum investing. J. Portf. Manag. 40(5), 75–92 (2014)Google Scholar
  5. Atkins, A.B., Dyl, E.A.: Price reversals, bid–ask spreads, and market efficiency. J. Financ. Quant. Anal. 25(4), 535–547 (1990)Google Scholar
  6. August, R., Schiereck, D., Weber, M.: Momentumstrategien am deutschen Aktienmarkt: Neue empirische Evidenz zur Erklärung des Erfolgs. Kredit und Kapital 33(2), 198–234 (2000)Google Scholar
  7. Avramov, D., Chordia, T., Goyal, A.: Liquidity and autocorrelations in individual stock returns. J. Finance 61(5), 2365–2394 (2006)Google Scholar
  8. Avramov, D., Chordia, T., Jostova, G., Philipov, A.: Momentum and credit rating. J. Finance 62(5), 2503–2520 (2007)Google Scholar
  9. Ball, R., Kothari, S.P., Shanken, J.: Problems in measuring portfolio performance: an application to contrarian investment strategies. J. Financ. Econ. 38(1), 79–107 (1995)Google Scholar
  10. Baltzer, M., Jank, S., Smajlbegovic, E.: Who Trades on Momentum? Deutsche Bundesbank Discussion Paper 42/2014. Available at SSRN: (2015)
  11. Barber, B.M., Lyon, J.D.: Detecting long-run abnormal stock returns: the empirical power and specification of test statistics. J. Financ. Econ. 43(3), 341–372 (1997)Google Scholar
  12. Barberis, N., Shleifer, A., Vishny, R.: A model of investor sentiment. J. Financ. Econ. 49(3), 307–343 (1998)Google Scholar
  13. Barroso, P., Santa-Clara, P.: Momentum has its moments. J. Financ. Econ. 116(1), 111–120 (2015)Google Scholar
  14. Bohl, M.T., Czaja, M.-G., Kaufmann, P.: Momentum profits, market cycles, and rebounds: evidence from Germany. Q. Rev. Econ. Finance 61, 139–159 (2016)Google Scholar
  15. Bromann, O., Schiereck, D., Weber, M.: Reichtum durch (anti-) zyklische Handelsstrategien am deutschen Aktienmarkt? Zeitschrift für betriebswirtschaftliche Forschung 49, 603–616 (1997)Google Scholar
  16. Brückner, R.: Important characteristics, weaknesses and errors in German equity data from Thomson Reuters datastream and their implications for the size, Working Paper. Available at SSRN: (2013)
  17. Brückner, R., Lehmann, P., Schmidt, M. H., Stehle, R.: Another German Fama and French factor data set, Working Paper. Humboldt University, Berlin (2015a)Google Scholar
  18. Brückner, R., Lehmann, P., Schmidt, M. H., Stehle, R.: Non-U.S. multi-factor data sets should be used with caution, Working Paper. Available at SSRN: (2015b)
  19. Carhart, M.M.: On persistence in mutual fund performance. J. Finance 52(1), 57–82 (1997)Google Scholar
  20. Chan, L.K.C., Jegadeesh, N., Lakonishok, J.: Momentum strategies. J. Finance 51(5), 1681–1713 (1996)Google Scholar
  21. Chan, L.K.C., Jegadeesh, N., Lakonishok, J.: The profitability of momentum strategies. Financ. Anal. J. 55(6), 80–90 (1999)Google Scholar
  22. Chen, Z., Stanzl, W., Watanabe, M.: Price impact costs and the limit of arbitrage, EFA 2002 Berlin Meetings Presented Paper, Yale ICF Working Paper 00-66. Available at SSRN: (2002)
  23. Chui, A.C.W., Titman, S., Wei, K.C.J.: Momentum, legal systems and ownership structure: an analysis of Asian stock markets, Working Paper, University of Texas, Austin (2003)Google Scholar
  24. Chui, A.C.W., Titman, S., Wei, K.C.J.: Individualism and momentum around the world. J. Finance 65(1), 361–392 (2010)Google Scholar
  25. Conrad, J., Kaul, G.: Long-term market overreaction or biases in computed returns? J. Finance 48(1), 39–63 (1993)Google Scholar
  26. Conrad, J., Gultekin, M.N., Kaul, G.: Profitability of short-term contrarian strategies: implications for market efficiency. J. Bus. Econ. Stat. 15(3), 379–386 (1997)Google Scholar
  27. Corwin, S.A., Schultz, P.: A simple way to estimate bid–ask spreads from daily high and low prices. J. Finance 67(2), 719–760 (2012)Google Scholar
  28. Daniel, K.D., Hirshleifer, D., Subrahmanyam, A.: Investor psychology and security market under-and overreactions. J. Finance 53(6), 1839–1885 (1998)Google Scholar
  29. Daniel, K.D., Titman, S.: Market efficiency in an irrational world. Financ. Anal. J. 55(6), 28–40 (1999)Google Scholar
  30. Daniel, K. D., Moskowitz, T. J.: Momentum crashes, Swiss Finance Institute Research Paper 13–61, Columbia Business School Research Paper 14–6, Fama–Miller Working Paper. Available at SSRN: (2013)
  31. Daske, S.: Winner–Loser-Effekte am deutschen Aktienmarkt, Working Paper. Available at (January 6, 2015) (2002)
  32. De Bondt, W.F.M., Thaler, R.H.: Does the stock market overreact? J. Finance 40(3), 793–808 (1985)Google Scholar
  33. De Bondt, W.F.M., Thaler, R.H.: Further evidence on investor overreaction and stock market seasonality. J. Finance 42(3), 557–581 (1987)Google Scholar
  34. De Groot, W., Huij, J., Zhou, W.: Another look at trading costs and short-term reversal profits. J. Bank. Finance 36(2), 371–382 (2012)Google Scholar
  35. Erb, C.B., Harvey, C.R.: The Strategic and tactical value of commodity futures. Financ. Anal. J. 62(2), 69–97 (2006)Google Scholar
  36. Fama, E.F.: Market efficiency, long-term returns, and behavioral finance. J. Financ. Econ. 49(3), 283–306 (1998)Google Scholar
  37. Fama, E.F., French, K.R.: Common risk factors in the returns on stocks and bonds. J. Financ. Econ. 33(1), 3–56 (1993)Google Scholar
  38. Fama, E.F., French, K.R.: Multifactor explanations of asset pricing anomalies. J. Finance 51(1), 55–84 (1996)Google Scholar
  39. Fama, E.F., French, K.R.: Dissecting anomalies. J. Finance 63(4), 1653–1678 (2008)Google Scholar
  40. Fama, E.F., MacBeth, J.D.: Risk, return, and equilibrium: empirical tests. J. Polit. Econ. 81(3), 607–636 (1973)Google Scholar
  41. Foltice, B., Langer, T.: Profitable momentum trading strategies for individual investors. Fin. Mark. Portf. Manag. 29(2), 85–113 (2015)Google Scholar
  42. Franz, F.-C., Regele, T.: Beating the DAX, MDAX, and SDAX: investment strategies in Germany. Fin. Mark. Portf. Manag. 30(2), 161–204 (2016)Google Scholar
  43. Frazzini, A., Israel, R., Moskowitz, T. J.: Trading costs of asset pricing, Fama–Miller Working Paper, Chicago Booth Research Paper 14–05. Available at SSRN: (2012)
  44. French, K.R.: Stock returns and the weekend effect. J. Financ. Econ. 8(1), 55–69 (1980)Google Scholar
  45. Gárleanu, N., Pedersen, L.H.: Dynamic trading with predictable returns and transaction costs. J. Finance 68(6), 2309–2340 (2013)Google Scholar
  46. George, T.J., Hwang, C.-Y.: The 52-week high and momentum investing. J. Finance 59(5), 2145–2176 (2004)Google Scholar
  47. Glaser, M., Weber, M.: Momentum and turnover: evidence from the German stock market. Schmalenbach Bus. Rev. 55, 108–135 (2003)Google Scholar
  48. Gong, Q., Liu, M., Liu, Q.: Momentum is Really short-term momentum. J. Bank. Finance 50(C), 169–182 (2015)Google Scholar
  49. Goyal, A., Wahal, S.: Is momentum an echo? J. Financ. Quant. Anal. 50(6), 1237–1267 (2015)Google Scholar
  50. Griffin, J.M., Ji, X., Martin, J.S.: Momentum investing and business cycle risk: evidence from pole to pole. J. Finance 58(6), 2515–2547 (2003)Google Scholar
  51. Griffin, J.M., Ji, X., Martin, J.S.: Global momentum strategies: a portfolio perspective. J. Portf. Manag. 31(2), 23–50 (2005)Google Scholar
  52. Grinblatt, M., Han, B.: Prospect theory, mental accounting, and momentum. J. Financ. Econ. 78(2), 311–339 (2005)Google Scholar
  53. Grinblatt, M., Moskowitz, T.J.: Predicting stock price movements from past returns: the role of consistency and tax-loss selling. J. Financ. Econ. 71, 541–579 (2004)Google Scholar
  54. Grundy, B.D., Martin, J.S.: Understanding the nature of the risks and the source of the rewards to momentum investing. Rev. Financ. Stud. 14(1), 29–78 (2001)Google Scholar
  55. Hameed, A., Kusnadi, Y.: Momentum strategies: evidence from Pacific Basin stock markets. J. Financ. Res. 25(3), 383–397 (2002)Google Scholar
  56. Heston, S.L., Sadka, R.: Seasonality in the cross-section of stock returns. J. Financ. Econ. 87(2), 418–445 (2008)Google Scholar
  57. Heston, S.L., Sadka, R.: Seasonality in the cross section of stock returns: the international evidence. J. Financ. Quant. Anal. 45(5), 1133–1160 (2010)Google Scholar
  58. Hillert, A., Jacobs, H., Müller, S.: Media makes momentum. Rev. Financ. Stud. 27(12), 3467–3501 (2014)Google Scholar
  59. Hon, M.T., Tonks, I.: Momentum in the UK stock market. J. Multinatl. Financ. Manag. 13(1), 43–70 (2003)Google Scholar
  60. Hong, H., Stein, J.C.: A unified theory of underreaction, momentum trading, and overreaction in asset markets. J. Finance 54(6), 2143–2184 (1999)Google Scholar
  61. Hong, H., Lim, T., Stein, J.C.: Bad news travels slowly: size, analyst coverage, and the profitability of momentum strategies. J. Finance 55(1), 265–295 (2000)Google Scholar
  62. Hwang, S., Rubesam, A.: The disappearance of momentum. Eur. J. Finance 21(7), 584–607 (2015)Google Scholar
  63. Jegadeesh, N.: Evidence of predictable behavior of security returns. J. Finance 45(3), 881–898 (1990)Google Scholar
  64. Jegadeesh, N., Titman, S.: Returns to buying winners and selling losers: implications for stock market efficiency. J. Finance 48(1), 65–91 (1993)Google Scholar
  65. Jegadeesh, N., Titman, S.: Short-horizon return reversals and the bid–ask spread. J. Financ. Intermed. 4(2), 116–132 (1995)Google Scholar
  66. Jegadeesh, N., Titman, S.: Profitability of momentum strategies: an evaluation of alternative explanations. J. Finance 56(2), 699–720 (2001)Google Scholar
  67. Jegadeesh, N., Titman, S.: Momentum, Working Paper. Available at SSRN: (2011)
  68. Jensen, M.C.: The performance of mutual funds in the period 1945–1965. J. Finance 23(2), 389–416 (1968)Google Scholar
  69. Kaul, G., Nimalendran, M.: Price reversals: bid–ask errors or market overreaction? J. Financ. Econ. 28(1–2), 67–93 (1990)Google Scholar
  70. Keim, D.: Size-related anomalies and stock return seasonality: further empirical evidence. J. Financ. Econ. 12(1), 13–32 (1983)Google Scholar
  71. Keloharju, M., Linnainmaa, J.T., Nyberg, P.M.: Return seasonalities, Chicago Booth Research Paper 13-15; Fama–Miller Working Paper. Available at SSRN: (2015)
  72. Korajczyk, R.A., Sadka, R.: Are momentum profits robust to trading costs? J. Finance 59(3), 1039–1082 (2004)Google Scholar
  73. Külpmann, M.: Irrational Exuberance Reconsidered: The Cross Section of Stock Returns, 2nd edn. Springer, Berlin (2004)Google Scholar
  74. Lee, C.M.C., Swaminathan, B.: Price momentum and trading volume. J. Finance 55(5), 2017–2069 (2000)Google Scholar
  75. Lehmann, B.N.: Fads, martingales, and market efficiency. Q. J. Econ. 105(1), 1–28 (1990)Google Scholar
  76. Lesmond, D.A., Ogden, J.P., Trzcinka, C.A.: A new estimate of transaction costs. Rev. Financ. Stud. 12(5), 1113–1141 (1999)Google Scholar
  77. Lesmond, D.A., Schill, M.J., Zhou, C.: The illusory nature of momentum profits. J. Financ. Econ. 71(2), 349–380 (2004)Google Scholar
  78. Liu, C., Lee, Y.: Does the momentum strategy work universally? Evidence from the Japanese stock market. Asia-Pac. Financ. Markets 8(4), 321–339 (2001)Google Scholar
  79. Lo, A.W., MacKinlay, A.C.: Data-snooping biases in tests of financial asset pricing models. Rev. Financ. Stud. 3(3), 431–467 (1990)Google Scholar
  80. Lobe, S., Rieks, J.: Short-term market overreaction on the Frankfurt stock exchange. Q. Rev. Econ. Finance 51, 113–123 (2011)Google Scholar
  81. Meyer, B.: Die langfristige Performance von “Gewinner-” und “Verlierer”-Aktien am deutschen Aktienmarkt. Finanzmarkt und Portfolio-Management 9(1), 61–80 (1995)Google Scholar
  82. Mitchell, M.L., Stafford, E.: Managerial decisions and long-term stock price performance. J. Bus. 73(3), 287–329 (2000)Google Scholar
  83. Moskowitz, T.J., Grinblatt, M.: Do industries explain momentum? J. Finance 54(4), 1249–1290 (1999)Google Scholar
  84. Moskowitz, T.J., Ooi, Y.H., Pedersen, L.H.: Time series momentum. J. Financ. Econ. 104(2), 228–250 (2012)Google Scholar
  85. Novy-Marx, R.: Is momentum really momentum? J. Financ. Econ. 103(3), 429–453 (2012)Google Scholar
  86. Novy-Marx, R., Velikov, M.: A taxonomy of anomalies and their trading costs, NBER Working Paper 20721. Available at SSRN: (2014)
  87. Okunev, J., White, D.: Do momentum-based strategies still work in foreign currency markets? J. Financ. Quant. Anal. 38(2), 425–447 (2003)Google Scholar
  88. Rey, D.M., Schmid, M.M.: Feasible momentum strategies: evidence from the Swiss stock market. Fin. Mark. Portf. Manag. 21(3), 325–352 (2007)Google Scholar
  89. Roll, R.: A simple implicit measure of the effective bid–ask spread in an efficient market. J. Finance 39, 1127–1139 (1984)Google Scholar
  90. Rouwenhorst, K.G.: International momentum strategies. J. Finance 53(1), 267–284 (1998)Google Scholar
  91. Rozeff, M.S., Kinney Jr., W.R.: Capital market seasonality: the case of stock returns. J. Financ. Econ. 3(4), 379–402 (1976)Google Scholar
  92. Sattler, R.R.: Renditeanomalien am deutschen Aktienmarkt. Dissertation, Aachen, Shaker (1994)Google Scholar
  93. Schiereck, D., Weber, M.: Zyklische und antizyklische Handelsstrategien am deutschen Aktienmarkt. Zeitschrift für betriebswirtschaftliche Forschung 47, 3–24 (1995)Google Scholar
  94. Schiereck, D., De Bondt, W., Weber, M.: Contrarian and momentum strategies in Germany. Financ. Anal. J. 55(6), 104–116 (1999)Google Scholar
  95. Schwert, G.W.: Anomalies and market efficiency. In: Constantinides, G.M., Harris, M., Stulz, R.M. (eds.) Handbook of the Economics of Finance, part B, vol. 1, pp. 939–974. Elsevier, New York (2003)Google Scholar
  96. Siganos, A.: Can small investors exploit the momentum effect? Fin. Mark. Portf. Manag. 24(2), 171–192 (2010)Google Scholar
  97. Stehle, R., Hartmond, A.: Durchschnittsrenditen deutscher Aktien 1954–1988. Kredit und Kapital 24(3), 371–411 (1991)Google Scholar
  98. Stehle, R., Schmidt, M.H.: Returns on German stocks 1954–2013. Credit and Capital Markets Kredit und Kapital 48(3), 427–476 (2015)Google Scholar
  99. Stock, D.: Winner and loser anomalies in the German stock market. J. Inst. Theor. Econ. 146(3), 518–529 (1990)Google Scholar
  100. Stoll, H.R., Whaley, R.E.: Transaction costs and the small firm effect. J. Financ. Econ. 12(1), 57–79 (1983)Google Scholar
  101. Thomas, S.: Discussion of short sales constraints and momentum in stock returns. J. Bus. Finance Accout. 33(3), 616–631 (2006)Google Scholar
  102. Wang, J., Wu, Yangru: Risk adjustment and momentum sources. J. Bus. Finance 35(6), 1427–1435 (2011)Google Scholar
  103. Yao, Y.: Momentum, contrarian, and the january seasonality. J. Bank. Finance 36(10), 2757–2769 (2012)Google Scholar
  104. Zarowin, P.: Size, seasonality, and the stock market overreaction. J. Financ. Quant. Anal. 25(1), 113–125 (1990)Google Scholar

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© Swiss Society for Financial Market Research 2017

Authors and Affiliations

  1. 1.School of Business and EconomicsHumboldt University BerlinBerlinGermany

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