is it time to split the s p 500 futures contract by october 1996 the value of the s p 500 index futures contract had grown to five times its value at its inception in april 1982 one way to make the contract more accessible to small investors and to smooth out trading is to split the contract splitting the contract could increase transaction costs although competition would probably limit the amount of the increase less clear is the need for increasing the minimum percentage tick size the current minimum tick size is small for s p 500 futures compared with that of other futures and also common stocks the larger tick size could affect volume however by increasing trading costs and reducing the willingness to trade

the role of transaction costs for financial volatility evidence from the paris bourse this paper analyzes the causal linkage between transaction costs and financial volatility under two methodological improvements over the existing literature first we use panel data in which exogenous transaction cost differences in the french stock market are induced by price level dependent minimum price variation rules tick size rules unlike in previous studies based on one time regulatory tick size changes like the u s decimalization we can separately identify and control for marketwide volatility changes second we avoid the pitfalls of biased volatility measurement across regimes by using the range as a tick size robust volatility metric panel regressions controlling for marketwide volatility effects show at high levels of statistical significance that the hourly range volatility of individual stocks increases by more than 30 for a 20 exogenous increase in transaction costs due to tick size variations in the french trading system in the light of this evidence higher transaction costs in general and security transaction taxes in particular should be considered as volatility increasing jel f3 g1 g14

minimum price variations discrete bid ask spreads and quotation sizes exchange minimum price variation regulations create discrete bid ask spreads if the minimum quotable spread exceeds the spread that otherwise would be quoted spreads will be wide and the number of shares offered at the bid and ask may be large a cross sectional discrete spread model is estimated by using intraday stock quotation spread frequencies the results are used to project 1 16 spread usage frequencies given a 1 16 tick projected changes in quotation sizes and in trade volumes are obtained from regression models for stocks priced under 10 the models predict spreads would decrease 38 percent quotation sizes would decrease 16 percent and daily volume would increase 34 percent article published by oxford university press on behalf of the society for financial studies in its journal the review of financial studies

unemployment persistence is there evidence for stigma effects we present evidence for a highly significant interaction between state dependence in individual unemployment risk and the business cycle the disadvantage from having been unemployed in the previous period is smaller in times of relatively high unemployment and larger in times of low unemployment this is consistent with the existence of stigma effects in the sense that unemployed individuals face difficulties finding a new job because employers interpret unemployment as a negative signal and do so especially when it is easier to find jobs i e when unemployment is low

the british low wage sector and the employment prospects of the unemployed abstractare low wages a way for the unemployed to switch to higher paying jobs using data from the british household panel survey the labour market dynamics of unemployed low paid and higher paid employed men are analysed moreover the respective un employment duration and occupational skill level are accounted for results show that in general low wages significantly reduce the risk of future unemployment and increase the chances of ascending the salary ladder especially in the case of long term unemployment 360 days furthermore the occupational skill level has a substantial influence on the upward mobility of low paid jobs individuals working in the initial period in a low paid and higher skilled occupation have on average an 11 percentage points higher probability of entering higher pay compared to when working in a low paid and low skilled occupation

liquidity in auction and specialist market structures evidence from the italian bourse abstract several studies find that bid ask spreads for stocks listed on the nyse are lower than for stocks listed on nasdaq while this suggests that specialist market structures provide greater liquidity than competing dealer markets the nature of trading on the nyse which comprises a specialist competing with limit order flow obfuscates the comparison in 2001 a structural change was implemented on the italian bourse many stocks that traded in an auction market switched to a specialist market where the specialist controls order flow results confirm that liquidity is significantly improved when stocks commence trading in the specialist market analysis of the components of the bid ask spread reveal that the adverse selection component of the spread is significantly reduced this evidence suggests that specialist market structures provide greater liquidity to market participants

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

tick size share prices and stock splits minimum price variation rules help explain why stock prices vary substantially across countries and other curiosities of share prices companies tend to split their stock so that the institutionally mandated minimum tick size is optimal relative to the stock price a large relative tick size provides an incentive for dealers to make markets and for investors to provide liquidity by placing limit orders despite its placing a high floor on the quoted bid ask spread a simple model suggests that idiosyncratic risk firm size and visibility of the firm affect the optimal relative tick size and thus the share price in stock markets around the world the average price per share differs substantially the median u s stock for example sells for about 40 a typical london stock sells for about 5 7 50 and a typical hong kong share is about 2 furthermore when stock prices rise above a country s usual trading range firms often split their stocks to restore prices to that range why are these price ranges so different among countries these trading ranges can be remarkably stable over time during the half century from 1943 to 1994 the s p composite index increased over 1 500 percent yet the average new york stock exchange nyse share price was

imperfect competition in financial markets an empirical study of island and nasdaq the competition between island and nasdaq at the beginning of the century offers a natural laboratory to study competition between and within trading platforms and its consequences for liquidity supply our empirical strategy takes advantage of the difference between the pricing grids used on island and nasdaq as well as of the decline in the nasdaq tick using the finer grid prevailing on their market island limit order traders undercut nasdaq quotes much more than they undercut one another the drop in the nasdaq tick size triggered a drop in island spreads despite the island tick already being very thin before nasdaq decimalization we also estimate a structural model of liquidity supply and find that island limit order traders earned rents before nasdaq decimalization our results suggest that perfect competition cannot be taken for granted even on transparent open limit order books with a very thin pricing grid

simple solutions to the initial conditions problem in dynamic nonlinear panel data models with unobserved heterogeneity i study a simple widely applicable approach to handling the initial conditions problem in dynamic nonlinear unobserved effects models rather than attempting to obtain the joint distribution of all outcomes of the endogenous variables i propose finding the distribution conditional on the initial value and the observed history of strictly exogenous explanatory variables the approach is flexible and results in simple estimation strategies for at least three leading dynamic nonlinear models probit tobit and poisson regression i treat the general problem of estimating average partial effects and show that simple estimators exist for important special cases copyright 2005 john wiley sons ltd

toward a national market system for u s exchange listed equity options in its response to the 1975 congressional mandate to implement a national market system for financial securities the securities and exchange commission sec initially exempted the option market recent dramatic changes in the structure of the option market prompted the sec to revisit this issue we examine a sample of actively traded multiply listed equity options to ask whether this market s characteristics appear consistent with the goals of producing economically efficient transactions and facilitating best execution we find marked changes between june 2000 when quotes are often ignored and january 2002 when the market more closely resembles a national market equity option trading changed dramatically with the beginning of vigorous competition for order flow in many actively traded options during august 1999 the

market making with costly monitoring an analysis of the soes controversy we develop a model of price formation in a dealership market where monitoring of the information flow requires costly effort the result is imperfect monitoring which creates profit opportunities for speculators who pick off stale quotes externalities associated with monitoring give rise to multiple equilibria in which dealers earn strictly positive expected profits we obtain various policy implications a switch to automatic execution can improve or worsen spreads and price discovery depending on the specific equilibrium a reduction in the minimum quoted depth tightens the spread but it reduces price efficiency our analysis is relevant for the soes controversy given that speculators in our model behave as the real world soes bandits our model predicts that soes bandits should trade in stocks with small spreads and that soes bandit activity should widen the spread we provide empirical evidence consistent with these predictions

competition and collusion in dealer markets this article develops a game theoretic model to analyze market makers intertemporal pricing strategies we show that dealers who adopt noncooperative pricing strategies may set bid ask spreads above competitive levels this form of implicit collusion differs from explicit collusion where dealers cooperate to fix prices price discreteness or asymmetric information are not required for collusion to occur rather institutional arrangements that restrict access to the order flow are important determinants of the ability to collude because they reduce dealers incentives to compete on price public policy efforts to increase interdealer competition should focus on such restrictions

the ex dividend day behavior of stock prices the case of japan we provide a comprehensive empirical analysis of stock price behavior around the ex dividend day in japan we find that prices rise on the ex day and that dividend related tax effects appear to be secondary returns around ex dividend days are dominated by the proximity of many ex days to the fiscal year end excess returns of 1 percent which are independent of any dividend related considerations are higher than round trip transaction costs on medium sized transactions prices seem to imply selling pressure before and buying pressure at the start of the new fiscal year these trading patterns appear to be motivated by intercorporate manipulative trading around the end of the firms fiscal year which are unrelated to dividends article published by oxford university press on behalf of the society for financial studies in its journal the review of financial studies

quotes order flow and price discovery the goal of this article is to examine the impact of 1975 congressional mandate to integrate the trading of nyse listed stocks the conclusions are most of the time the new york stock exchange nyse quote matches or determines the best displayed quote and the nyse is the most frequent initiator of quote changes non nyse markets attract a significant portion of their volume when they are posting inferior bids or offers indicating they obtain order flow for other reasons such as payment for order flow yet when a non nyse market does post a better bid or offer it does attract additional order flow

eighths sixteenths and market depth changes in tick size and liquidity provision on the nyse using limit order data provided by the nyse we investigate the impact of reducing the minimum tick size on the liquidity of the market while both spreads and depths quoted and on the limit order book declined after the nyse s change from eighths to sixteenths depth declined throughout the entire limit order book as well the combined e ect of smaller spreads and reduced cumulative limit order book depth has made liquidity demanders trading small orders better o however traders who submitted

human vs high frequency traders penny jumping and tick size abstract this paper examines changes in market quality resulting from the smaller tick size of the interbank foreign exchange market coupled with the lower tick size the special composition of traders and their order placement strategies created a suitable environment for high frequency traders hft s to implement sub penny jumping strategy to front run human traders we show that the spread declined following the introduction of decimal pip pricing however benefits of spread reduction were mostly absorbed by the hft s market depths were also significantly reduced with the occupation of the top of the order book by hft s this new environment changed the market maker market taker composition between different traders and altered price impacts of the order flows

is information assimilated at announcements in the european carbon market abstract we examine the high frequency new information impact on prices volatility trading volume and illiquidity at scheduled macroeconomic and verified emissions announcements for the european carbon futures market verified emissions united states non farm payroll and german new factory order macroeconomic announcements impact carbon prices swiftly within 5 min we show that a one standard deviation surprise increase in verified emission announcements is associated with an approximate ten percentage point 9 96 increase in carbon futures returns a wait and see stylized trading behavior is evident at announcements in volatility and trading volumes market illiquidity increases at announcements in relation to united states non farm payroll albeit there is no evidence of an increase in illiquidity prior to announcements the development of new information impact over time occurs mainly in the at announcement 5 minute time interval

the interrelated dynamics of unemployment and low wage employment this paper examines the extent of state dependence in unemployment and the role played in this by intervening low wage employment a range of dynamic random and fixed effects estimators are compared low wage employment is found to have almost as large an adverse effect as unemployment on future prospects and the difference in their effects is found to be insignificant evidence is presented that low wage jobs act as the main conduit for repeat unemployment and considerably increases its probability obtaining a higher wage job reduces the increased risk of repeat unemployment to insignificance

trade execution costs and market quality after decimalization this study assesses trade execution costs and market quality for nyse and nasdaq stocks before and after the 2001 change to decimal pricing several theoretical predictions are confirmed quoted bid ask spreads declined substantially on each market with the largest declines for heavily traded stocks the percentage of shares receiving price improvement increased on the nyse but not on nasdaq however those trades completed at prices within or outside the quotes were improved or disimproved by smaller amounts after decimalization and trades completed outside the quotes saw the largest reductions in trade execution costs as a class effective bid ask spreads as a percentage of share price arguably the most relevant measure of execution costs for smaller trades averaged 0 33 on a volume weighted basis after decimalization for both nyse and nasdaq stocks there is no evidence of systematic intraday reversals of quote changes on either market as would be expected if decimalization had damaged liquidity supply

heterogeneity in unemployment state dependence by applying a heterogeneous slope model this paper shows that unemployment state dependence varies across workers assuming a homogeneous effect of past unemployment on the risk of staying unemployed underestimates the scarring effect of unemployment in the majority of countries analyzed

new empirical evidence on the bid ask spread in this article we model the determinants of spread for 734 firms listed on the nyse over the period 1 january 1998 to 31 december 2008 we propose a panel data model of the determinants of spread there are four main messages emerging from our work we find a statistically significant effect of volume on spread inconsistent with the work of johnson 2008 on price we find mixed results consistent with the literature on the effect of price volatility on spread our results are completely the opposite of the cross sectional literature but sides with the relatively recent work of chordia et al 2001 we allow for persistence of spread as a determinant of spread and find significant evidence of spread persistence across all 16 sectors finally we examine size effects and find statistically strong evidence of size effects based on the relationship between price and spread persistence and spread and volatility and spread

does idiosyncratic risk really matter goyal and santa clara 2003 find a significantly positive relation between the equalweighted average stock volatility and the value weighted portfolio returns on the nyse amex nasdaq stocks for the period of 1963 08 to 1999 12 we show that this result is driven by small stocks traded on the nasdaq and is in part due to a liquidity premium in addition their result does not hold for the extended sample of 1963 08 to 2001 12 and for the nyse amex and nyse stocks more importantly we find no evidence of a significant link between the value weighted portfolio returns and the median and value weighted average stock volatility the intertemporal relation between risk and return has long been an important topic in asset pricing literature most asset pricing models postulate a positive relationship between a stock portfolio s expected returns and risk which is often modeled by the variance or standard deviation of the portfolio s returns however there is no agreement about the existence of such a trade off for stock market indices 1 while return volatility is an intuitively appealing measure of risk different approaches used by previous researchers suggest that no clear consensus has emerged regarding its relevance 2 whether or not investors require a larger risk premium on average for investing in a security during times when the security is more risky remains an open question

penny pricing and the components of spread and depth changes abstract recent studies show that decimal pricing led to significant reductions in the spread and depth on the nyse in this paper we examine how the observed changes in the spread and depth can be attributed to different factors we show that stocks with higher proportions of one tick spreads and odd sixteenth quotes and more frequent trading before decimalization experienced larger declines in the spread and depth afterwards we interpret this result as evidence of reduced binding constraints and increased price competition under decimal pricing we also find that decimal pricing led to nontrivial changes in select stock attributes and that these changes exerted an additional impact on spreads and depths our results suggest that sub penny pricing may further reduce the spreads of high volume low risk or low price stocks

tick size bid ask spreads and market structure we propose a link between market structure and the resulting market characteristics tick size bid ask spreads quote clustering and market depth we analyze transactions data of stocks traded on the london stock exchange a dealer market we conclude that market charateristics are endogenous to the market structure the london dealer market does not have a mandated tick size and it exhibits higher spreads higher quote clusterings and higher market depth than the nyse auction market clustering of trade prices is similar in london and new york

making cents of tick sizes the effect of the 2016 u s sec tick size pilot on limit order book liquidity abstract we use the 2016 u s sec tick size pilot to examine the effects of an increase in the minimum price variation on limit order book liquidity in nasdaq listed stocks on the nasdaq exchange for treatment stocks with an average pre pilot quoted spread less than 0 05 the tick size increase is binding and leads to a significant decrease in liquidity in the limit order book specifically the implied cost to trade at and away from the best bid and offer prices increases and the limit order book becomes less resilient the amount of time required for a deviation in liquidity to return to its long run mean for treatment stocks with an average pre pilot quoted spread of at least 0 05 the tick size increase is non binding and leads to either a slight decrease or no change in limit order book liquidity

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

symposium on market microstructure focus on nasdaq abstract this special issue of the journal of financial economics includes six articles that analyze the market microstructure of nasdaq in various ways the question of the costs of trading on nasdaq has become contentious in both the academic and legal regulatory arenas since the christie and schultz 1994 article first noted that many actively traded nasdaq stocks were almost never quoted on odd eights the articles in this symposium bring new and interesting insights to this debate

estimation bias induced by discrete security prices commonly equilibrium security prices are modeled by continuous state stochastic processes while observed prices are rounded into discrete units this paper models the rounding mechanism and examines the probabilistic structure of the resultant rounded process we provide accurate and simple estimates of the inflation in estimated variance and kurtosis induced by ignoring rounding in particular the maximum likelihood estimate of security price volatility using rounded prices is developed and a simulation analysis is performed to examine the small sample properties of this estimator for many practical applications a simple correction for rounding becomes available

a comment on barnett and block on time deposit and bagus and howden on loan maturity mismatching in time deposits dimension and fraud 2009 william barnett and walter block argue that by borrowing short and lending long there is an over issuance of property rights their article however does not fully extend the consequences of their contribution once this is done it becomes clearer that their argument suits a great impediment to banking becoming a possible reason to support rather than to oppose fractional reserve banking bagus and howden j bus ethics 90 3 399 406 2009 comment on barnett and block j bus ethics 88 4 711 716 2009 the authors claim that while maintaining the illegitimacy of fractional reserve deposits borrowing short and lending long it is actually not illegitimate an extension on bagus and howden 2009 will show that their line of argumentation can be applied as a defense of fractional reserve banking as well

modeling the bid ask spread measuring the inventory holding premium the need to understand and measure the determinants of market maker bid ask spreads is crucial in evaluating the merits of competing market structures and the fairness of market maker rents this study develops a simple parsimonious model for the market maker s spread that accounts for the effects of price discreteness induced by minimum tick size order processing costs inventory holding costs adverse selection and competition the inventory holding and adverse selection cost components of spread are modeled as an option with a stochastic time to expiration this inventory holding premium embedded in the spread represents compensation for the price risk borne by the market maker while the security is held in inventory the premium is partitioned in such a way that the inventory holding and adverse selection cost components as well as the probability of an informed trade are identified the model is tested empirically using nasdaq stocks in three distinct minimum tick size regimes and is shown to perform well both in an absolute sense and relative to competing specifications

technical analysis and liquidity provision the apparent conflict between the level of resources dedicated to technical analysis by practitioners and academic theories of market efficiency is a long standing puzzle we explore a previously unexamined feature of technical analysis namely its relation to liquidity provision we demonstrate that support and resistance levels coincide with peaks in depth on the limit order book and moving average forecasts reveal information about the relative position of depth on the book furthermore we show that these relationships stem from technical rules locating depth already in place on the limit order book copyright 2004 oxford university press