bid ask spreads volume and volatility evidence from livestock markets using literature based measures and a modified bayesian method specified here we estimate liquidity costs and their determinants for the live cattle and hog futures markets volume and volatility are simultaneously determined and significantly related to the bid ask spread daily volume is negatively related to the spread while volatility and average volume per transaction display positive relationships electronic trading has a significant competitive effect on liquidity costs particularly in the live cattle market results are sensitive to the bid ask spread measure with our modified bayesian method providing estimates most consistent with expectations and the competitive structure in these markets

an equilibrium model of asset trading with sequential information arrival in an effort to better understand the dynamic market price adjustment process this paper develops a model which describes the impact of new information on a financial market the primary emphasis is on the price change volume relationship in the presence of a margin requirement we find that the margin requirement significantly affects the relation of price change to volume furthermore this relationship is shown to be affected by the number of investors in the market the degree of information dissemination differences in interpretation of information and the implicit cost of the margin requirement

collaborative replenishment in the presence of intermediaries in complex supply chains downstream buyers would often replenish individually from intermediaries instead of directly dealing with original manufacturers although collaborative replenishment from intermediaries might generate benefits significant cost reductions could be achieved when direct replenishments from manufacturers are considered this paper constructs a general model to study collaborative replenishment in multi product chains with alternative sources of supply i e manufacturers and intermediaries a collaborative organization determines the optimal choices of replenishment sources on behalf of its members to minimize collective costs we introduce a class of cooperative games associated with these situations and give sufficient conditions for their concavity we investigate the choice of allocation rule and its effect on supply chain efficiency when buyers strategically participate in the collaborative organization we prove that the shapley value coordinates the supply chain i e it makes complete participation the best strategy for buyers even under asymmetric information this setting is compared with an alternative structure where buyers can only collaborate in source specific replenishment organizations that purchase all requested products either from intermediaries or manufacturers although there are always participation strategies that result in minimum collective cost it is impossible to find allocation rules for source specific replenishment organizations that always motivate the buyers to choose such strategies

is the corn futures market noisier the impact of high frequency quoting the paper pioneers research on high frequency hf quoting noise in electronically traded agricultural futures markets hf quoting quickly cancelling posted limit orders and replacing them with n

note periodic review s s policies for joint replenishment inventory systems this note deals with the joint replenishment problem with stochastic demands a new class of policies called ps s policy is proposed for this problem the proposed policy uses independent periodic review s s policies for each item results on test problems show that the proposed policy is superior to other classes of policies for the problem

the cost allocation issue in joint replenishment abstract joint replenishment for several products to achieve a lower inventory logistics cost has been a topic of extensive studies less attention has been paid to the issue of deciding how the joint replenishment costs should be allocated across the individual products ideally when items are ordered together one would require a stable cost allocation such that no subset of products subsidizes another subset when part of each product s ordering cost is product specific and part can be shared with other products like in a 3pl setting of anily and haviv it has been shown that even when a stable allocation exists such an allocation might be difficult to compute in addition usually the components of ordering costs are partially determined using estimates and accounting discretion this paper provides two main insights for determining an appropriate cost allocation it provides the means to test how sensitive a stable cost allocation is to a range of cost parameter values then in a computational study it is shown how to obtain a stable cost allocation without excessive computation

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

the time pattern of hedging and the volatility of futures prices the paper proposes a multi period model of hedging which allows for a futures position to be revised within the cash market holding period within this framework we assess the robustness of the two period theory of hedging when generalized to many periods we characterize the normal time path of a hedge and the way it is affected by the requirement that futures accounts mark to market daily finally we show how the resolution of production uncertainty over time affects hedging behavior and determines the volatility of futures prices in the large literature on hedging in futures markets the principal analytical accounts of hedging are framed in a two trade date setting an agent commits himself now to a future purchase or sale of a good whose cash price later is uncertain this risk is hedged by purchase or sale of an appropriate number of futures contracts and holding this futures position until the cash transaction is realized in the present paper we formulate a multi period model of hedging which allows for the futures position to be revised within the cash market holding period the resulting analysis captures an important institutional reality that is absent in a two trade date model namely the fact that the day to day fluctuations of the futures price will generate a series of random cash flows over the period during which a futures position is held this is due to the requirement that futures accounts mark to market daily within this framework we address a number of issues first we assess the robustness of the two period theory of hedging when generalized to many periods second we characterize the normal time path of a hedge and contrast futures and forward contracts from the perspective of an individual hedger finally we show how the resolution of production uncertainty over time affects hedging behaviour and determines the volatility of futures prices while the literature on asset demand in a multiperiod setting is large futures markets are specifically treated in a limited number of studies grauer and litzenberger 1976 are concerned principally with characterizing the relation of spot and futures prices in a market for a storable periodically produced commodity they offer a rationale for positive stock holding in markets where spot price exceeds the futures price richard and sundaresan 1980 are also concerned primarily with characterizing price behaviour since they posit identical consumers in equilibrium individual holdings of futures are zero there is no hedging activity in the sense that we understand it breeden 1980b analyzes the optimal futures position sizes in a multiperiod setting his framework is more general than ours in that his is a multi good multi asset model where preferences

bivariate garch estimation of the optimal commodity futures hedge six different commodities are examined using daily data over two futures contract periods cash and futures prices for all six commodities are found to be well described as martingales with near integrated garch innovations bivariate garch models of cash and futures prices are estimated for the same six commodities the optimal hedge ratio ohr is then calculated as a ratio of the conditional covariance between cash and futures to the conditional variance of futures the estimated ohrs reveal that the standard assumption of a time invariant ohr is inappropriate for each commodity the estimated ohr path appears non stationary which has important implications for hedging strategies

stochastic linear programming games with concave preferences abstract we study stochastic linear programming games a class of stochastic cooperative games whose payoffs under any realization of uncertainty are determined by a specially structured linear program these games can model a variety of settings including inventory centralization and cooperative network fortification we focus on the core of these games under an allocation scheme that determines how payoffs are distributed before the uncertainty is realized and allows for arbitrarily different distributions for each realization of the uncertainty assuming that each player s preferences over random payoffs are represented by a concave monetary utility functional we prove that these games have a nonempty core furthermore by establishing a connection between stochastic linear programming games linear programming games and linear semi infinite programming games we show that an allocation in the core can be computed efficiently under some circumstances

the term structure of implied forward volatility recovery and informational content in the corn options market using a flexible method we develop the term structure of volatility implied by corn futures options with differing maturities and evaluate its ability to predict subsequent realized price volatility the implied forward volatilities anticipate realized volatility well for the nearby interval the implied forward volatilities provide unbiased forecasts and are superior to forecasts based on historical volatilities for more distant intervals early year options predict the direction and magnitude of future volatility changes about as well as a three year moving average and better than a naive forecast however later year options display less forecast power in part due to reduced trading activity

price volatility in niger millet markets price volatility of food staples is one of the most complex factors affecting food security recent food price crises have raised academic interest in improved volatility assessment the widely held assumption in econometric volatility models that long run volatility is constant has been recently questioned and partly blamed for these crises a multiplicative mgarch model recently proposed by bauwens et al is used in this article to model price volatility transmission along the niger millet marketing chain results suggest important volatility links between consumer and producer prices as well as noteworthy differences between short and long run price dynamics

the effects of commodity price stabilization programs in this paper the authors analyze the effects of commodity programs in which the government attempts to support and stabilize price through open market purchases and sales specifically they as sess the effects of such programs on the u s soybean market using a rational expectations model that allows for private storage expected price responsive production and arbitrary support and release price s a salient feature of the model is that private storage and product ion behavior adjusts to changes in government policy stochastic simu lations of the market model demonstrate that price stabilization prog rams can reduce long run market price and destabilize producer revenu e copyright 1988 by american economic association

partially overlapping time series a new model for volatility dynamics in commodity futures in commodity futures markets contracts with various delivery dates trade simultaneously applied researchers typically discard the majority of the data and form a single time series by choosing only one price observation per day this strategy precludes a full understanding of these markets and can induce complicated nonlinear dynamics in the data in this paper i introduce the partially overlapping time series pots model to model jointly all traded contracts the pots model incorporates time to delivery storability seasonality and garch effects i apply the pots model to corn futures at the chicago board of trade and the results uncover substantial inefficiency associated with delivery on corn futures the results also support two theories of commodity pricing the theory of storage and the samuelson effect copyright 2005 john wiley sons ltd

design and analysis of mechanisms for decentralized joint replenishment abstract we consider jointly replenishing multiple firms that operate under an eoq like environment in a decentralized non cooperative setting each firm s demand rate and inventory holding cost rate are private information we are interested in finding a mechanism that would determine the joint replenishment frequency and allocate the joint ordering costs to these firms based on their reported stand alone replenishment frequencies if they were to order independently we first provide an impossibility result showing that there is no direct mechanism that simultaneously achieves efficiency incentive compatibility individual rationality and budget balance we then propose a general two parameter mechanism in which one parameter is used to determine the joint replenishment frequency another is used to allocate the order costs based on firms reports we show that efficiency cannot be achieved in this two parameter mechanism unless the parameter governing the cost allocation is zero when the two parameters are same a single parameter mechanism we find the equilibrium share levels and corresponding total cost we finally investigate the effect of this parameter on equilibrium behavior we show that properly adjusting this parameter leads to mechanisms that are better than other mechanisms suggested earlier in the literature in terms of fairness and efficiency

how much of commodity price behavior can a rational expectations storage model explain a rational expectations competitive storage model was applied to the u s corn market to assess the aptness of this framework in explaining monthly price behavior in an actual commodity market relative to previous models extensive realism was added to the model in terms of how production activities and storage costs are specified by modeling convenience yield backwardation in prices between crop years did not depend on the unrealistic assumption of zero ending stocks our model generated cash prices that were distributed with positive skewness and kurtosis and mean and variance that increased over the storage season comparable to the persistence and the occasional spikes observed in commodity prices futures prices were generated as conditional expectations of cash prices at contract maturity and the variances of futures prices exhibited realistic time to maturity and seasonal patterns model realizations of cash and futures prices over many years were used to demonstrate the wide variety of price behaviors that could be observed in an efficient market with a similar market structure implying that economic and policy implications drawn from short historical samples of prices could be misleading

futures markets a consequence of risk aversion or transactions costs a two period model of an industry of risk neutral processors who have nonlinear production costs and who face transact ions costs in the spot and futures markets is put forth as a countere xample to the models of commodity markets in which processors risk a version plays the major role the model s equilibrium exhibits the sa lient endogenous features of actual commodity markets namely that t he futures price is below the current spot price that processors hol d inventories despite this opportunity cost that those holding inven tories are short in futures and that processors as a group hold an u nbalanced usually net short position in the futures market copyright 1987 by university of chicago press

pre harvest price expectations for corn the information content of usda reports and new crop futures this article examines the puzzle of why futures prices continue to react to usda crop reports despite the fact that reports appear to be no longer newsworthy that is provide no better production estimates than private forecasts the information value of reports is measured in terms of their influence on rational agents harvest time corn price expectations which are uncovered using a hamilton type modeling approach results show that reports are still newsworthy as they would contribute to agents price expectations if released a day early thus futures price reactions which closely reflect price expectations are rational and consistent with efficient markets hypothesis copyright 2008 oxford university press

intraday market effects in electronic soybean futures market during non trading and trading hour announcements abstractthis article investigates market reactions to major united states department of agriculture announcements during non trading and trading hours in the soybean futures market using microstruc

algorithmic quoting trading and market quality in agricultural commodity futures markets this paper investigates the effect of algorithmic trading activity as measured by quoting on the corn soybean and live cattle commodity futures market quality using the cme s limit order book

inflation tax rules and investment some econometric evidence this paper presents econometric evidence on the effect of tax incentives on business investment in the united states in the period from 1953 through1978 the analysis emphasizes that the interaction of inflation and existing tax rules has contributed substantially to the decline of business investment since the late 1960 s because the investment process is far too complex for any simple econometric model to be convincing i have estimated three quite different models of investment behavior the strength of the empirical evidence rests on the fact that all three specifications support the same conclusion more generally the analysis and evidence show that theoretical models of macroeconomic equilibrium should specify explicitly the role of distortionary taxes especially taxes on capital income the failure to include such tax rules can have dramatic and misleading effects on the qualitative as well as the quantitative properties of macroeconomic theories this paper was presented as the fisher shultz lecture at the fourth world congress of the econometric society 29 august 1980 in aix en province this abstract was borrowed from another version of this item this abstract was borrowed from another version of this item this abstract was borrowed from another version of this item this abstract was borrowed from another version of this item this abstract was borrowed from another version of this item this abstract was borrowed from another version of this item this abstract was borrowed from another version of this item this abstract was borrowed from another version of this item this abstract was borrowed from another version of this item this abstract was borrowed from another version of this item this abstract was borrowed from another version of this abstract was borrowed from another version of this item

limit orders depth and volatility evidence from the stock exchange of hong kong we investigate the role of limit orders in the liquidity provision in a pure orderdriven market results show that market depth rises subsequent to an increase in transitory volatility and transitory volatility declines subsequent to an increase in market depth we also examine how transitory volatility affects the mix between limit orders and market orders when transitory volatility arises from the ask bid side investors will submit more limit sell buy orders than market sell buy orders this result is consistent with the existence of limit order traders who enter the market and place orders when liquidity is needed

periodic versus can order policies for coordinated multi item inventory systems the coordinated multi item inventory problem refers to the problem of managing inventories where there is a joint fixed cost for replenishing plus an item by item fixed cost for each item included in the replenishment order given that the optimal solution is likely to be too complex attention has focused on fixed heuristics and in particular can order or s c s policies this paper makes two contributions first a new lower bound on the cost of the optimal policy is proposed in order that the performance of heuristics may be measured second motivated by the lower bound a simple periodic policy is proposed and shown to be an improvement over can order policies for many data sets

the behavior of bid ask spreads in the electronically traded corn futures market this is the first paper to analyze liquidity costs in agricultural futures markets based on the observed bid ask spread bas faced by market participants the results reveal a highly liquid corn market that mostly offers order execution at minimum cost the bas responds negatively to volume and positively to price volatility but also affects volume traded and price volatility while statistically significant these responses on a cents bushel or a percentage basis are generally small liquidity costs are also virtually impervious to short term changes in demand for spreading and trend following trader activity as well as differences from day of the week changes in market activity much larger cents bushel and percentage changes in bas occur during commodity index trader roll periods and on usda report release days the roll period findings indicate a sunshine trading effect while announcement effects identify the importance of unexpected information and adverse selection on order execution costs overall our research demonstrates that the transition to electronic trading in the corn futures market has led to low and stable liquidity costs despite the market turbulence in 2008 2009

announcement effects and the theory of storage an empirical study of lumber futures we investigate how lumber futures returns are affected by monthly housing starts announcements and analyze the dependence of the response on lumber inventories and time to delivery to do so we develop a generalized least squares gls method to jointly analyze simultaneously traded contracts we find that increases in the unanticipated component of housing starts announcements increase returns on lumber futures contracts further and as predicted by the theory of storage but previously unrecorded the effects of housing starts shocks decline with lumber inventories there is also a time to delivery effect near delivery contracts respond more sharply to housing starts news than do farther out contracts

the value of public information in commodity futures markets abstract the informational value of u s department of agriculture usda corn and soybean production forecasts is investigated for the period 1971 1992 three tests of informational content are applied overall the results suggest usda corn and soybean forecasts provide valuable information to participants in commodity futures markets this value does appear to have declined especially since the mid 1980s

coordinated replenishments in a multi item inventory system with compound poisson demands in many practical applications or multi item inventory systems significant economies of scale can be exploited when coordinating replenishment orders for groups of items this paper considers a continuous review multi item inventory system with compound poisson demand processes excess demands are backlogged and each replenishment requires a lead time there is a major setup cost associated with any replenishment of the family of items and a minor item dependent setup cost when including a particular item in this replenishment moreover there are holding and penalty costs we present an algorithm which searches for a simple coordinated control rule minimizing the long run average cost per unit time subject to a service level constraint per item on the fraction of demand satisfied directly from on hand inventory this algorithm is based on a heuristic decomposition procedure and a specialized policy iteration method to solve the single item subproblems generated by the decomposition procedure the model applies to multi location inventory systems with similar cost structures for coordinated deliveries

quantifying the wasde announcement effect this article uses a two stage gls model to quantify the world agricultural supply and demand estimates wasde announcement effect for cotton soybeans and hard winter wheat controlling for important factors associated with commodity price volatility the information presented by the overlapping nature of futures contracts is exploited to estimate conditional effects by month inventory conditions and delivery horizon results in this article show that the wasde announcement effect persists across contract positions is not limited to months that include nass crop survey data is amplified during low carryover periods for soybeans and wheat and is rapidly incorporated into futures prices

short and long run determinants of commodity price volatility to explain price volatility in the u s agricultural energy and metal futures markets we estimate a model of common and commodity specific high and low frequency factors by building on the spline garch model of engle and rangel 2008 a better model fit results from allowing the unconditional variance to slowly change over time moreover the persistence of volatility shocks is shown to be much weaker than what standard garch models imply combining the volatility results with monthly macroeconomic indicator data we find that decomposing realized volatility into high and low frequency components better reveals the impact of slowly evolving aggregate variables on price volatility moreover over the period 1990 2005 most of the macroeconomic variables had similar effects within the same commodity category e g grain but their effects differed across commodity groups e g grain versus livestock over the period 2006 2009 however commodity specific factors dominated common factors copyright 2013 oxford university press

interest rates and investment spending some empirical evidence for postwar u s producer equipment 1947 1980 the empirical evidence on the effect of interest rates on aggregate investment behavior is ambiguous the early neoclassical models of investment e g hall and jorgenson 1967 jorgenson and stephenson 1967 and the putty clay extensions e g bischoff 1969 1971 imposed various nonlinear restrictions on demand shifters and the user cost of capital some studies use the nominal interest rate in constructing user cost whereas others use a proxy for the real rate given these restrictions and different definitions of user cost of capital it is difficult to distinguish the interest rate effect nominal or real from other effects on investment behavior moreover some writers e g eisner and nadiri 1968 eisner 1978 clark 1979 concluded that interest rates are not empirically relevant the latter authors empirical findings point to the accelerator effect to be the most critical determinant of investment spending this paper explores the dynamic effect of interest rates on investment spending utilizing vector autoregressions nominal interest rate innovations have a strong and persistent effect on investment overshadowing animal spirit or own investment innovations and gnp innovations this result is robust to different ordering of the contemporary innovations by imposing cross equation restrictions we test the fama litterman weiss hypothesis that nominal yields affect investment since they provide information on future gnp this hypothesis cannot be rejected at high significant levels the strong and persistent nominal interest rate effect on investment is eliminated when we include a rational expectations predictor of future gnp in the var system the results therefore support the accelerator model of investment we acknowledge financial assistance from nsf grant no ses 84 11396 and columbia business school we are indebted to joe altonji robert b litterman laurence weiss james poturba and an anonymous referee for their valuable comments we would also like to thank participants at workshops at columbia minnesota princeton cuny nyu queens carleton and montreal for helpful suggestions

the long term structure of commodity futures futures markets on agricultural commodities typically trade with maximum maturity dates of less than four years if these markets did trade with maturities eight or ten years distant futures prices would have value as price forecasts and as a way to structure long term swaps and insurance contracts agricultural commodity markets generally exhibit mean reversion in spot prices and convenience yields spot markets also exhibit seasonality this study develops and implements a procedure to generate long term futures curves from existing futures prices data on lean hogs and soybeans are used to show that the method provides plausible results copyright 2012 oxford university press

supply chain coordination perspectives empirical studies and research directions supply chains sc are generally complex and are characterized by numerous activities spread over multiple functions and organizations which pose interesting challenges for effective sc coordination to meet these challenges sc members must work towards a unified system and coordinate with each other a systematic literature review is presented in this paper to throw light on the importance of sc coordination the objectives of this paper are to report and review various perspectives on sc coordination issues understand and appreciate various mechanisms available for coordination and identify the gaps existing in the literature a framework is suggested indicating scope for further research

policy shocks and market based regulations evidence from the renewable fuel standard the renewable fuel standard mandates large increases in u s biofuel consumption and is implemented using tradable compliance credits known as rins in early 2013 rin prices soared causing the regulator to propose reducing future mandates we estimate empirically the effect of three policy shocks that reduced the expected mandates in 2013 we find that the largest of these shocks decreased the value of the fuel industry s 2013 compliance obligation by 7 billion we then study the effects of the shocks on commodity markets and the market value of publicly traded biofuel firms results show that the burden of the mandate reductions fell primarily on advanced biofuel firms and commodity markets of the marginal compliance biofuel we argue that the policy shocks reduced the incentive to invest in the technologies required to meet the future objectives of the rfs and discuss alternative policy designs to address the problems that arose in 2013

cooperation and game theoretic cost allocation in stochastic inventory models with continuous review we study cooperation strategies for companies that continuously review their inventories and face poisson demand our main goal is to analyze stable cost allocations of the joint costs these are such that any group of companies has lower costs than the individual companies if such allocations exist they provide an incentive for the companies to cooperate we consider two natural cooperation strategies i the companies jointly place an order for replenishment if their joint inventory position reaches a certain reorder level and ii the companies reorder as soon as one of them reaches its reorder level numerical experiments for two companies show that the second strategy has the lowest joint costs under this strategy the game theoretical shapley value and the distribution rule a cost allocation in which the companies share the procurement cost and each pays its own holding cost are shown to be stable cost allocations these results also hold for situations with three companies

time to build and investment the paper investigates the effect of the time to build technology on investment dynamics it explains the positive autocorrelation of investment by showing that investment is serially correlated once the time to build technology is taken into account the paper also shows that the time to build technology can explain a substantial portion of the variation in aggregate investment data using estimated marginal q the paper illustrates that investment responds asymmetrically to different levels of q a fact in favor of the irreversibility argument