day of the week effects and asset returns the number of empirical studies using daily stock returns is rapidly increasing researchers generally assume that the distribution of stock returns is identical for all days of the week a convenient statistical assumption but not a necessary condition of market equilibrium nevertheless there are reasons to suspect that the distribution of returns may vary according to the day of the week the most obvious is the impact of weekends on monday s return since monday s return is calculated over three instead of one calender day the mean and variance may well be higher on monday compared with any other daily return perhaps three times as large previous research has examined the daily distribution of stock returns for a monday effect while fama 1965 does not compare daily mean returns he does report that monday s variance is about 20o greater than other daily returns with a traditional distributional assumption regarding the returns on a financial asset specifies that the expected returns are identical for all days of the week contrary to this plausible assumption this paper discovers that the expected returns on common stocks and treasury bills are not constant across days of the week the most notable evidence is for monday s returns where the mean is unusually low or even negative several explanations of the results are investigated but none proves satisfactory aside from documenting significant day of the week effects the implications of the results for tests of market efficiency are examined while market adjusted returns continue to exhibit day of the week effects these effects are no longer concentrated on monday during the last year we have had many conversations with our colleagues throughout the professions we are particularly thankful to the participants at sessions of the western and american finance associations where preliminary versions of this paper were presented special thanks are due to gene fama gailen hite jon ingersoll robert jarrow merton miller clifford smith and rex thompson the expert research assistance of frank rabinovitch and youngsup yun is gratefully acknowledged 1 the list of papers using daily stock returns is too long to name recent examples include charest 1978 dodd 1980 banz 1981 and reinganum 1981

size seasonality and stock market overreaction recent research finds that the prior period s worst stock return performers losers outperform the prior period s best return performers winners in the subsequent period this potential violation of the efficient markets hypothesis is labeled the overreaction phenomenon this paper shows that the tendency for losers to outperform winners is not due to investor overreaction but to the tendency for losers to be smaller sized firms than winners when losers are compared to winners of equal size there is little evidence of any return discrepancy and in periods when winners are smaller than losers winners outperform losers

discount rate changes stock market returns volatility and trading volume evidence from intraday data and implications for market efficiency we examine the eaect of discount rate changes on stock market returns volatility and trading volume using intraday data equity returns generally respond negatively and significantly to the unexpected announcements however the eaect of expected changes on equity returns is insignificant furthermore our results indicate that equity prices respond to announcements within the trading period hour after the information release an indication of a return reversal is too small to cover the full transaction costs unexpected discount rate changes also contribute to higher market volatility although the volatility is short lived similarly unexpected changes in discount rates induce larger trading volume while expected changes do not abnormal trading volume occurs only in period t our results also support the notion that unexpected changes in the discount rates impact market returns irrespective of the federal reserve operating procedures 1999 elsevier science b v all rights reserved

a market microstructure explanation for predictable variations in stock returns following large price changes prior empirical evidence of predictable variations in stock returns following large price changes is found to be at least in part driven by the sample selection bias arising from the systematic movement of closing transaction prices within the bid ask spread by using the average of the bid ask prices in the sample selection process the price reversal on the day following the events day 1 disappears for a short run period after day 1 however systematic abnormal return patterns are still observed these short run price reversals persist even after controlling for the influence of systematic trading patterns around the events however investigation of contrarian investment profits from these short run price reversals shows that the average abnormal returns are not large enough to cover the transaction price movement between the bid and ask prices

systematic share price fluctuations after bankruptcy filings and the investors who drive them beginning in the 1990s firms often continue to trade on the major national exchanges after chapter 11 bankruptcy filings for bankruptcies filed from 1993 2003 we find that the more negative the filing period price reaction the more favorable the immediate post filing returns on average this reversal is not attributable to bid ask bounce it holds after controlling for other factors associated with post filing returns and it appears more attributable to the activities of large traders than to small traders supplementary tests reveal that the pattern of post filing returns differs significantly for bankruptcies filed in bull versus bear markets bankruptcies filed during the 1993 to 1999 bull market enjoy substantial but short lived reversals averaging one third of the filing period price plunge these reversals are inconsistent with efficient assimilation of the bankruptcy information in contrast we find no evidence of post filing reversals for bankruptcies filed from 2000 to 2003

intraday price reversals for index futures in the us and hong kong abstract we observe intraday price reversals following large price changes at the opening of the s p 500 futures market and the hsi futures market we note that the magnitude of subsequent price reversals is positively related to the initial price changes and that the price reversals are not caused by a bid ask spread or by panic among investors we also note that such price reversals can be exploited to give rise to profitable opportunities after transaction costs even though these may not be very significant this study shows that investor overreaction may be a universal phenomenon and irrational investor behavior like overreaction may also exist among groups of sophisticated investors

money stock targeting and money supply a closer examination of the data in a recent paper mercenier and sekkat 1988 use a linear quadratic model to examine the willingness of a monetary authority in a small open economy to target its exchange rate based on their empirical results the authors conclude that the bank of canada has displayed a willingness to use the money supply to target the canada us exchange rate we re examine their empirical results using a different estimation approach and with different assumptions about the forcing process of the exogeneous variables we also extend the sample period to include more recent observations while we find some weak evidence to support their conclusion the results in general suggest that a linear quadratic model may not be a particularly useful representation of the assumed exchange rate targeting by a monetary authority

the short run dynamics of the price adjustment to new information we examine how prices in interest rate and foreign exchange futures markets adjust to the new information contained in scheduled macroeconomic news releases in the very short run using 10 second returns and tick by tick data we find that prices adjust in a series of numerous small but rapid price changes that begin within 10 seconds of the news release and are basically completed within 40 seconds of the release there is some evidence that prices overreact in the first 40 seconds but that this is corrected in the second or third minute after the release while volatility tends to be higher than normal just before the news release there is no evidence of information leakage in our analysis we correct for the biases created by bid ask spreads and tick by tick data

asymmetric return dynamics and technical trading strategies abstract we investigate the profitability of technical trading strategies based on an asymmetric reverting property of stock returns we identify an asymmetry in return dynamics for daily returns on the s p 500 index return dynamics evolve along a positive negative unconditional mean after a prior positive negative return the trading strategies based on this asymmetry generate a positive return for buy signals a negative return for sell signals and a positive return for the spread between buy and sell signals our results imply that the observed asymmetry in return dynamics is the main source of profitability for the implied strategies thereby corroborating arguments for the usefulness of technical trading strategies

risk aversion uncertain information and market efficiency abstract this paper develops and tests the uncertain information hypothesis as a means of explaining the response of rational risk averse investors to the arrival of unanticipated information the theory predicts that following news of a dramatic financial event both the risk and expected return of the affected companies increase systematically and that prices react more strongly to bad news than good an empirical investigation of over 9000 marketwide and firm specific events produces results consistent with these predictions we conclude that the market reacts to uncertain information in an efficient if not instantaneous manner

intraday price reversals in the us stock index futures market a 15 year study this paper gives a long term assessment of intraday price reversals in the us stock index futures market following large price changes at the market open we find highly significant intraday price reversals over a 15 year period november 1987 september 2002 as well as significant intraday reversals in our yearly and day of the week investigations moreover the strength of the intraday overreaction phenomenon seems more pronounced following large positive price changes at the market open that being said the question of whether a trader can consistently profit from this information remains open as the significance of intraday price reversals is sharply reduced when gross trading results are adjusted by a bid ask proxy for transactions costs

stock price reversals following end of the day price moves in the present study i explore the dynamics of the interday stock price reversals employing the intraday price data on thirty stocks currently making up the dow jones industrial index i document that daily stock returns tend to be higher following the days with relatively large high to close price differences price decreases at the end of the day and lower following the days with relatively large low to close price differences price increases at the end of the day based on this finding i construct five daily adjusted portfolios yielding significantly positive returns

post disaster aid and development of the manufacturing sector lessons from a natural experiment in china abstract we adopt a disaggregate approach to study the link between aid and dutch disease dynamics using a natural experiment in china specifically we examine whether post disaster aid provided to a subsample of chinese counties devastated by an earthquake in 2008 affects the sectoral composition of local economies using different methods we consistently find that counties receiving more aid even nearby counties not directly damaged by the earthquake tend to suffer from a contraction of the manufacturing sector innovative features of the paper include its regional perspective its identification strategy resting on a special provision in chinese policy pairwise aid and its focus on dutch disease effects in the context of post disaster aid

predictable patterns after large stock price changes on the tokyo stock exchange this paper extends to japanese stocks recent research on short term stock price adjustment to new information using standard methodologies we find that stock returns of firms included in the nikkei 300 tend to be significantly positive after large price decreases this is similar to the pattern observed for american stocks in other research the pattern remains when returns are adjusted for market movements and exists independently of the october 1987 market break we find little evidence of significant patterns following large stock price increases we also find little evidence that non transaction prices explain the persistent significant returns observed following large price decreases on the tokyo stock exchange we conjecture that broker dealers and tse member firms respond to large price decreases not by trading for their own profit but rather by selectively supplying liquidity to their preferred retail customers we conclude that ordinary investors probably cannot earn economic profits from these statistically significant patterns

order imbalance liquidity and market returns traditionally volume has provided the link between trading activity and returns we focus on a hitherto unexplored but intuitive measure of trading activity the aggregate daily order imbalance on the new york stock exchange signed order imbalances increase decrease following market declines rises which reveals that investors are contrarians on aggregate order imbalances in either direction either excess buy or sell orders reduce liquidity market wide returns are strongly affected by contemporaneous and lagged order imbalances market wide returns reverse themselves after high negative imbalance large negative return days the magnitude of this reversal is partially predictable from the level of the imbalance and return even after controlling for aggregate market volume and liquidity market returns are affected by order imbalance

return predictability following large price changes and information releases abstract we examine return behavior following large price change events unconditional post event abnormal returns are found to be unimportant as we condition on other criteria related to the quality of information like volume and public announcements the abnormal returns become large the type of news provides further refinement if the news relates to earnings or analyst recommendations then the 20 day abnormal returns become much larger ranging from 3 to 4 for positive events and about 2 25 for negative events finally an out of sample trading strategy confirms investor under reaction and generates significant abnormal annualized returns of the order of 12 18

evidence on stock market overreaction 1986 evidence on stock market overreaction financial analysts journal vol 42 no 4 pp 74 77

large market shocks and abnormal closed end fund price behaviour abstract this paper investigates the short term price behaviour of closed end funds following eight large market wide shocks the findings from a sample of 63 funds continuously traded on the london stock exchange indicate that prices overreact relative to equilibrium given by net asset values the speed of reversion in discounts following market wide shocks is slower than that following fund specific shocks of a similar magnitude the post shock persistence in discounts is related more to the ease of arbitrage rather than to liquidity as proxied by fund size or to the speed of recovery in the broader market the discount decays more slowly for those funds that are difficult to arbitrage

price reversals bid ask spreads and market efficiency we examine the behavior of common stock prices after a large change in price occurs during a single trading day and find evidence that the stock market appears to have overreacted especially in the case of price declines however the magnitude of the overreaction is small compared to the bid ask spreads observed for the individual stocks in the sample we interpret this finding as being consistent with a market that is efficient after transactions costs are considered