an investigation of market microstructure impacts on event study returns we investigate the importance of bid ask spread induced biases on event date returns as exemplified by seasoned equity offerings by nyse listed firms we document significant negative return biases on the offering day which explain a large portion of the negative event date return documented in the literature buy sell order flow imbalance is prominent around the offering and induces a relatively large spread bias if order imbalances are suspected the researcher can use returns calculated from the midpoint of the closing bid and ask quotes instead of returns calculated from closing transaction prices to avoid this return bias several studies document the impact of bid ask spreads on security return patterns which appear inconsistent with the informational efficiency of capital markets phillips and smith 1980 find spread induced bias to be important in explaining apparent arbitrage opportunities in the option markets lakonishok and smidt 1984 uncover evidence suggesting a relation between bid ask spreads and turn of the year seasonality in stock returns 1 keim 1989 and porter 1989 further document the empirical importance of

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

the sensitivity of vpin to the choice of trade classification algorithm abstract the vpin metric easley et al 2012b aims to detect and predict the toxicity of order flow this paper examines the sensitivity and robustness of vpin to the choice of trade classification scheme which is the major input used to compute vpin we compare deterministic trade by trade classification approaches with results computed using a newly proposed heuristic approach bulk volume classification we find substantial differences for all levels of aggregation trade classification order imbalance vpin and identifying toxic periods we also find that the detection of toxic periods does not yield consistent results in more than 60 of cases but regression analysis can identify volume and return volatility as parameters that contribute to higher levels of sensitivity

prices employment and pro labor governments in this analysis of a game between a government and a union the welfare function of the union depends on the welfare of the workers and the welfare function of the government depends on the welfare of the workers and the owners a government is said to be more proworker if it gives more weight to the workers welfare in its utility function we study the effect on a more proworker government on the equilibrium of the economy a more proworker government is found to induce a lower wage lower unemployment lower prices higher welfare for the workers and typically lower welfare for the owners copyright 1995 by the editors of the scandinavian journal of economics

a day end transaction price anomaly a large mean price change is observed on the last daily nyse transaction this suggests that closing prices may not consistently represent stock values transaction prices are studied to further characterize the day end price rise and to determine whether it is due to any limited subsample of stocks or dates the results indicate that the phenomenon is pervasive over most firms and days some evidence suggests that it is caused by a change in the frequency of ask prices at day end

imperfect competition expectations and the multiple effects of monetary growth in a monetary overlapping generations model with an imperfectly competitive labor market in which output is below its full employment level it is shown that different backward looking rules for forecasting inflation lead to different steady states despite yielding no forecast errors in the steady state and in many cases none in the short or medium run either higher monetary growth raises output in some steady states in others has no effect and in others lowers it this contrasts with ad hoc or competitive macromodels where the absence of forecast errors in the steady state usually defines it and its properties uniquely copyright 1992 by royal economic society

market structure and fiscal policy effectiveness in a monopolistic competition macromodel with endogenous market structure the fiscal multiplier is shown to consist of two components the first depicts the response of output to a fiscal expansion through the conventional channels that disregard the role of market imperfections the second component captures the effects of firms market power as well as the policy induced change in market structure the latter effect which has not been taken into account in existing studies is shown to be quite significant in raising the fiscal multiplier even above unity and in improving consumers welfare when the labour market is competitive

non existence of market clearing wages when the output market is imperfectly competitive abstract in a sector in which oligopolistic firms face a sector specific labour supply constraint there may be no market clearing wage instead at some wages there can be two equilibria one with involuntary unemployment and one with unfilled vacancies

the value of commitment in contests and tournaments when observation is costly we study the value of commitment in contests and tournaments when there are costs for the follower to observe the leader s behavior in a contest the follower can pay to observe the leader s effort but cannot observe the effectiveness of that effort in a tournament the follower can pay to observe the effectiveness of the leader s effort but not the effort itself we show that this distinction matters significantly when observation is costly the value of commitment vanishes entirely in sequential and endogenous move contests regardless of the size of the observation cost by contrast in tournaments the value of commitment is preserved completely provided that the observation costs are sufficiently small

the fragility of commitment we show that the value of commitment in many standard games is frag ile speci cally when the second mover faces a small cost to observe the rst mover s action equilibrium payos are identical to the case where observation is in nitely costly or the rst mover s actions are completely unobservable ap plications of our result include standard stackelberg cournot and dierentiated product bertrand games as well as forms of commitment highlighted in bolton and scharfstein 1990 and bulow geanakoplos and klemperer 1985

product market competition and the industry price cost markup fluctuations abstract we examine the role played by imperfect competition in the response of markups to energy price and monetary changes we find i for concentrated industries markups increase with monetary expansion and decrease when energy prices increase the elasticity with respect to energy prices is greater than monetary changes ii for low concentration industries markups are virtually unaffected by monetary changes and the energy price elasticities are statistically insignificant iii markups are procyclical over the industry specific cycle and iv increased import competition lowers markups only in the concentrated industries the energy price increases decreases during the 1970s 1980s may have been a key factor contributing to the narrowing widening of the markup gap between high and low concentration industries we provide evidence that procyclical markups in concentrated industries are not being driven by differences in the degree of labor hoarding between low and high concentration industries

statistical properties of the roll serial covariance bid ask spread estimator exact small sample population moments of the standard serial covariance and variance estimators are derived under the assumptions of the roll bid ask spread model noise explains why serial covariance estimates are often positive in annual samples of daily and weekly returns small sample estimator bias partially explains why weekly estimates are more negative than daily estimates noise causes the roll spread estimator to be severely biased by jensen s inequality the french roll adjusted variance estimator is unbiased but noisy empirical tests confirm the major implications

holiday trading in futures markets in this paper we find significantly higher preholiday returns in futures contracts compared to nonholiday returns the findings are consistent with the inventory adjustment hypothesis since higher preholiday returns associated with lower trading volume are most pronounced for exchange closed holidays there is evidence of positive postholiday returns associated with higher trading volume for exchangeopen holidays this is consistent with positive holiday sentiments the holiday effect is uniquely independent the magnitude of excess holiday returns is the largest among all seasonal variations in recent years a growing body of literature suggests the presence of abnormal returns for exchange holidays in the equity markets in particular ariel 1990 and lakonishok and smidt 1988 find that stock market returns for the days prior to holidays are significantly higher than returns for other days pettengill 1989 shows that while preholiday and other days returns differ significantly preholiday returns vary by holiday firm size and day of the week on which the holiday falls various theories have been proposed to explain the type of return generating process surrounding holidays since holidays are often considered another form of market closing similar to weekends it seems reasonable that an explanation for one might help explain the other 2 for example if the weekend effect could be explained by settlement procedures then this argument is relevant because holidays can delay settlement for up to two days and could have an effect on returns up to a week prior to the holiday accordingly lakonishok and levi 1982 postulate that friday and perhaps tuesday holidays would generate high thursday and monday returns the holiday effect has also been considered a result of the inventory adjustment process since the loss potential of a short position is more than that of a long position traders may be reluctant to take short positions prior to a nontrading period this would suggest a lesser selling

price volatility trading volume and market depth evidence from futures markets the relations between volume volatility and market depth in eight physical and financial futures markets are examined evidence suggests that linking volatility to total volume does not extract all information when volume is partitioned into expected and unexpected components the paper finds that unexpected volume shocks have a larger effect on volatility further the relation is asymmetric the impact of positive unexpected volume shocks on volatility is larger than the impact of negative shocks finally consistent with theories of market depth the study shows large open interest mitigates volatility

stock price clustering and discreteness stock prices cluster on round fractions clustering increases with price level and volatility and decreases with capitalization and transaction frequency clustering is pervasive price clustering will occur if traders use discrete price sets to simplify their negotiations exchange regulations require that most stocks be traded on eighths clustering on larger fractions will occur if traders choose to use discrete price sets based on quarters halves or whole numbers an econometric model of clustering is derived and estimated projections from the results suggest that traders would frequently use odd sixteenths when trading low price stocks if exchange regulations permitted trading on sixteenths article published by oxford university press on behalf of the society for financial studies in its journal the review of financial studies

noisy leadership an experimental approach abstract we examine the strategic behavior of leaders and followers in sequential duopoly experiments with errors in communication followers either perfectly observe the leaders actions or else they observe nothing consistent with the theory the leaders in our experiments enjoy a greater first mover advantage when followers observe their actions with higher probability albeit their advantage is weaker than the theory predicts and is only weakly increasing with the probability that their actions will be observed our results also show that i when informed followers hardly ever underreact to the leaders quantities but tend to overreact slightly and ii when uninformed followers try to predict leaders quantities and react optimally this suggests that followers view the symmetric cournot outcome as fair and when informed punish leaders who try to exploit their first mover advantage in turn such punishments by overreactions induce leaders to behave more softly than the theory predicts

multiple steady states and endogenous fluctuations with increasing returns to scale in production abstract the purpose of this paper is to study the influence of the elasticity of capital labor substitution and of the labor supply elasticity on the existence of multiple pareto ranked stationary equilibria local indeterminacy bifurcations and expectations driven fluctuations in economies with external and internal increasing returns to scale in production this is done through general geometrical methods that do not depend upon particular specifications for preferences and technology for the sake of concreteness the analysis focuses on the model with heterogeneous agents and financial constraints presented in woodford j econ theory 40 1986 128 137 and extended by grandmont pintus and de vilder capital labor substitution and competitive nonlinear endogenous business cycles crest working paper 9728 1997 to account for capital labor substitution increasing returns to scale are incorporated in two different market structures an economy with aggregate production externalities and perfectly competitive markets an economy with increasing returns internal to the firm and imperfect competition in the product s market s only journal of economic literature classification numbers c61 e32

public capital and imperfect competition abstract in this paper we consider a macroeconomic model in which public capital is a productive input and there is monopolistic competition in the product market we analyze the effects of a permanent variation in public capital investment both in the short and in the long run finally we show that the optimal provision of public capital under imperfect competition is higher than that associated with the first best policy

penny wise dollar foolish buy sell imbalances on and around round numbers this paper provides evidence that stock traders focus on round numbers as cognitive reference points for value using a random sample of more than 100 million stock transactions we find excess buying selling by liquidity demanders at all price points one penny below above round numbers further the size of the buy sell imbalance is monotonic in the roundness of the adjacent round number i e largest adjacent to integers second largest adjacent to half dollars etc conditioning on the price path we find much stronger excess buying selling by liquidity demanders when the ask falls bid rises to reach the integer than when it crosses the integer we discuss and test three explanations for these results finally 24 hour returns also vary by price point and buy sell imbalances are a major determinant of that variation across price points buying selling by liquidity demanders below above round numbers yield losses approaching 1 billion per year this paper was accepted by brad barber teck ho and terrance odean special issue editors

the italian stock market efficiency and calendar anomalies abstract after describing the various concepts of efficiency information valuation full insurance and functional with special reference to the italian stock market the paper analyzes the impact of particular dates and periods of the civil year and stock exchange calendars on stock price changes to test the existence of information inefficiencies the analysis is based on the milan stock exchange s mib storico stock index with reference to the period 2 january 1975 22 august 1989 the events tested for systematic anomalies include weekend and public holidays the end of the calendar and stock exchange months and the end of the year the results obtained are in line with those found for the u s market with evidence of anomalous changes though not all are stable over time

differentiated payroll taxes unemployment and welfare abstract this paper investigates the impact of payroll taxes on unemployment and welfare in a two sector economy characterised by imperfect competition in product and labour markets the two sectors differ in market competitiveness it turns out that only the relative tax pressure affects unemployment and welfare unemployment can be reduced by having the less competitive sector pay higher taxes moreover differentiated payroll taxes will in general improve efficiency which sector to tax relatively more is however not clear the government faces a trade off in the sense that unemployment is reduced only at the expense of reduced efficiency in the output mix

competing for market shares does the order of moves matter even when it shouldn t abstract this paper investigates whether the order of moves affects behavior and outcomes even in the absence of material incentives for pre commitment evidence from laboratory experiments with shared rents symmetric players and either a simultaneous or a sequential move order suggests that it is an inherent advantage to move second rather than first the reason is that first movers face strategic uncertainty while second movers have the power to ultimately determine the outcome through their investment choices many first movers acknowledge this power and decrease investments below the standard prediction which is interpreted as an attempt to collude this strategy leads to higher absolute payoffs for the first movers compared to a situation where they do not try to establish collusion however relative payoffs are low since collusive outcomes are typically asymmetric to the advantage of the second mover

behaviour of intra daily stock return on an asian emerging market hong kong this study examines the intra daily return behaviour of one of the most open asian emerging markets hong kong it is found that there is a general increase in the positive skewness and kurtosis of all the intra daily returns after the 1987 october crash and the distributions of all the returns have become non normal after the crash there seems to be more day of the week and time of the day variations in the post crash period than in the pre crash period there also exists some day end effect in both of the periods and such a day end effect seems to be related to the day of the week

detecting instability in the volatility of carbon prices this article investigates the presence of outliers in the volatility of carbon prices we compute three different measures of volatility for european union allowances based on daily data egarch model option prices implied volatility and intraday data realized volatility based on the methodology developed by zeileis et al 2003 and zeileis 2006 we detect instability in the volatility of carbon prices based on two kinds of tests retrospective tests ols recursive based cusum processes f statistics and residual sum of squares and forward looking tests by monitoring structural changes recursively or with moving estimates we show evidence of strong shifts mainly for the egarch and iv models during the time period overall we suggest that yearly compliance events and growing uncertainties in post kyoto international agreements may explain the instability in the volatility of carbon prices

information disclosure and price manipulation during the pre closing session evidence from an order driven market on 20 february 2012 the taiwan stock exchange corporation launched an order matching simulation mechanism for five minutes during the start of the pre closing session in order to increase information disclosure during this period 13 25 13 30 pre closing information disclosure significantly reduces both trading costs and closing price volatility as well as price manipulation the decrease in price manipulation found in this work is due to pre closing information disclosure not the behaviour of investors shifting to an earlier time further if a stock price rises or falls by more than 3 5 in the simulation in the last minute during the closing session trading of the stock will be suspended for two minutes from 13 31 to reduce volatility however this trading mechanism suspended closing does not seem to have achieved the intended goals of the authorities as it has not been able to significantly reduce closing price volatility and price manipulation

the value of commitment in stackelberg games with observation costs abstract we study stackelberg games in which the follower faces a cost for observing the leader s action we show that irrespective of the size of the cost the leader s value of commitment is lost completely in all pure strategy equilibria however there also exists a mixed strategy equilibrium that fully preserves the first mover advantage in this type of equilibrium the probability that the follower looks at the leader s action is independent of the cost of looking

large block transactions the speed of response and temporary and permanent stock price effects abstract the paper investigates how quickly prices attain new equilibrium levels after large block transactions and measures the associated temporary and permanent price effects we find that prices adjust within at most three trades with most of the adjustment occurring in the first trade the temporary price effect for seller initiated transactions is related to block size but the temporary price effect observed for buyer initiated transactions is no larger than that observed in 100 share trades most of the price effect associated with block trades is permanent and is related to block size regardless of the initiating party

the reeded edge and the phillips curve money neutrality common knowledge and subjective beliefs abstract i present a simple two person auction model in which a seller and a buyer make bids in terms of money however the value of a unit of money is uncertain i show 1 a monetary revaluation has purely nominal effects if and only if it is common knowledge 2 if seller and buyer have identical beliefs making the value of money common knowledge maximizes total gains from trade 3 if seller and buyer are equally well informed and have identical beliefs then monetary revaluations have no net effect 4 when the seller knows the value of money but the buyer does not the expected utilities of both seller and buyer are proportional to 1 1 2 where is the standard deviation of the value of money expressed as a fraction of the mean and 5 when beliefs are subjective monetary policy can improve total gains from trade as in friedman s explanation of the phillips curve and an optimal level of inflation can be determined journal of economic literature classification numbers c78 e52

on the monotonicity of balanced budget multiplier under imperfect competition abstract this paper presents a counterexample to the wellknown monotonicity result of mankiw 1988 mankiw n g 1988 imperfect competition and the keynesian cross economics letters 26 7 13 in particular by considering taxes on labor income rather than lumpsum taxes it obtains a negative relation between the magnitude of the balanced budget multiplier and marketpower

price drivers and structural breaks in european carbon prices 2005 2007 this article aims at characterizing the daily price fundamentals of european union allowances euas traded since 2005 as part of the emissions trading scheme ets the presence of two structural changes on april 2006 following the disclosure of 2005 verified emissions and on october 2006 following the european commission announcement of stricter phase ii allocation allows to isolate distinct fundamentals evolving overtime the results extend previous literature by showing that eua spot prices react not only to energy prices with forecast errors but also to unanticipated temperatures changes during colder events besides the sub period decomposition of the pilot phase gives a better grasp of institutional and market events that drive allowance price changes

a characterization of the daily and intraday behavior of returns on options the daily and intraday behavior of returns on chicago board options exchange options is examined option returns contain systematic patterns even after adjusting for patterns in the means and variances of the underlying assets this is consistent with the hypothesis that informed trading in options can make the order flow in the options market informative about the value of the underlying asset making options nonredundant the intraday patterns in adjusted option return variances are further consistent with a model of strategic trading by informed and discretionary liquidity traders this paper examines the daily and intraday behavior of returns on options we have two goals our first objective is to identify systematic patterns in the means and variances of daily and intraday returns on options our second objective is to decompose option returns into patterns that are related to the means and variances of the underlying stocks and by inference those patterns that are independent of patterns in the means and variances of the underlying assets 1 our work is important for a number of reasons first options have become as important as common stocks yet there is no detailed investigation of the behavior of returns on options second it is important to identify similarities and differences in return patterns across different securities and market structures an understanding of these similarities and differences would allow us to develop better models of returns that capture these properties closely related to this it is instructive to examine option returns in light of the partial equilibrium models we use to value them specifically are the return patterns in options driven exclusively by the underlying stocks or do option returns contain patterns of their own identifying independent yet similar patterns in options returns may lead to an identification of factors that are common across two different market structures the new york

imperfectly observable commitments in n player games abstract in a two stage game where followers can observe moves by leaders only with noise pure subgame perfect nash equilibria of the limiting game without noise may not survive arbitrarily small noise still for almost all games there exists a subgame perfect equilibrium outcome of the game with no noise that is approximated by equilibrium outcomes of games with small noise this however depends crucially on generic payoffs and does not necessarily hold for all subgame perfect equilibria of the game without noise journal of economic literature classification number c72

the informational role of stock and option volume this article analyzes the intraday interdependence of order flows and price movements for actively traded nyse stocks and their chicago board options exchange cboe traded options stock net trade volume buyer initiated volume minus seller initiated volume has strong predictive ability for stock and option quote revisions but option net trade volume has no incremental predictive ability this suggests that informed investors initiate trades in the stock market but not in the option market on the other hand both stock and option quote revisions have predictive ability for each other thus while information in the stock market is contained in both quote revisions and trades information in the option market is contained only in quote revisions copyright 2002 oxford university press

regulatory and legal pressures and the costs of nasdaq trading the nasdaq market came under intense pressure from regulators and class action lawsuits following allegations of tacit collusion by christie and schultz 1994 this article examines the changes in transaction costs on the nasdaq from january 1993 through june 1996 using 16 million trades in 30 stocks effective spreads cannot be matched however the autocovariance spread estimator of roll 1984 works well with intraday data over this period this spread estimator reveals that trading costs declined significantly for 29 of the 30 stocks over 1993 96 article published by oxford university press on behalf of the society for financial studies in its journal the review of financial studies

fiscal policy and entrepreneurship abstract this paper reexamines the effect of expansionary fiscal policy on real gdp in the presence of entrepreneurship when government expenditure partially crowds out private consumption as government expenditure cannot reflect changes in consumers tastes expansionary fiscal policy weakens the social role of firms activities to predict and adapt to idiosyncratic changes in consumers taste i show that expansionary fiscal policy can lower real gdp when idiosyncratic risk and the substitutability of goods are large and when firms have a strong ability to predict changes in consumer tastes i also investigate how expansionary fiscal policy influences firms investments in prediction ability

an investigation of transactions data for nyse stocks using transactions data the behavior of returns and characteristics of trades at the micro level is examined a minute by minute market return series is formed and tested for normality and autocorrelation evidence of differences in return distributions is found among overnight trades trades during the first 30 minutes following the market opening trades at the close and trades during the remainder of the day the latter distribution is found to be normal unusually high returns and standard deviations of returns are found at the beginning and the end of the trading day when the beginningand end of the day effects are omitted autocorrelation in the market return series is reduced substantially a number of patterns in trading are reported this paper empirically investigates the nature of the return generating process and the characteristics of trade size price changes trading frequency and trading interval at the level of individual trades for a large sample of nyse stocks previous studies of market indices have used daily weekly or monthly

perfect versus imperfect observability an experimental test of bagwell s result abstract in a seminal paper bagwell 1995 games econom behav 8 271 280 claims that the first mover advantage i e the strategic benefit of committing oneself to an action before others can vanishes completely if this action is only imperfectly observed by second movers in our paper we report on an experimental test of this prediction we implement four versions of a game similar to an example given by bagwell each time varying the quality of the signal which informs the second mover for experienced players we do not find empirical support for bagwell s result journal of economic literature classification numbers c72 c92

carbon price drivers phase i versus phase ii equilibrium abstract the aim of this paper is to investigate the determinants of the carbon price during the two phases of the european union emission trading scheme eu ets more specifically relying on daily eu allowance futures contracts we test whether the carbon price drivers identified for phase i still hold for phase ii and evolve toward a long run relationship using cointegration techniques and accounting for the 2006 structural break in the carbon market we show that while a cointegrating relationship exists for both phases of the eu ets the nature of this equilibrium relationship is different across the two subperiods with an increasing role of fundamentals in phase ii deriving equilibrium values we show that the carbon price tends to be undervalued since the end of 2009

multiplicity of cournot equilibria and involuntary unemployment abstract in an overlapping generations model with cournot competition on the goods market it is shown that a continuum of stationary states and perfect foresight trajectories exists with unemployment at arbitrary low wages decisive for this is the influence that different forecast functions have on the objective demand curve even though they are consistent with perfect foresight with an example it is shown that simple adaptive and constant memory forecast rules generate such unemployment equilibria the corresponding temporary equilibrium dynamics may display stable unemployment and unstable full employment equilibria journal of economic literatureclassification numbers d43 d51 e24

an experimental study of commitment in stackelberg games with observation costs abstract we report on experiments examining the value of commitment in stackelberg games where the follower chooses whether to pay some cost to perfectly observe the leader s action vardy games econ behav 2004 shows that in the unique pure strategy subgame perfect equilibrium of this game the value of commitment is lost completely however there exists a mixed strategy subgame perfect equilibrium where the value of commitment is fully preserved in the data the value of commitment is largely preserved when the cost of looking is small while it is lost when the cost is large nevertheless for small observation costs equilibrium behavior is clearly rejected instead subjects persistently play non equilibrium strategies in which the probability of the follower choosing to observe the leader s action is a decreasing function of the observation cost

the market microstructure of the european climate exchange abstract this paper analyzes the market microstructure of the european climate exchange the largest eu ets trading venue the ecx captures 2 3 of the screen traded market in eua and more than 90 in cer volume growth has averaged 277 in eua between 2005 and 2009 and 724 in cer since 2007 spreads range from 0 0188 to 0 0406 for eua and 0 0276 to 0 0796 for cer the median proportion of the spread due to adverse selection reaches 76 for eua and 75 for cer realized volatility bid ask spreads and adverse selection costs decline with verified emission releases market impact estimates imply that an average trade will move the eua market by 1 06 euro centimes and the cer market 1 45 the ecx is providing between 75 and 88 of price discovery for eua trading and between 64 and 72 for cer we find imbalances in the order book help predict returns for up to three days a simple trading strategy that enters the market long or short when the order imbalance is strong is profitable even after accounting for spreads and market impact

efficiency of experimental security markets with insider information an application of rational expectations models the study reports on the ability of competing models of market information integration and dissemination to explain the behavior of simple laboratory markets for a one priced security returns to the security depended upon a randomly drawn state of nature some agents insiders whose identity was unknown to other agents knew the state before the markets opened with replication of market conditions the predictions of a fully revealing rational expectations model are relatively accurate prices adjusted immediately to near rational expectations prices profits of insiders were virtually indistinguishable from non insiders and efficiency levels converged to near 100 percent

imperfect competition and the fiscal multiplier the impact of fiscal policy in an economy with a monopolistic output market but a perfectly competitive labor market is examined both in the short run with a fixed number of firms and in the long run with free entry the main innovation of the paper is the generality of the assumptions about preferences and technology which enable the authors to examine the robustness of the relationship between the degree of monopoly and the fiscal multiplier found by r startz 1989 n g mankiw 1988 and h d dixon 1987 the specific results of these papers are found to rest on two assumptions constant returns and cobb douglas preferences copyright 1996 by the editors of the scandinavian journal of economics

the intraday speed of stock price adjustment to major dividend changes bid ask bounce and order flow imbalances abstract this paper examines the intraday stock price reaction to substantial shifts in dividend policy the results indicate the price reaction to be slower than that previously found by patell and wolfson 1984 and closer to that found with earnings announcements by woodruff and senchack 1988 possible order flow imbalances are examined by looking at the proximity of transaction prices to contemporaneous bid and ask quotes while order flow imbalances are evident for bad news announcements this is not the case for the dividend increase sample this is interpreted as evidence that the price reaction to major dividend increases are in general anticipated fifteen minute holding period returns are computed to measure the movement of equilibrium prices during the announcement period results show a rapid adjustment of prices to positive announcements with adjustment to negative announcements taking up to 75 minutes finally fifteen minute lagged bid ask returns are calculated to determine whether an investor could respond to the announcement and earn positive returns these results are found to be dependent on the transaction cost assumptions being made

information trading and stock returns lessons from dually listed securities this paper compares the intra day patterns on the nyse and amex of volatility trading volume and bid ask spreads for european and japanese dually listed stocks with american stocks of comparable average trading volume and volatility it is shown that the intra day patterns for these stocks are remarkably similar even though public information flows differ markedly across these stocks during the trading day in the early morning all stocks have higher volatility than later in the day but this phenomenon is most pronounced for japanese stocks and affects american stocks the least we argue that these patterns are consistent with markets reacting to the overnight accumulation of public information but are inconsistent with the view that early morning volatility can be attributed to monopolistic specialist behavior

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

differential information and dynamic behavior of stock trading volume this article develops a multiperiod rational expectations model of stock trading in which investors have differential information concerning the underlying value of the stock investors trade competitively in the stock market based on their private information and the information revealed by the market clearing prices as well as other public news we examine how trading volume is related to the information flow in the market and how investors trading reveals their private information article published by oxford university press on behalf of the society for financial studies in its journal the review of financial studies

an analysis of transactions data for the toronto stock exchange abstract using transactions data for all stocks traded on the toronto stock exchange this study shows that returns and number of shares traded have a u shaped pattern when plotted against time of the trading day these results confirm that the findings of wood mclnish and ord 1985 harris 1986 mclnish and wood 1988 and jain and joh 1989 for the new york stock exchange nyse also hold for both another exchange and another country and are not due to peculiarities of united states securities markets further evidence is provided to support the view of harris 1989 and terry 1986 that these relatively high end of day returns are due at least in part to an increase in the proportion of trades at the ask relative to trades at the bid

trade size order imbalance and the volatility volume relation abstract this paper examines the roles of the number of trades size of trades and order imbalance buyer versus seller initiated trades in explaining the volatility volume relation for a sample of nyse and nasdaq stocks our results reconfirm the significance of the size of trades beyond that of the number of trades in the volatility volume relation on both markets after controlling for the return impact of order imbalance the volatility volume relation becomes much weaker for nyse stocks the order imbalance in large trade size categories affects the return more than in smaller size categories for nasdaq stocks the largest return impact comes from the order imbalance in maximum sized small order execution system soes trades

autocorrelation of daily index returns intraday to intraday versus close to close intervals abstract first order autocorrelation coefficients of 1 daily equally weighted open to open returns 2 daily equally weighted intraday to intraday returns terminating at each of 23 successive 15 minute intervals of the trading day beginning at 10 15 a m and 3 daily equally weighted and value weighted close to close returns interval 24 are examined a number of findings concerning the behavior of these autocorrelations are reported first order autocorrelation is shown to follow a crude u shaped pattern when plotted against the time of the trading day but there is no significant difference in the behavior of autocorrelations based on open to open returns and 24 hour returns terminating at 10 15 a m evidence that intraday patterns in autocorrelation cannot be explained fully by trading delays also is presented

trading and returns under periodic market closures this paper studies how market closures affect investors trading policies and the resulting return generating process it shows that closures generate rich patterns of time variation in trading and returns including those consistent with empirical findings 1 u shaped patterns in the mean and volatility of returns over trading periods 2 higher trading activity around the close and open 3 more volatile open to open returns than close to close returns 4 higher returns over trading periods than over nontrading periods 5 more volatile returns over trading periods than over nontrading periods it also shows that closures can make prices more informative about future payoffs we model a competitive stock market with periodic closures in which investors trade for both allocational and informational reasons we use the model to study how market closures intrinsically affect investors trading behavior and the return generating process the purpose of this analysis is to increase our understanding of the time variation in security trading and returns that are associated with regular market closures such as the intraday and intraweek patterns in stock returns volatility and trading volume we consider a stock market in which the exogenous information flow is homogeneous over time and the market closes periodically when the market is open investors trade the stock either to rebalance their overall portfolio of assets which also includes other illiquid assets or to speculate on future stock payoffs using their private information in particular investors adjust their asset portfolio by trading the stock in order to hedge the risk of illiquid assets we refer to these trades as hedging trades and those motivated by private information as speculative trades when the market is closed hong is from the graduate school of business stanford university and wang is from the sloan school of management massachusetts institute of technology and nber the authors thank jennifer huang for programming assistance and an anonymous referee for many valuable suggestions they also thank glenn ellison john heaton craig holden andrew lo steve slezak jeremy stein rene stulz the editor the nber asset pricing lunch group and par

otc trades and liquidity in the european carbon market more than meets the eye this study investigates whether the previously reported price impact of otc trades in the eu ets can be attributed to their distinctively larger size liquidity related or to their discretionary f

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

commitment and observability in a contracting environment this paper examines leader follower games where a leader must purchase an essential input from a price setting supplier in order to take an action we show that equilibrium outcomes when the followers perfectly observe the leaders actions cannot be approximated by mixed equilibrium outcomes of the game where followers imperfectly observe the leaders actions i e they are not accessible accessibility fails since in a pure strategy equilibrium a supplier makes positive profits however in an equilibrium where a leader randomizes supplier profits must be zero our result follows from a generalized indifference principle that mixed strategies must satisfy in economic environments while supplier profits cannot be approximated player action profiles are accessible our results also apply to games with costly observation

calendar anomalies abnormal returns at calendar turning points 1988 calendar anomalies abnormal returns at calendar turning points financial analysts journal vol 44 no 6 pp 28 39

futures trading with information asymmetry and otc predominance another look at the volume volatility relations in the european carbon markets this paper constitutes the first exercise of analysing the european carbon market efficiency from a double perspective combining both nature of execution venues screen vs otc trading and their volatility liquidity relations using a bivariate asymmetric gjr garch model we first document that otc exchange traded trading volume shows consistent bi uni directional granger causality to our volatility estimates consistent with greater responsiveness of the otc exchange traded market to changes in market wide idiosyncratic risks second we report significant contemporaneous and lagged positive causality of otc derivatives volume on spot futures volatility confirming that the sequential information arrival hypothesis siah applies third we find that the one way causality from otc to futures volumes is mainly driven by heterogeneous investor beliefs trading volume provides an indication on how private information is dispersed and held at different levels rather than proxying information signal itself after rejecting execution venues substitutability we advocate for systematic clearing and netting of otc positions through a unique clearing house and reporting rules to identify speculation in line with mifid art 59 proposals

standard poor s 500 index futures volatility and price changes around the new york stock exchange close we examine the effects of the closing of the new york stock exchange nyse on volatility and price changes in the standard poor s s p futures market which trades for 15 more minutes each day when the nyse closes volatility in the futures market drops significantly only to increase at the close of the futures market thus exhibiting a u shaped pattern after the nyse closes we also find that friday s close is the period of highest volatility in the futures market also in the final minutes on friday the s p futures price anticipates the well known weekend effect found in equities copyright 1995 by university of chicago press

trading behavior and the unbiasedness of the market reaction to dividend announcements this article examines the price formation process during dividend announcement day using daily closing prices and transactions data we find that the unconditional positive excess returns first documented by kalay and loewenstein 1985 are higher for small firm and low priced stocks price volatility and trading volume also increase during this period examination of trade prices relative to the bid ask spread and volume of trades at bid and asked prices shows that the excess returns cannot be attributed to measurement errors or to spillover effects of tax related ex day trading rather the price behavior is related to the absorption of dividend information

volume volatility and the dispersion of beliefs i examine a two period noisy rational expectations model of a futures market and show that the dispersion of expectations about a weighted average of future prices measures both the additional volatility and the additional expected volume of trade associated with noisy information the role played by dispersion helps clarify several stylized facts concerning volume and price behavior specifically dispersion can be a factor contributing to the positive correlation between volume and absolute price changes and the positive correlation between consecutive absolute price changes article published by oxford university press on behalf of the society for financial studies in its journal the review of financial studies

the price variability volume relationship on speculative markets this paper concerns the relationship between the variability of the daily price change and the daily volume of trading on the speculative markets our work extends the theory of speculative markets in two ways first we derive from economic theory the joint probability distribution of the price change and the trading volume over any interval of time within the trading day and second we determine how this joint distribution changes as more traders enter or exit from the market the model s parameters are estimated by fiml using daily data from the 90 day t bills futures market the results of the estimation can reconcile a conflict between the price variability volume relationship for this market and the relationship obtained by previous investigators for other speculative markets this paper concerns the relationship between the variability of the daily price change and the volume of trading on speculative markets previous empirical studies 2 3 6 12 14 16 of both futures and equity markets always find a positive association between price variability as measured by the squared price change ap2 and the trading volume 2 there are two explanations for the relationship clark s 2 explanation which is secondary to his effort to explain why the probability distribution of the daily price change is leptokurtic emphasizes randomness in the number of within day transactions in clark s model the daily price change is the sum of a random number of within day price changes the variance of the daily price change is thus a random variable with a mean proportional to the mean number of daily transactions clark argues that the trading volume is related positively to the number of within day transactions and so the trading volume is related positively to the variability of the price change the second explanation is due to epps and epps 6 their model examines the mechanics of within day trading the change in the market price on each within day transaction or market clearing is the average of the changes in all of the traders reservation prices epps and epps assume there is a positive relationship between the extent to which traders disagree when they revise their reservation prices and the absolute value of the change in the market price that is an increase in the extent to which traders disagree is associated with a larger absolute price change the price variability volume relationship arises then because the volume of trading is positively related to the extent to which traders disagree when they revise their reservation prices

heteroskedasticity in stock return data volume versus garch effects this paper provides empirical support for the notion that autoregressive conditional heterqskedasticity arch in daily stock return data reflects time dependence in the process generating information flow to the market daily trading volume used as a proxy for information arrival time is shown to have significant explanatory power regarding the variance of daily returns which is an implication of the assumption that daily returns are subordinated to intraday equilibrium returns furthermore arch effects tend to disappear when volume is included in the variance equation the autoregressive conditiqnal heteroskedasticity arch process of engle 1982 has been shown to provide a good fit for many financial return time series 1 arch imposes an autoregressive structure on conditional variance allqwing volatility shocks to persist over time this persistence captures the propensity of returns of like magnitude to clu ter in time and can explain the well documented nonnormality and nonstability of empirical asset return distributions see especially fama 1965 an appealing explanation for the presence of arch is based upon the hypothesis that daily returns are generated by a maiture of distributions in which the rate of daily information arrival is the stochastic mixing variable as suggested by diebold 1986 gallant hsieh and tauchen 1988 and stock 1987 1988 arch might capture the time series properties e g serial correlation of this mixing variable hqwever this linkage has not been broadly documented with the datia the objective of this study is to examine the validity of this explanation for daily stock returns the empirical strategy exploits the implication of the mixture model that the variance of daily price increments is heteroskedastic specifically positively related to the rate of daily information arrival using daily trading volume as a proxy for the mixing variable we show that for a sample of 20 common stocks arch effects vanish when volume is included as an explanatory variable in the conditional variance equation

institutional trades and intraday stock price behavior abstract this paper examines the price effect of institutional stock trading using a unique data set that reports the transactions large and small of 37 large institutional money management firms the direction of each trade and the identity of the management firm behind each trade are known although institutional trades are associated with some price pressure we find that the average effect is small there is also a marked asymmetry between the price impact of buys versus sells we relate our findings to various hypotheses on the elasticity of demand for stocks the cost of executing transactions and the determinants of market impact although market capitalization and relative trade size influence the market impact of a trade the dominant influence is the identity of the money manager behind the trade

do investors overpay for stocks with lottery like payoffs an examination of the returns of otc stocks abstract we study returns on over the counter stocks and find that these returns are extremely negative on average the distribution of otc stock returns is highly positively skewed while many of the stocks in our sample become worthless a few do extremely well we investigate whether this negative return premium can be rationalized by investors preference for positively skewed payoffs we show that the equilibrium model of barberis and huang 2008 provides a plausible explanation for the negative returns we also show that otc stocks that once traded on the regular exchanges perform much better than stocks that originate in the otc markets