the informational role of stock and bond volume in a kyle 1985 model the sign of the correlation between a firm s debt and equity returns is the same as the sign of the cross market kyle s lambda the sign is positive negative if private information concerns the mean risk of the firm s assets we show empirically that information conveyed by order flows is primarily about asset means the cross market lambdas are quite large consequently the portions of bond and stock returns explained by order flows are highly correlated even though the order flows themselves are virtually uncorrelated

involuntary unemployment and implicit contracts this paper provides an explanation of involuntary umemployment arising as a consequence of asymmetric information between firms and workers involuntary unemployment is defined as a situation where ex post gains to trade exist a model of labor contracts is developed where the allocations are not ex post optimal it is shown that inferiority of leisure is a necessary and sufficient condition for the existence of involuntary unemployment

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

trading as gambling this paper offers evidence from three different samples consistent with investors substituting between playing the lottery and gambling in financial markets in the united states increases in the jackpots of the multistate lotteries powerball and mega millions are associated with significant reductions in small trade participation in the stock market california based discount brokerage clients and german discount brokerage clients are significantly less likely to trade during weeks with larger lottery prizes in the california and german lotteries respectively variation in lottery prizes affects speculative trading in more lottery like securities such as individual stocks and options but not trading in bonds and mutual funds trading that is likely associated with long term savings motives such as trading in retirement accounts does not respond to lottery jackpots either the negative relation between trading activity and jackpots is stronger for individuals who are more likely to play the lottery this paper was accepted by brad barber finance

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

intermarket sweep order trade size clustering around corporate announcements investors have different trade size preferences depending on their information advantage using intermarket sweep orders isos we find that investors appear to prefer using small round lot trade

market impacts of energy storage in a transmission constrained power system environmental concerns have motivated governments in the european union and elsewhere to set ambitious targets for generation from renewable energy re technologies and to offer subsidies for their adoption along with priority grid access however because re technologies like solar and wind power are intermittent their penetration places greater strain on existing conventional power plants that need to ramp up more often in turn energy storage technologies e g pumped hydro storage or compressed air storage are proposed to offset the intermittency of re technologies and to facilitate their integration into the grid we assess the economic and environmental consequences of storage via a complementarity model of a stylized western european power system with market power representation of the transmission grid and uncertainty in re output although storage helps to reduce congestion and ramping costs it may actually increase greenhouse gas emissions from conventional power plants in a perfectly competitive setting conversely strategic use of storage by producers renders it less effective at curbing both congestion and ramping costs while having no net overall impact on emissions

order characteristics and stock price evolution an application to program trading abstract this paper is an econometric analysis of the information content of automated orders arriving at the nyse the model captures the joint behavior of automated orders and also the return on the stock index future and the futures spot basis the results indicate that orders contain information useful in predicting stock returns beyond the information contained in the reported trades furthermore program and index arbitrage orders contain information beyond that available from the futures return and basis suggesting that these orders are not merely passive conveyors of common factor information nonprogram program and index arbitrage orders have roughly similar price impacts

an explanation for the compass rose pattern abstract the compass rose pattern cannot be observed in daily returns in the spot foreign exchange forex market but is observable when intraday forex returns are used monte carlo simulations show that the pattern is visible only when the tick volatility ratio is above some threshold level a condition that is readily met with intraday returns

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

high frequency trading and extreme price movements abstract are endogenous liquidity providers elps reliable in times of market stress we examine the activity of a common elp type high frequency traders hfts around extreme price movements epms we find that on average hfts provide liquidity during epms by absorbing imbalances created by non high frequency traders nhfts yet hft liquidity provision is limited to epms in single stocks when several stocks experience simultaneous epms hft liquidity demand dominates their supply there is little evidence of hfts causing epms

optimal multiperiod contracts and the gain from enduring relationships under private information informational asymmetries can play a key role in explaining the existence and nature of multiperiod contracts in an illustrative risk sharing model even relatively short two period contracts can be mutually beneficial if there is private information though one period contracts suffice otherwise further contracts which are pareto optimal relative to the environment and the information structure are defined and partially characterized an example illustrates how otherwise inefficient intertemporal tie ins can be used optimally to mitigate incentive problems the obvious borrowing lending schemes are not private information pareto optimal in these period by period actions are not sufficiently constrained discounting affects the form of the optimal contract but none of these qualitative conclusions

price clustering of chinese ipos the impact of regulation cultural factors and negotiation abstractduring june 2009 may 2012 the china securities regulatory commission csrc suspended window guidance that limits issue prices using this regime change as a natural experiment we test th

competition among trading venues information and trading on electronic communications networks this paper explores the competition between two trading venues electronic communication networks ecns and nasdaq market makers ecns oier the advantages of anonymity and speed of execution which attract informed traders thus trades are more likely to occur on ecns when information asymmetry is greater and when trading volume and stock return volatility are high ecn trades have greater permanent price impacts and more private information is revealed through ecn trades than though market maker trades however ecn trades have higher ex ante trading costs because market makers can preference or internalize the less informed trades and oier them better executions technological innovations that enable high speed low cost electronic trading systems are dramatically changing the structure of nancial markets exchanges and markets around the world are merging or forming alliances to improve liquidity and reduce costs in the face of increased competition from each other and from these computerized trading systems trading volume on electronic communications networks ecns has grown rapidly over the past several years ecns are now involved in more than a third of nasdaq trading volume and are attempting to increase their market share in nyse listed

transmission and wind power investment this paper jointly considers wind power investment and transmission reinforcement the proposed model is a mathematical program with equilibrium constraints mpec that seeks to identify the optimal wind projects to be developed and the required network reinforcements under the transmission system operator perspective this mpec seeks to minimize consumer payments and is constrained by investment conditions and the equilibria of the market under different operating conditions an array of subsidies is considered to promote independent wind power investment an example and two case studies illustrate the characteristics of the proposed model

how well does the weighted price contribution measure price discovery abstract the weighted price contribution wpc is a popular measure for price discovery this paper examines the theoretical properties and empirical performance of the wpc in sequential markets the benchmark used to judge the wpc is the information share is measure based on the variation of the efficient price we derive the asymptotic value of the wpc which is a complex combination of the unconditional means and variances of the returns of sequential markets under the assumption of normality we show that the wpc correctly converges to the is only when the returns are uncorrelated with zero means our theoretical predictions based on normality hold well in simulations and in empirical analyses of the overnight price discovery for the s p 100 index and its constituent stocks as the correlation between overnight and daytime returns increases the wpc deviates from the is substantially

clustering in crude oil prices and the target pricing zone hypothesis abstract this paper studies the target pricing zone tpz hypothesis for crude oil by examining price clustering in the dollar digit it is hypothesized that price clustering occurs within an established tpz if opec is able to defend the upper and lower bounds through output changes the results show that prices strongly cluster around the dollar digit value of 9 within the tpz sub periods but not outside the sub periods furthermore the degree of clustering declines when production capacity utilization is high and when production significantly exceeds quotas consistent with opec s inability to defend the zone nine centered clustering also results in lower contemporaneous and next day volatility these results support the target pricing zone hypothesis of crude oil

do investors prefer round stock prices evidence from israeli ipo auctions abstract we find round number clustering in orders submitted by investors in israeli ipo auctions explanations offered for price clustering such as dealer collusion or implicit agreement to simplify negotiations cannot explain price clustering in this market therefore this is direct evidence that investors prefer round numbers

a psychological reexamination of the bertrand paradox the bertrand paradox describes a situation in which two competing firms reach an outcome where both price at marginal cost in laboratory experiments this equilibrium is not generally observed existing empirical works on bertrand competition have found evidence for boundedly rational models we find that such models are useful in organizing behavior in early stages of the game but less so in later stages we show that a new model coarse grid nash equilibrium based on the assumption that subjects discretize the strategy space explains the data better

stealth trading which traders trades move stock prices usingaudit trail data for a sample of nyse firms we show that medium size trades are associated with a disproportionately large cumulative stock price change relative to their proportion of all trades and volume this result is consistent with the predictions of barclay and warner s 1993 stealth tradinghypothesis we find that the source of this disproportionately large cumulative price impact of medium size trades is trades initiated by institutions this result is robust to various sensitivity checks our findings appear to confirm street lore that institutions are informed traders 2001 elsevier science s a all rights reserved

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

equilibria in an oligopolistic electricity pool with stepwise offer curves we study the equilibria reached by strategic producers in a pool based network constrained electricity market the behavior of each producer is modeled by a mathematical program with equilibrium constraints mpec whose objective is maximizing profit and whose complementarity constraints describe market clearing the joint solution of all these mpecs constitutes an equilibrium problem with equilibrium constraints epec the equilibria associated with the epec are analyzed by solving the strong stationarity conditions of all mpecs which can be linearized without approximation by mixed integer linear programming milp techniques the resulting mixed integer linear conditions can be reformulated as an optimization problem that allows establishing diverse objectives to differentiate among alternative equilibria

the macroeconomic implications of contract models with asymmetric information this paper shows that with the imposition of asymmetric information monetary shocks can have real effects in a model with optimal employment contracts firms are assumed to experience supply shocks that are their own private information when a bad shock occurs contractual employment is inefficiently low contracts depend upon the probability of a bad state occurring if the aggregate price level is correlated with the firm s private information contracts will depend upon prices it is shown that an unanticipated increase in the money supply increases prices and employment the authors explore the macroeconomic implications of the model copyright 1990 by ohio state university press

implications of the discreteness of observed stock prices stock prices on the organized exchanges are restricted to be divisible by 1 8 therefore the true price usually differs from the observed price this paper examines the biases resulting from the discreteness of observed stock prices it is shown that the natural estimators of the variance and all of the higher order moments of the rate of returns are biased an approximate set of correction factors is derived and a procedure is outlined to show how the correction can be made the natural estimators of the beta and of the variance of the market portfolio on the other hand are nearly unbiased the behavior of stock prices has been an issue of interest to the financial economist for many years this interest resulted in a growing number of empirical studies which attempt to estimate this behavior e g blattberg and gonedes 2 fama 6 fama and roll 7 8 barnea and downes 1 to date stock price behavior is estimated under the assumption that the observed trading price is the true equilibrium price however observed stock prices and stock price changes on the organized exchanges are restricted to multiples of 1 8 of a dollar 1 therefore if the true distribution of stock prices is continuous an observed trading price can be different from the true price this paper examines the biases in estimating the moments of stock price changes caused by the discreteness of observed stock prices the major focus of the paper is in noting this problem providing a model which explains the source of these biases and quantifying their size section i demonstrates that due to the discrete nature of observed stock prices the natural estimators for the variance and for the higher order moments of the rate of returns are biased upward this bias is larger for stocks with lower prices and smaller standard deviation for instance assuming that the standard deviation a is 0 001 the stock price is one dollar the true probability distribution of stock prices is lognormal and the observed prices are as close as possible to the true prices then the natural estimator of r has expectation 0 01400 hence it is biased upward by 1300 significant biases have important implications in option pricing we derive an approximate set of correction factors which can be applied to the

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

when energy storage reduces social welfare this paper examines the potential welfare effects of storage under different market structures this includes combinations of perfectly competitive and strategic generation and storage sectors and standalone and generator owned storage we demonstrate that if the generation sector is perfectly competitive and does not own storage then storage cannot be welfare diminishing otherwise generator owned storage or standalone storage in a market with strategic generating firms can reduce welfare compared to the no storage case this contradicts conventional wisdom that adding firms to an imperfectly competitive market typically reduces welfare losses

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

a note on overemployment underemployment in labor contracts under asymmetric information abstract models of labor contracts under asymmetric information may predict either overemployment or underemployment this paper shows that this result depends crucially on whether or not leisure is a normal good if firms are risk neutral

large scale integration of deferrable demand and renewable energy sources we present a stochastic unit commitment model for assessing the impacts of the large scale integration of renewable energy sources and deferrable demand in power systems in terms of reserve requirements we analyze three demand response paradigms for assessing the benefits of demand flexibility the centralized co optimization of generation and demand by the system operator demand bids and the coupling of renewable resources with deferrable loads we motivate coupling as an alternative for overcoming the drawbacks of the two alternative demand response options and we present a dynamic programming algorithm for coordinating deferrable demand with renewable supply we present simulation results for a model of the western electricity coordinating council

linear complementarity models of nash cournot competition in bilateral and poolco power markets two cournot models of imperfect competition among electricity producers are formulated as mixed linear complementarity problems lcps and a simple example is presented to illustrate their application the two models simulate bilateral markets the models include a congestion pricing scheme for transmission but other transmission pricing approaches can also be represented in this framework the two models differ from each other in that one has no arbitrage between nodes of the network while in the other model arbitragers erase any noncost based differences in price the latter bilateral model turns out to be equivalent to a cournot model of a poolco the models differ from other cournot market models in that they include both of kirchhoff s laws via a dc approximation can include arbitragers possess unique solutions and are readily solved by efficient lcp algorithms the key assumption that permits their formulation as lcps is that each producer naively assumes that its output will not affect transmission prices

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

an analysis of trade size clustering and its relation to stealth trading abstract nyse and nasdaq trades increasingly cluster on multiples of 500 1 000 and 5 000 shares such clustering varies over time and across stocks and tends to increase with the level of trading activity furthermore rounded trades tend to have more persistence both in occurrence and in trade initiation finally medium sized rounded trades tend to have greater relative price impact than large rounded trades from these observations we surmise that trade size clustering is consistent at least in part with the actions of stealth traders who tend to use medium sized rounded transactions in an attempt to disguise their trades