variations in trading volume return volatility and trading costs evidence on recent price formation models patterns in stock market trading volume trading costs and return volatility are examined using new york stock exchange data from 1988 intraday test results indicate that for actively traded firms trading volume adverse selection costs and return volatility are higher in the first half hour of the day this evidence is inconsistent with the admati and pfleiderer 1988 model which predicts that trading costs are low when volume and return volatility are high interday test results show that for actively traded firms trading volume is low and adverse selection costs are high on monday which is consistent with the predictions of the foster and viswanathan 1990 model academics investors and regulators alike are now intensively focused upon understanding the volatility of asset returns and its relation to trading volume this interest was undoubtedly piqued by the market break of october 1987 a time during which volatility and trading volume reached unprecedented levels but even beforehand researchers observed regular differences in the return process for various hours of the day and days of the week research concerning temporal patterns in stock market volatility and volume falls in two groups studies that document observed patterns and studies that develop models to predict patterns among the studies in the first group are oldfield and rogalski 1980 french and roll 1986 stoll and whaley 1990 harris 1986 and wood mcinish and ord 1985 who report evidence on seasonalities in daily and weekly return variances among the regularities that have been documented using interday data is that volatility is higher when the market is open than when it is closed oldfield and rogalski 1980 french and roll 1986 and stoll and whaley 1990 for example point out significant differences in return volatility between trading

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

a theory of trading volume a theory of trading volume is developed based on assumptions that market agents frequently revise their demand prices and randomly encounter potential trading partners the model describes two distinct ways informational events affect trading volume one is consistent with conjectures made by empirical researchers that investor disagreement leads to increased trading but the observation of abnormal trading volume does not necessarily imply disagreement and volume can increase even if investors interpret the information identically if they also have had divergent prior expectations simulation tests support the model and are used to contrast the random pairing environment with costless market clearing volume is lower in the costly market and volume increases caused by an informational event persist after the event period this is consistent with existing empirical evidence and suggests that markets do not immediately clear all orders or that investors have demands to recontract

information technology and time based competition in financial markets this paper studies time based competition in imperfect securities markets linking it investment decisions information processing delays and trading strategies at the it investment stage traders trade off the cost of it against their anticipated trading profits at the trading stage each trader devises a trading strategy based on his new information while taking into account the impact of both his own trades and those of other traders in the market our results illustrate how traders react to market imperfections due to trading costs and information processing delays and how superior traders convert a timeliness advantage into higher trading profits they also shed light on the relationship between the price adjustment process and traders information processing delays timeliness imposes an interesting structure on trader competition traders with longer information processing delays trade less frequently submit smaller orders and enjoy lower profits per trade our analysis of traders it investment decisions demonstrates how factors such as it costs number of traders and the frequency and nature of new information affect the level of it investments we further illustrate how improved it infrastructure translates into competitive advantage

the returns to schooling a selectivity bias approach with a continuous choice variable the essence of selection bias is that we do not observe nonoptimal choices this applies whether the choice variable is discrete or continuous this paper extends the selection bias methodology to the case where the choice variable is continuous and the choice set is ordered the leading practical application of this analysis is the schooling choice problem schooling is treated as a continuous choice variable and selectivity corrected rates of return are estimated the findings suggest selectivity is of considerable importance and support the comparative advantage hypothesis of willis and rosen 18

macroannouncements bond auctions and rating actions in the european government bond spreads this paper investigates the impact of macroannouncements government bond auctions and rating actions on the 10 year government bond spreads for belgium france italy the netherlands spain with respect to germany using a unique tick by tick dataset over 1 02 2009 05 31 2012 we identify the impact of the three drivers via jump and cojump detection procedures disentangling the pre from the post announcement effects real economy and forward looking news releases from us and euro area country specific spanish and german macroannouncements and auctions hold in distressed countries such italy and spain have a statistically and economically significant effect no role is played by rating actions

a comparison of time varying parameter and multiprocess mixture models in the case of money supply announcements this study compares the performance of a recently proposed multiprocess mixture model and a random walk time varying parameter tvp model using the interest rate weekly money relationship for illustrative purposes for the case of this relationship which is subject to regime shifts and outliers the mixture model performs well and the latter model performs poorly this finding is of general interest since investigators often adopt random walk tvp models to accommodate potential regime shifts in regression relationships the tvp estimation procedure is unlikely to find abrupt shifts since the estimate of parameter variance is based on the entire data sample in the face of rapid discontinuous shifts in the parameters this variance estimate is unrepresentative of the variability during periods of abrupt shift or transient observations

the response of short term interest rates to weekly money announcements each friday at 4 10 p m est the federal reserve announces its estimate of the narrowly defined money stock for the statement week ending nine days previously these money announcements have become one of the main events in financial markcts if for no other reason than the fact that significant movements in interest rates have been associated with large unanticipated changes in the money stock moreover since the late 1970s interest rate fluctuations in response to money stock announcements have dramatically increased over the 1l 2 hour intervals spanning the weekly announcements for example the variance of the change in the threemonth treasury bill yield in the three years since october 1979 is more than thirty times larger than that of the previous two year period l two factors may account for a large portion of the increased volatility of shortterm interest rates first on october 6 1979 the federal reserve adopted a reserve aggregate approach to monetary control replacing a procedure that emphasized stability of short term yields second despite the greater emphasis placed on monetary control the variance of weekly announced changes in the money stock has risen by about 70 percent since late 1979 in turn if greater volatility of announced changes makes future changes more difficult to predict the volatility of unanticipated weekly changes in money would have also increased 2 thus if financial markets are efficient and if weekly money announcements contain relevant information larger unanticipated changes in money may have caused larger fluctuations in interest rates

stock prices and economic news this paper examines the daily response of stock prices to announcements about the money supply inflation real economic activity and the discountrate except for the discount rate survey data on market participants expectations of these announcements are used to identify the unexpected component of the announcements in order to test the efficient markets hypothesis that only the unexpected part of any announcement the surprise moves stock prices the empirical results support this hypothesis and indicate further that surprises related to monetary policy significantly affect stock prices there is only limited evidence of an impact from inflation surprises and no evidence of an impact from real activity surprises on the announcement days there is also only weak evidence of stock price responses to surprises beyond the announcement day this abstract was borrowed from another version of this item

the reaction of stock prices to unanticipated changes in money a note much of the past work on the money stock market relationship centered on the question of whether money is a leading indicator of stock prices studies by sprinkel 22 homa and jaffee 10 and hamburger and kochin 8 supported the view that past increases in money lead to increases in equity prices the implication of this work was that investors could earn above normal proflts by using a trading strategy based on the observed behavior of the money stock this contradicts the efficient markets hypothesis which asserts that current asset prices reflect all available information so that no such trading strategy can exist subsequent research by cooper 3 pesando 17 rozeff 21 and rogalski and vinso 19 has shown that past money changes do not contain predictive information on stock prices upholding the efficient markets view this paper investigates whether the response of common stock prices to weekly money announcements is consistent with the efflcient markets hypothesis unlike the above research therefore the focus is on the very short run response of stock prices to both anticipated and unanticipated announced changes in money recent work by berkman 1 grossman 7 urich and wachtel 25 and roley 20 indicates that short term interest rates respond only to the unexpected component of the announcement with short term rates rising when the announced change in money exceeds the expected change berkman also examined the reaction of stock prices finding that an unanticipated increase in the money supply depressed share prices lynge 13 found that positive money announcements lowered stock prices but since he did not distinguish expected from unexpected money growth his results do not bear directly on the efficient markets issue in investigating the response of stock prices to weekly money announcements survey data on market participants forecasts of the announced weekly change

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

response of hourly stock prices and trading volume to economic news this paper examines hourly stock returns and trading volume response to announcements about the money supply consumer price index cpi producer price index industrial production and the unemployment rate the empirical results indicate that surprises in announcements about money supply and cpi are significantly associated with stock price changes the announcements of the other three variables do not affect stock prices significantly trading volume is not affected by any of the five economic variable announcements indicating that market participants do not differ substanti ally in the interpretations of the effects of announcements the spee d of adjustment analysis indicates that the effect of information on stock prices is reflected in a short period of one hour or so copyright 1988 by the university of chicago

the price of virtue this article offers new evidence on the determinants of u s unwed birth rates from 1981 to 1990 we show that illegitimacy rates are positively and significantly correlated with payments under the aid to families with dependent children program over a period in which real afdc payments declined we attribute this result to a decline in the social sanctions for illegitimacy because social sanctions declined so did the cost of deviance as well as the price for which unwed women sold their virtue

the effects of inflation and money supply announcements on interest rates this paper examines the impact of the money supply and inflation rate announcements on interest rates survey data on expectations of the money supply and consumer and producer price indexes are used to distinguish anticipated and unanticipated components of the announcements this distinction is used to test for the efficiency of the financial market response to the announcements of new information the results indicate that the unanticipated components of the announced changes in the producers price index and in the money supply have an immediate positive effect on short term interest rates the consumer price index announcement has no apparent effect there is no evidence of a delayed announcement effect however there is some indication of a liquidity effect of the money supply change on interest rates this takes place when reserves are changing and several weeks prior to the information announcement the effect of money supply announcements on interest rates has attracted considerable attention in both the academic literature and the financial press in the last few years it has been firmly established that unanticipated increases in the money supply lead to immediate increases in interest rates however there are several competing explanations for this phenomenon in the literature in this paper we present some additional empirical evidence which helps to distinguish between two of these hypotheses the policy anticipations and inflationary expectations hypotheses by examining the effect of money supply and inflation announcements on interest rates the positive effect on interest rates of announcements of unanticipated increases in the money supply was demonstrated by urich and wachtel 9 grossman 3 and roley 5 the announcement effect was interpreted in our earlier paper as a policy anticipations effect and has been interpreted by others e g cornell 1 as an inflationary expectations effect since both effects are in the same direction it is difficult to distinguish between them without additional evidence the policy anticipations effect is simply that an unanticipated increase in the money supply causes financial market participants to expect that the federal reserve will tighten the monetary reins in order to offset the increase in anticipation of future tightening there is a tendency for interest rates to increase the inflationary expectations effect is that an unanticipated increase

events that shook the market tick data on the standard and poor s 500 stock index s p 500 futures contract and newswire searches are used to match events to large 1 to 5 minute stock price changes sixty nine events that led to large stock price changes are identified between 1982 and 1999 53 of which are directly or indirectly related to monetary policy many large stock price changes have no events associated with them

macroeconomic news announcements and stock market jump intensity dynamics abstract this paper examines the effect of macroeconomic releases on stock market volatility through a poisson gaussian garch process with time varying jump intensity which is allowed to respond to such information the day of the announcement per se is found to have little impact on jump intensities employment releases are an exception however when macroeconomic surprises are considered inflation shocks show persistent effects while monetary policy and employment shocks reveal only short lived effects also the jump intensity responds asymmetrically to macroeconomic shocks evidence on macroeconomic variables relevance in explaining jump dynamics and improving volatility forecasts on event days is provided

macroeconomic news order flows and exchange rates under rational expectations and efficient markets the news contained in public information announcements is directly impounded into prices with there being no role for trades in this process of information assimilation this paper directly tests this assertion using transaction level exchange rate data and a sample of scheduled macroeconomic announcements the main result of the paper is that even information that is publicly and simultaneously released to all market participants is largely impounded into prices via the key micro level price determinant order flow we quantify the role that order flow plays and find that between a half and two thirds of price relevant information is incorporated into prices via the trading process

the determinants of future u s monetary policy high frequency evidence this paper examines the determinants of future u s monetary policy by studying the relationship between a predictor of the future direction of monetary policy and a pertinent information set specifically we investigate the impact of the surprise component of an array of macro economic announcements upon federal funds futures rates this investigation is conducted using high frequency intraday data in order to examine the exact timing of rate reactions to announcements in doing this we find that non farm payrolls and civilian unemployment announcements play a dominant role in determining future monetary policy moreover we document evidence that shows that the release of such information is rapidly incorporated into rates particularly when considering federal funds futures contracts traded via an electronic trading platform as opposed to an open auction trading platform

shifts in the interest rate response to money announcements what can we say about when they occur numerous studies find shifts in the interest rate response to money announcement surprises following the federal reserve policy changes of october 1979 october 1982 and february 1984 in recent issues of this journal lesage used a multiprocess mixture model to detect shifts in the interest rate response and reported that shifts occur at times other than these dates we provide simulations that show that use of the mixture model produces inaccurate estimates of when response shifts occur and often identifies shifts when none occur these results are consistent with existing work that shows that detecting structural change is difficult when the independent variable has zero mean

the dependence between hourly prices and trading volume this study provides evidence on joint characteristics of hourly common stock trading vol ume and returns on the new york stock exchange average volume traded shows signifi cant differences across trading hours of the day and across days of the week average returns differ across hours ofthe day and to some extent across days ofthe week there is a strong contemporaneous relation between trading volume and returns and also a rela tion between trading volume and returns lagged up to four hours furthermore the trading volume returns relation is steeper for positive returns than for nonpositive returns

the adjustment of stock prices to information about inflation this paper analyzes the reaction of stock prices to the new information about inflation based on daily returns to the standard and poor s composite portfolio from 1953 78 it seems that the stock market reacts negatively to the announcement of unexpected inflation in the consumer price index c p i although the magnitude of the reaction is small it is interesting to note that the stock market seems to react at the time of announcement of the c p i approximately one month after the price data are collected by the bureau of labor statistics

the relation between price changes and trading volume a survey this paper reviews previous and current research on the relation between price changes and trading volume in financial markets and makes four contributions first two empiri cal relations are established volume is positively related to the magnitude of the price change and in equity markets to the price change per se second previous theoretical research on the price volume relation is summarized and critiqued and major insights are emphasized third a simple model ofthe price volume relation is proposed that is consis tent with several seemingly unrelated or contradictory observations and fourth several directions for future research are identified

economic news and equity market linkages between the u s and u k abstract the source of equity market linkages between the u s and u k is investigated by focusing on intraday price movements of stock index futures contracts we document heightened u k return volatility at 11 30 a m and 1 30 p m gmt which corresponds to regular macroeconomic releases in the u k and u s respectively the response of u k equities in the half hour surrounding the u s announcements is significant and similar to price movements for u s equities to the same announcements these results support the hypothesis that the documented international equity market linkages are attributable to reactions of foreign traders to public information originating from the u s

distilling liquidity costs from limit order books abstract this paper proposes a method to compute ex ante trading costs at the intraday level from limit order books using nearly 500 of the largest traded companies in the nyse arcabook we show that these costs have nontrivial intraday dynamics are negatively related to volume and positively related to volatility when ex ante trading costs are incorporated into price impact specifications the results show that this measure provides relevant information about price changes of the market at a high frequency level our evidence suggest that ex ante trading costs constitute a new source of information for the study of intraday liquidity

speed algorithmic trading and market quality around macroeconomic news announcements this paper documents that speed is crucially important for high frequency trading strategies based on u s macroeconomic news releases using order level data on the highly liquid s p 500 etf traded on nasdaq from january 6 2009 to december 12 2011 we find that a delay of 300 ms or more significantly reduces returns of news based trading strategies this reduction is greater for high impact news and on days with high volatility in addition we assess the effect of algorithmic trading on market quality around macroeconomic news in the minute following a macroeconomic news arrival algorithmic activity increases trading volume and depth at the best quotes but also increases volatility and leads to a drop in overall depth quoted half spreads decrease increase when we measure algorithmic trading over the full top of the order book

a transaction data study of weekly and intradaily patterns in stock returns abstract weekly and intradaily patterns in common stock prices are examined using transaction data for large firms negative monday close to close returns accrue between the friday close and the monday open for smaller firms they accrue primarily during the monday trading day for all firms significant weekday differences in intraday returns accrue during the first 45 minutes after the market opens on monday mornings prices drop while on the other weekday mornings they rise otherwise the pattern of intraday returns is similar on all weekdays most notable is an increase in prices on the last trade of the day

observed choice estimation and optimism about policy changes a policy will be used more heavily in a time and place where its cost is lower the analyst who treats times and places as identical will overestimate the policy s net bene t especially for policy intensities greater than exist in his sample in regression analysis the problem can be solved by weighted instrumental variables using state level data the technique substantially increases the estimated responsiveness of illegitimacy to transfers indiana university school of business rm 456 1309 e 10th street bloomington indiana 47405 1701 o ce 812 855 9219 fax 812 855 3354 email erasmuse indiana edu jel numbers and

what s not there odd lots and market data we investigate odd lot trades in equity markets odd lots are increasingly used in algorithmic and high frequency trading but are not reported to the consolidated tape or in databases such as taq in our sample the median number of odd lot trades is 24 but in some stocks odd lots are 60 or more of trading odd lot trades contribute 35 of price discovery consistent with informed traders using odd lots to avoid detection omitting odd lot trades leads to inaccuracies in order imbalance measures and makes sentiment measures unreliable excluding odd lots from the consolidated tape raises important regulatory issues

information aggregation in a noisy rational expectations economy abstract this paper analyzes a general equilibrium model of a competitive security market in which traders possess independent pieces of information about the return of a risky asset each trader conditions his estimate of the return both on his own private source of information and price which in equilibrium serves as a noisy aggregator of the total information observed by all traders a closed form characterization of the rational expectations equilibrium is presented a counter example to the existence of fully revealing equilibrium is developed