Discussion Paper Series 2008-E-9

Spurious Regressions in Technical Trading:
Momentum or Contrarian?

Mototsugu Shintani, Tomoyoshi Yabu, Daisuke Nagakura

This paper investigates the spurious effect in forecasting asset returns when signals from technical trading rules are used as predictors. Against economic intuition, the simulation result shows that, even if past information has non predictive power, buy or sell signals based on the difference between the short-period and long-period moving averages of past asset prices can be statistically significant when the forecast horizon is relatively long. The theory implies that both 'momentum' and 'contrarian' strategies can be falsely supported, while the probability of obtaining each result depends on the type of the test statistics employed. Several modifications to these test statistics are considered for the purpose of avoiding spurious regressions. They are applied to the stock market index and the foreign exchange rate in order to reconsider the predictive power of technical trading rules.

Keywords: Efficient market hypothesis; Nonstationary time series; Random walk; Technical analysis

Views expressed in the paper are those of the authors and do not necessarily reflect those of the Bank of Japan or Institute for Monetary and Economic Studies.

Copyright © 2008 Bank of Japan All Rights Reserved.

Home Japanese Home