the relationship between spot and futures oil prices do structural breaks matter abstract this paper examines the effect of structural breaks on the spot futures oil prices relationship we explore the impact of structural breaks on four critical issues including cointegrating relationships market efficiency under the expectation hypothesis and the no arbitrage rule causalities and forecasting performance of futures oil volatility as far as our empirical results exhibit the structural break we detect endogenously causes some influences on these issues which is in sharp contrast to the conclusions of existing studies our findings offer some implications and suggestions to researchers investors and policymakers

organic labelling private label and u s household demand for fluid milk abstractthe u s fluid milk market has been experiencing two trends in the recent decade the fast growth of private label milk and organic milk using the data from nielsen homescan panel we estimate a censored demand system to study the demand relations among types of milk differentiated by brand types and organic status we find that sociodemographic factors still play important roles in household choice of milk types and fluid milk as a whole is an inferior good moreover as income increases households are more likely to shift from buying conventional milk to organic milk and from private label conventional milk to branded conventional milk as indicated by the asymmetric cross price elasticities corresponding implications for milk producers and marketers are discussed

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

monetary policy indeterminacy and identification failures in the u s results from a robust test we propose a novel identi cation robust test for the null hypothesis that an estimated new keynesian model has a reduced form consistent with the unique stable solution against the alternative of sunspot driven multiple equilibria our strategy is designed to handle identi cation failures as well as the misspeci cation of the relevant propagation mechanisms we invert a likelihood ratio test for the cross equation restrictions cer that the newkeynesian system places on its reduced form solution under determinacy if the cer are not rejected sunspot driven expectations can be ruled out from the model equilibrium and we accept the structural model otherwise we move to a second step and invert an anderson and rubin type test for the orthogonality restrictions or implied by the system of euler equations the hypothesis of indeterminacy is accepted if the or are not rejected we investigate the nite sample performance of the suggested two steps testing strategy by some monte carlo experiments we apply our robust test to a new keynesian ad as model estimated with actual u s post wwii data in spite of some evidence of weak identi cation

units of measurement and the stone index in demand system estimation the stone index typically used in estimating linear almost ideal demand systems is not invariant to changes in units of measurement which may seriously affect the approximation properties of the model a modification to the stone index or use of a regular price index instead are both desirable practices in estimating linear ai models

fiscal policy and financial market movements abstract this paper estimates fiscal policy reaction function in order to investigate the links between financial market movements and fiscal policy outcomes an increase in asset prices affects in a positive and significant manner primary balances with the response reflecting both an increase in government revenues and a fall in government spending the most important impact on fiscal balances is due to changes in residential property prices changes in equity and commercial property prices are also important determinants of fiscal balances our findings suggest that the steepening of the slope of the yield curve contributes to expenditure based fiscal discipline

monetary policy rules and macroeconomic stability some new evidence in a seminal paper richard clarida jordi gall and mark gertler 2000 studied the implica tions of monetary policy for macroeconomic fluctuations using a prototypical forward looking sticky price model of the monetary transmission mechanism they proposed simple forward looking equations for the reaction function of monetary policy to deviations of inflation and output from their implicit targets they estimated these equations over sample periods before and after paul volcker became chairman of the fed they found that the policy rate did not react sufficiently strongly to expected deviations of inflation from target prior to volcker thus violat ing the taylor principle and opening up the possibility of sunspot fluctuations induced by self fulfilling expectations in contrast policy over the volcker greenspan era was found to satisfy the taylor principle and this was seen as an important factor contributing to the conquest of us inflation 1

var analysis and the great moderation post world war ii us macroeconomic history is usually divided into two distinct subperiods the former period which extends up to the end of the volcker disinflation is characterized by a significant extent of macroeconomic turbulence with highly volatile inflation and output growth the latter period from the end of the volcker disinflation up to the present day is marked in contrast by significantly smaller volatilities for both inflation and output growth these dramatic changes in the reduced form properties of the us economy over the last several decades char acterize a phenomenon known as the great moderation see in particular chang jin kim and charles nelson 1999 margaret mcconnell and gabriel perez quiros 2000 a vast empirical literature has investigated the source s of the great moderation in an attempt to disentangle the relative contributions of two main explanations good policy and good luck based on time varying or markov switching structural var methods the good luck hypoth esis has been advocated by a number of authors including james h stock and mark w watson 2003 giorgio e primiceri 2005 christopher sims and tao zha 2006 and luca gambetti evi pappa and fabio canova 2008

monetary policy inflation expectations and the price puzzle this article re examines the var evidence on the price puzzle and proposes a new theoretical interpretation using actual data and two identification strategies based on zero restrictions and model consistent sign restrictions we find that the positive response of prices to a monetary policy shock is historically limited to the sub samples that are typically associated with a weak interest rate response to inflation using pseudo data generated by a sticky price model of the us economy we then show that the structural vars are capable of reproducing the price puzzle only when monetary policy is passive the omission in the vars of a variable capturing expected inflation is found to account for the price puzzle observed in simulated and actual data structural vector autoregressions svars are widely used for measuring and understanding the effects of monetary policy innovations on the aggregate economy while most results in the var literature are consistent with economic intuition and macroeconomic theory the typically found positive and significant reaction of the price level on impact to a monetary policy shock is a fact that most monetary models

what lies beneath a time varying favar model for the uk transmission mechanism we use a time varying factor augmented var to investigate changes in the transmission mechanism of economic shocks in the uk our estimates demonstrate the importance of time variation and suggest that monetary policy shocks had a bigger impact on inflation equity prices and the exchange rate during the inflation targeting period changes in the transmission of policy shocks to bond yields point to more efficient management of long run inflation expectations finally we investigate responses of disaggregated prices with the median becoming more negative and cross sectional patterns consistent with a decrease in the role of cost channels

a structural model of the analysis of retail market power the case of fluid milk we derive a structural model of firm behavior that is composed of the generalized quadratic almost ideal demand system to represent both consumers milk preferences and firm profit maximization conditions that allow for a range of competitive scenarios the importance of this specification is found in its fuller representation of consumer preferences as opposed to the linear approximate almost ideal demand system used in previous analyses we apply this structural framework to investigate retailer conduct in the sale of beverage milk in a u s market using product level data our lerner index estimates show that retailers are not perfectly competitive however this deviation is small copyright 2012 oxford university press

indeterminacy and forecastability recent studies document the deteriorating performance of forecasting models during the great moderation this conversely implies that forecastability is higher in the preceding era when the economy was unexpectedly volatile we offer an explanation for this phenomenon in the context of equilibrium indeterminacy in dynamic stochastic general equilibrium models first we analytically show that a model under indeterminacy exhibits richer dynamics that can improve forecastability then using a prototypical new keynesian model we numerically demonstrate that indeterminacy due to passive monetary policy can yield superior forecastability as long as the degree of uncertainty about sunspot fluctuations is relatively small

a new market for an old food the u s demand for olive oil while u s consumption of olive oil has tripled over the past two decades nearly all olive oil continues to be imported estimation of a demand system using monthly import data reveals that the income elasticity for virgin oils sourced from eu is above one but demand for nonvirgin oils is income inelastic the demand for olive oil as a single product is price inelastic differentiated by product characteristic and origin olive oils are highly substitutable with each other but not with other vegetable oils news about the health and culinary benefits of olive oil and the spread of mediterranean diet contribute significantly to the rising demand

a sample selection approach to censored demand systems the multivariate sample selection model is extended to a nonlinear equation system with partial selection and applied to household meat consumption in china elasticity estimates differ from those obtained from conventional maximum likelihood and tobit estimates chinese meat products are gross complements while net substitution also exists in some cases the use of micro survey data has been popular in estimating consumer demand equations important features of microdata include censored dependent variables estimation procedures for censored consumer demand systems include the primal kuhn tucker approach of wales and woodland 1983 dual virtualprice approach of lee and pitt 1986 and the tobit system amemiya 1974 estimated by generalized maximum entropy golan perloff and shen 2001 and maximum simulated likelihood dong gould and kaiser 2004 yen lin and smallwood 2003 procedures less efficient alternatives include the quasi maximum likelihood estimator yen lin and smallwood 2003 the generalized method of moments estimator meyerhoefer ranney and sahn 2005 and a number of two step estimators heien and wessells 1990 perali and chavas 2000 shonkwiler and yen 1999 yen 2005 recently proposed a maximum likelihood ml procedure for the multivariate sample selection model mssm an extension of the bivariate sample selection model heckman 1979 which had motivated the procedures of heien and wessells 1990 and shonkwiler and yen 1999 the mssm was developed in the context of linear equations and in addition is not strictly applicable for a partially selective equation system viz

were there regime switches in u s monetary policy working paper 2004 14 june 2004 abstract a multivariate model identifying monetary policy and allowing for simultaneity and regime switching in coefficients and variances is confronted with u s data since 1959 the best fit is with a model that allows time variation in structural disturbance variances only among models that also allow for changes in equation coefficients the best fit is for a model that allows coefficients to change only in the monetary policy rule that model allows switching among three main regimes and one rarely and briefly occurring regime the three main regimes correspond roughly to periods when most observers believe that monetary policy actually differed and the differences in policy behavior are substantively interesting though statistically ill determined the estimates imply monetary targeting was central in the early 80s but was also important sporadically in the 70s the changes in regime were essential neither to the rise in inflation in the 70s nor to its decline in the 80s jel classification e52 e47 c53 key words counterfactuals lucas critique policy rule monetary targeting simultaneity volatility model comparison i the debate over monetary policy change in an influential paper clarida gali and gertler 2000 cgg presented evidence that us monetary policy changed between the 1970 s and the 1980 s indeed that in the 70 s it was drastically worse they found that the policy rule apparently followed in the 70 s was one that when embedded in most stochastic general equilibrium models would imply non uniqueness of the equilibrium and hence vulnerability of the economy to sunspot fluctuations of arbitrarily large size their estimated policy rule for the later period on the other hand eliminated this indeterminacy these results are a possible explanation of the volatile and rising inflation of the 70 s and of its subsequent decline the cgg analysis has two important weaknesses one is that it fails to account for stochastic volatility us macroeconomic variables and particularly the federal funds rate have gone through periods of tranquility and of agitation with forecast error variances varying greatly from period to period ignoring such variation does not lead to inconsistent estimates of model parameters when the forecasting equations themselves are constant but it strongly biases toward a finding of changed parameters tests of the stability of the forecasting equations the other weakness is that the cgg analysis rests on powerful and implausible identifying assumptions they require that we accept that the response of the monetary authority to expected future inflation and output does not depend on the recent history of inflation money growth or output it is hard to understand why this should be so especially in the 70 s when monetarism was a prominent theme in policy debates congress was requiring reports from the fed of projected time paths of monetary aggregates and financial markets were reacting sensitively to weekly money supply numbers the requirement for existence and uniqueness of equilibrium in dynamic models is that the monetary policy rule show a more than unit response of interest rates to the sum of the logs of all nominal variables that appear on the right hand side of the reaction function if we force a particular measure of expected future inflation to proxy for all the nominal variables that actually appear independently in the reaction function we are bound to get distorted conclusions on the one hand because expected future inflation will be a noisy measure of the full set of nominal influences on policy we might get downward bias in our estimates from the usual errorsin variables effect on the other hand to the extent that expected future inflation like most expected future values shows less variation than current nominal variables we could find a mistaken scaling up of coefficients

commodity futures and market efficiency we propose a comprehensive treatment of the leverage effect i e the relationship between returns and volatility of a specific asset focusing on energy commodities futures namely brent and wti crude oils natural gas and heating oil after estimating the volatility process without assuming any specific form of its behavior we find the volatility to be long term dependent with the hurst exponent on a verge of stationarity and non stationarity to overcome such complication we utilize the detrended cross correlation and the detrending moving average cross correlation coefficients and we find the standard leverage effect for both crude oils and heating oil for natural gas we find the inverse leverage effect additionally we report that the strength of the leverage effects is scale dependent finally we also show that none of the effects between returns and volatility is detected as the long term cross correlated one these findings can be further utilized to enhance forecasting models and mainly in the risk management and portfolio diversification

changes in the effects of monetary policy on disaggregate price dynamics abstract based on a time varying factor augmented vector autoregression we demonstrate that the propagation mechanism of monetary policy disturbances differs across disaggregate components of personal consumption expenditures while many disaggregate prices rise temporarily in response to a monetary tightening in the early part of the sample there is no evidence of a price puzzle at the aggregate level the share of disaggregate prices that exhibit the price puzzle diminishes from the early 1980s onwards there also is evidence of a substantial decline in the dispersion of disaggregate price responses over time this gradual decrease in cross sectional heterogeneity of disaggregate price responses is associated with a dampening effect on aggregate real economic activity and a stronger effect on the aggregate price level we illustrate by means of a multi sector sticky price model augmented by a cost channel how key structural parameters would have had to change to match this evolution of sectoral price dynamics

macroeconomic performance of oil price shocks outlier evidence from nineteen major oil related countries regions abstract as a special energy commodity oil price shocks can affect not only the energy market but also the performance of the macroeconomy this research provides complementary explanations for nineteen major oil related countries regions macroeconomic effects caused by unexpected oil price changes it focuses on the macroeconomic performance of oil price shocks from outlier perspective investigating the inner hidden factors of co movements between oil price shocks and macroeconomy three methods called empirical covariance ec method robust covariance rc method and one class support vector machine svm method are used in the outlier detection empirical results show that a one class svm method has the best environmental adaptability for detecting the outlier performance of the co movements between oil price shocks and macroeconomy followed by ec and rc methods b according to the time axis the outlier performances of gross domestic production consumer price index and unemployment rate are all concentrated in 2005 2014 which is highly consistent with the oil price shock process and c according to the spatial axis countries four categories with similar outlier performances are obtained outlier performance of macroeconomy of oil related country region in lower levels seems to be worse than that of the country region in higher levels which can be attributed to more attentions paid by higher leveled oil related countries on the oil price shock response system to relieve the severe macroeconomic impacts caused by oil price shocks

identifying the sources of instabilities in macroeconomic fluctuations abstract this paper investigates the sources of the substantial decrease in output growth volatility in the mid 1980s by identifying which of the structural parameters in a representative new keynesian and structural var models changed overturning conventional wisdom we show that the great moderation was due not only to changes in shock volatilities but also to changes in monetary policy parameters as well as in the private sector s parameters the great moderation was previously attributed to good luck because the alternative sources of instabilities appear to have offsetting effects on output volatility and therefore were impossible to detect using existing techniques

financial fragility in the great moderation abstract a nascent literature explores the measurement of financial fragility this paper considers evidence for rising financial fragility during the 1984 2007 great moderation in the u s the literature suggests that macroeconomic stability combined with strong growth of credit to asset markets in asset prices and in credit relative to output are all indicators of rising financial fragility we show each of these trends in the great moderation we derive the testable implication that in the great moderation credit growth is driven more by past credit growth and less by output growth allen and gale 2000 relative to pre great moderation years results from a var model estimated on quarterly data for 1955 2007 are consistent with the hypothesis this invites a reinterpretation of the great moderation our methodology may help understand when a credit boom turns into a credit bubble and contributes to the development of methods of measuring financial fragility

would the bundesbank have prevented the great inflation in the united states abstract policy counterfactuals based on estimated structural vars routinely suggest that bringing alan greenspan back in the 1970s united states would not have prevented the great inflation we show that a standard policy counterfactual suggests that the bundesbank which is near universally credited for sparing west germany the great inflation would also not have been able to prevent the great inflation in the united states the implausibility of this result sounds a cautionary note on taking the outcome of svar based policy counterfactuals at face value and raises questions on the reliability of such exercises

macroeconomic impacts of oil price shocks in asian economies abstract this paper analyzes the macroeconomic impact of structural oil shocks in four of the top oil consuming asian economies using a var model we identify three different structural oil shocks via sign restrictions an oil supply shock an oil demand shock driven by global economic activity and an oil specific demand shock the main results suggest that economic activity and prices respond very differently to oil price shocks depending on their types in particular an oil supply shock has a limited impact while a demand shock driven by global economic activity has a significant positive effect in all four asian countries examined our finding also includes that policy tools such as interest rates and exchange rates help mitigating the effects of supply shocks in japan and korea however they can be more actively used in response to demands shocks

quasi and simulated likelihood approaches to censored demand systems food consumption by food stamp recipients in the united states a quasi maximum likelihood estimator is proposed and applied to a censored translog demand system for foods using a sample of food stamp recipients in the united states the procedure produces remarkably close parameter and elasticity estimates to those of the simulated maximum likelihood procedure a two step procedure is also considered but it produces different elasticities demands are found to be price elastic for pork and fish but price inelastic for all other food products gross complementarity and net substitutability are obvious but these cross price effects are much less pronounced than own price and total food expenditure effects copyright 2003 oxford university press

learning and time varying macroeconomic volatility abstract this paper presents a dsge model in which agents learning about the economy can endogenously generate time varying macroeconomic volatility economic agents use simple models to form expectations and need to learn the relevant parameters their gain coefficient is endogenous and is adjusted according to past forecast errors the model is estimated using likelihood based bayesian methods the endogenous gain is jointly estimated with the structural parameters of the system the estimation results show that private agents appear to have often switched to constant gain learning with a high constant gain during most of the 1970s and until the early 1980s while reverting to a decreasing gain later on as a result the model can generate a pattern of volatility which is increasing in the 1970s and falling in the second half of the sample with a decline that can roughly match the magnitude of the so called great moderation in the 1984 2007 period the paper also documents how a failure to incorporate learning into the estimation may lead econometricians to spuriously find time varying volatility in the exogenous shocks even when these have constant variance by construction

modelling the relationship between future energy intraday volatility and trading volume with wavelet abstractalthough the energy and stock markets are both characterized by volatility and liquidity and there has been substantial research to explore the relationship between volatility and trading volume tv in stock markets few researchers have investigated this relationship in energy markets moreover studies that have explored this association within energy markets did not describe its nature or impetus to redress this oversight we investigate this relationship using intraday data from the oil and gas markets the most liquid energy markets in the world in this way the current article extends the previous studies through the use of a frequency approach to propose an original analysis of the relationship between volume and volatility more specifically we employ a continuous wavelet transform to identify the lead lag phase between volatility and volume this framework supplants usual time series modelling as it uses a measure of coherence for different frequencies and time scales to capture fu

endogenous growth monetary shocks and nominal rigidities we introduce endogenous growth in a standard nk model with staggered prices and wages we find that the source of nominal rigidities the shock persistence and the type of taylor rule affect the relationship between monetary volatility and growth

are uncertainty shocks aggregate demand shocks abstract this note considers the leduc and liu jme 2016 model and studies the effects of their uncertainty shock under different taylor type rules it shows that both the responses of real and nominal variables highly depend on the taylor rule considered remarkably inflation reacts positively so that uncertainty shocks look more like negative supply shocks once an empirically plausible degree of interest rate smoothing is taken into account this result is reinforced with less reactive monetary rules overall these rules alleviate the recession

inference in structural vector autoregressions when the identifying assumptions are not fully believed re evaluating the role of monetary policy in economic fluctuations abstract point estimates and error bands for svars that are set identified are only justified if the researcher is persuaded that some parameter values are a priori more plausible than others when such prior information exists traditional approaches can be generalized to allow for doubts about the identifying assumptions we use information about both structural coefficients and impacts of shocks and propose a new asymmetric t distribution for incorporating information about signs in a nondogmatic way we apply these methods to a three variable macroeconomic model and conclude that monetary policy shocks are not the major driver of output inflation or interest rates

a time varying parameter structural model of the uk economy abstract we estimate a time varying parameter structural macroeconomic model of the uk economy using a bayesian local likelihood methodology this enables us to estimate a large open economy dsge model over a sample that comprises several different monetary policy regimes and an incomplete set of data our estimation identifies a gradual shift to a monetary policy regime characterised by an increased responsiveness of policy towards inflation alongside a decrease in the inflation trend down to the two percent target level the time varying model also performs remarkably well in forecasting and delivers statistically significant accuracy improvements for most variables and horizons for both point and density forecasts compared to the standard fixed parameter version

an overhaul of doctrine the underpinning of uk inflation targeting this paper argues that the inflation targeting regime prevailing in the united kingdom is not the result of a change in policymaker objectives by conducting an analysis of u k policymakers that parallels romer and romer s 2004 study of federal reserve chairmen i demonstrate that policymaker objectives have been essentially unchanged over the past five decades instead the crucial underpinning of u k inflation targeting has been an overhaul of doctrine a changed view of the transmission mechanism this overhaul can be understood in terms of changes in policymakers views on the values of a few key parameters in their specifications of the economy s is and phillips curves specifically the changed views pertain to the issues of whether interest rates enter the is equation and the extent of policymaker influence on those rates whether the level of the output gap appears in the phillips curve when the gap is negative and whether a speedlimit term matters for inflation dynamics contrary to conventional wisdom changing views on the expected inflation term in the phillips curve do not play a role

trading volume definitions data analysis and implications of portfolio theory we examine the implications of portfolio theory for the cross sectional behavior of equity trading volume two fund separation theorems suggest a natural definition for trading activity share turnover if two fund separation holds share turnover must be identical for all securities if k 1 fund separation holds we show that turnover satisfies an approximately linear k factor structure these implications are examined empirically using individual weekly turnover data for nyse and amex securities from 1962 to 1996 we find strong evidence against two fund separation and a principal components decomposition suggests that turnover is well approximated by a two factor linear model if price and quantity are the fundamental building blocks of any theory of market interactions the importance of trading volume in modeling asset markets is clear although most models of asset markets have focused on the behavior of returns predictability variability and information content their implications for trading volume have received far less attention in this article we derive the implications of various asset market models for volume and quantify their importance using recently available volume data for individual securities from the center for research in security prices crsp although the volume literature is voluminous 1 we hope to add to this literature in two ways first we develop the volume implications of popular asset market models rather than construct more specialized and often stylized models to

modelling milk purchasing behaviour with a panel data double hurdle model in this study the double hurdle model typically used in cross sectional data is extended to panel data structures the new double hurdle model can account not only for the censored nature of commodity purchases but also for the dynamics of the purchase process in this model a flexible error structure is assumed to account for state dependence and household specific heterogeneity in the empirical application for milk purchases it is found that generic advertising increases the probability of market participation as well as the purchase quantity and incidence temporal dependence is also found in both purchase and participation equations

calvo vs rotemberg in a trend inflation world an empirical investigation this paper estimates and compares new keynesian dsge monetary models of the business cycle derived under two dierent pricing schemes calvo 1983 and rotemberg 1982 under a positive trend in ation rate our empirical ndings i support trend in ation as an empirically relevant feature of the u s great moderation ii provide evidence in favor of the statistical superiority of the calvo setting iii support the absence of price indexation under the calvo mechanism only the superiority of the calvo model against rotemberg is due to the restrictions imposed by such a pricing scheme on the aggregate demand equation the determinacy regions implied by the two estimated models indicate relevant dierences in the implementable simple policy rules

liquidity surprise volume and return premia in the oil market abstract we investigate oil market price dynamics in the context of the mixture of distributions hypothesis mdh our econometric model addresses autoregressive properties in returns the impact of surprise volume and conditional oil market return volatility as well as oil market liquidity in the conditional return equation surprise volume as a proxy of private information flow is shown to be unrelated to a set of standard market liquidity proxies oil return heteroscedasticity is found to be partly explained by surprise volume a finding that is consistent with the mdh our findings further show that both oil market liquidity as well as surprise volume shocks are priced in the oil market as such lower levels of lagged market liquidity relate to above average conditional returns surprise volume shocks are associated with lower conditional oil market returns jointly with higher contemporaneous conditional return volatility lagged market liquidity dominates conditional volatility in predicting conditional oil price returns

transactions volume and volatility we show that the positive volatility volume relation documented by numerous researchers actually reflects the positive relation between volatility and the number of transactions thus it is the occurrence of transactions per se and not their size that generates volatility trade size has no information beyond that contained in the frequency of transactions our results suggest that theoretical research needs to entertain scenarios in which 1 both the frequency and size of trades are endogenously determined yet 2 the size of trades has no information content beyond that contained in the number of transactions article published by oxford university press on behalf of the society for financial studies in its journal the review of financial studies

regime switches agents beliefs and post world war ii u s macroeconomic dynamics the evolution of inflation and output over the last 50 years is examined through the lens of a micro founded model that allows for changes in the behavior of the federal reserve and in the volatility of structural shocks agents are aware of the possibility of regime changes and their beliefs have an impact on the law of motion underlying the macroeconomy the results support the view that there were regime switches in the conduct of monetary policy however the behavior of the federal reserve is identified by repeated fluctuations between a hawk and a dove regime instead of by the traditional pre and post volcker structure counterfactual simulations show that if agents had anticipated the appointment of an extremely conservative chairman inflation would not have reached the peaks of the late 70s and the inflation output trade off would have been less severe these beliefs counterfactuals are new in the literature finally the paper provides a bayesian algorithm to handle the technical difficulties that arise in a rational expectations model with markov switching regimes

do liquidity measures measure liquidity abstract given the key role of liquidity in finance research identifying high quality proxies based on daily as opposed to intraday data would permit liquidity to be studied over relatively long timeframes and across many countries using new measures and widely employed measures in the literature we run horseraces of annual and monthly estimates of each measure against liquidity benchmarks our benchmarks are effective spread realized spread and price impact based on both trade and quote taq and rule 605 data we find that the new effective realized spread measures win the majority of horseraces while the amihud 2002 illiquidity and stock returns cross section and time series effects journal of financial markets 5 31 56 measure does well measuring price impact

imperfect credibility and inflation persistence in this paper we formulate a dynamic general equilibrium model with staggered nominal contracts in which households and rms use optimal ltering to disentangle persistent and transitory shifts in the monetary policy rule the calibrated model accounts quite well for the dynamics of output and insation during the volcker disinsation and implies a sacri ce ratio very close to the estimated value our approach indicates that insation persistence and substantial costs of disinsation can be generated in an optimizing agent framework without relaxing the assumption of rational expectations or relying on arbitrary modi cations to the aggregate supply relation jel classi cation e31 e32 e52

monetary policy uncertainty and the market reaction to macroeconomic news abstract we examine whether monetary policy uncertainty influences the reaction of the equity treasury security foreign exchange and crude oil markets as well as medium term interest rates to u s macroeconomic announcements using intraday futures data we show that in the presence of higher policy uncertainty the response to macroeconomic news weakens in the stock and crude oil markets and strengthens in the treasury interest rate and foreign exchange markets in times of elevated monetary policy uncertainty macroeconomic announcements impact the financial and crude oil markets to a large extent through expectations of future monetary policy

why inflation rose and fell policy makers beliefs and u s postwar stabilization policy this paper provides an explanation for the run up of u s inflation in the 1960s and 1970s and the sharp disinflation in the early 1980s which standard macroeconomic models have difficulties in addressing i present a model in which rational policymakers learn about the behavior of the economy in real time and set stabilization policy optimally conditional on their current beliefs the steady state associated with the self confirming equilibrium of the model is characterized by low inflation however prolonged episodes of high inflation ending with rapid disinflations can occur when policymakers underestimate both the natural rate of unemployment and the persistence of inflation in the phillips curve i estimate the model using likelihood methods the estimation results show that the model accounts remarkably well for the evolution of policymakers beliefs stabilization policy and the postwar behavior of inflation and unemployment in the united states

the incredible volcker disinflation abstract the reduction in inflation that occurred in the early 1980s when the federal reserve was headed by paul volcker is arguably the most widely discussed and visible macroeconomic event of the last 50 years of u s history inflation had been dramatically rising but under volcker the fed first contained and then reversed this process using a simple modern macroeconomic model we argue that the real effects of the volcker disinflation were mainly due to its imperfect credibility in our view the observed upward volatility and subsequent stubborn elevation of long term interest rates during the disinflation are key indicators of that imperfect credibility studying transcripts of the federal open market committee recently released to the public we find to our surprise that volcker and other fomc members likewise regarded the long term interest rates as indicative of inflation expectations and of the credibility of their disinflationary policy drawing from the transcripts and other contemporary sources we consider the interplay of monetary targets operating procedures and credibility during the volcker disinflation

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

modeling the conditional distribution of daily stock index returns an alternative bayesian semiparametric model this article introduces a new family of bayesian semiparametric models for the conditional distribution of daily stock index returns the proposed models capture key stylized facts of such returns namely heavy tails asymmetry volatility clustering and the leverage effect a bayesian nonparametric prior is used to generate random density functions that are unimodal and asymmetric volatility is modeled parametrically the new model is applied to the daily returns of the s p 500 ftse 100 and eurostoxx 50 indices and is compared with garch stochastic volatility and other bayesian semiparametric models

the less volatile u s economy a bayesian investigation of timing breadth and potential explanations using a bayesian model comparison strategy we search for a volatility reduction in u s real gross domestic product gdp growth within the postwar sample we find that aggregate real gdp growth has been less volatile since the early 1980s and that this volatility reduction is concentrated in the cyclical component of real gdp sales and production growth in many of the components of real gdp display similar reductions in volatility suggesting the aggregate volatility reduction does not have a narrow source we also document structural breaks in inflation dynamics that occurred over a similar time frame as the gdp volatility reduction

monetary policy and aggregate volatility abstract discretionary conduct of monetary stabilization policy can increase real and nominal aggregate volatility by arbitrary amounts when firms pay limited attention to aggregate shocks a conservative central banker with stronger preference for price stability eliminates the commitment problem thereby reduces output and price volatility and gives rise to a policy induced great moderation increased focus on price stability facilitates firms information processing and aligns their expectations better with policy decisions this coordination effect reduces aggregate real and nominal volatility consistent with empirical evidence the moderation manifests itself through reduced residual variance in vector autoregressions vars involving macroeconomic variables

modelling asymmetric volatility in oil prices under structural breaks abstract this paper shows that accounting for endogenously determined structural breaks within an asymmetric garch model reduces volatility persistence in oil prices more importantly we find that both good and bad news have significantly more impact on volatility if structural breaks are accounted for in a model thus previous studies have significantly underestimated the impact of news on volatility as they have inadvertently ignored these structural breaks in volatility our empirical results suggest that it is best to include both asymmetric effects and structural breaks in a garch model to accurately estimate oil price volatility dynamics our results have important practical implications not only for option valuation and hedging decisions but also have major consequences for broader financial markets the energy industry and the overall economy

prices and quality effects in cross sectional demand analysis a conceptual clarification of the sources and meaning of cross sectional price variability is used to motivate a theoretical and econometric framework for the estimation of cross sectional demand functions quality effects are distinguished from supply related price variability to identify cross sectional demand for disaggregated food commodities an empirical application using data from the 1977 78 nationwide food consumption survey indicates that parameter differences resulting from a failure to adjust cross sectional prices for quality effects are likely to be small for relatively homogenous disaggregated food commodities in demand analysis with cross sectional household budget data it is usually assumed that prices are constant allen and bowley prais and houthakker george and king given this assumption engel functions are estimated where expenditure or quantity is regressed on income or total expenditures family size and other demographic characteristics the assumption that cross sectional price effects are absent or are captured adequately by spatial and temporal dummy variables has not been evaluated empirically whether cross sectional price effects can be treated in this manner has implications for the specification of cross sectional demand functions as well as the estimation of engel functions there is a considerable literature on estimating price elasticities with cross sectional data most of the applications utilize timeseries cross sectional data annual or quarterly household consumption surveys and

testing for indeterminacy an application to u s monetary policy reply this paper considers a prototypical new keynesian model in which the equilibrium is undetermined if monetary policy is passive the likelihood based estimation of dynamic equilibrium models is extended to allow for indeterminacies and sunspot fluctuations we construct posterior weights for the determinacy and indeterminacy region of the parameter space and estimates for the propagation of fundamental and sunspot shocks according to the estimated model u s monetary policy post 1982 is consistent with determinacy whereas the pre volcker policy is not we find that before 1979 indeterminacy substantially altered the propagation of shocks

monetary policy and stagflation in the uk the volatile behavior of inflation output and interest rates in the united kingdom prior to the 1990s helps discriminate between rival explanations for the outbreak of stagflation we examine alternative hypotheses with a new keynesian model of aggregate demand and inflation determination estimated on quarterly uk data for 1959 2000 our model features is and phillips curves based on optimizing behavior and fully incorporates the distinction between detrended output and the output gap stressed by optimizing analysis using simulations of our model as well as information on the real time views of policymakers we test alternative explanations for the outbreak of inflation in the united kingdom in the 1960s and 1970s we find that inaccurate estimates of the degree of excess demand in the economy contributed significantly to the outbreak but we also find a major role for the failure at the time to recognize the importance of monetary policy as opposed to nonmonetary devices in controlling inflation

are oil shocks permanent or temporary panel data evidence from crude oil and ngl production in 60 countries this paper examines the unit root properties of crude oil production for 60 countries employing a range of panel data unit root tests for the period 1971 to 2003 the study first employs a number of panel data tests that do not accommodate structural breaks and then proceeds to apply the lagrange multiplier lm panel unit root test with one structural break the results of the panel data tests without a structural break are inconclusive with at best mixed support for joint stationarity the findings from the lm panel unit root test with a structural break however are conclusive suggesting that for a world panel and smaller regional based panels crude oil and ngl production are jointly stationary

quality variation and quantity aggregation in consumer demand for food viewing the problem of quality variation in consumer demand for food as a problem of valid aggregation over goods leads to new insights the simple sum of physical quantities used as the measure of demand in the quality literature is found to be a theoretically arbitrary and potentially misleading measure of demand when goods are heterogenous alternative measures of demand derived from restrictions on quality variation consumer preferences or relative prices are investigated a hypothetical example illustrates the use of a hicksian composite commodity assumption the empirical as well as conceptual merits of the various measures are discussed the usual assumption made about prices in a cross section analysis of household food expenditures is that all households are facing the same prices estimation of price elasticities of demand is commonly left to time series researchers who get price information from intertemporal indices recently however there has been renewed interest in the otential of cross section analysis for estimation of price elasticities of demand for food especially when surveys collect data on both household expenditures for food items and on the physical quantities purchased

investigating inflation persistence across monetary regimes under inflation targeting estimates of the indexation parameter in hybrid new keynesian phillips curves are either equal to zero or very low in the united kingdom canada sweden and new zealand analogous results hold for the euro area under the european monetary union and for switzerland under the new monetary regime under stable regimes with clearly defined nominal anchors inflation appears to be purely forward looking these results question the notion that the intrinsic inflation persistence found in post wwii u s data is structural in the sense of lucas carnegie rochester conference series on public policy 1 1976 19 46 and suggest that hardwiring inflation persistence in macroeconomic models is potentially misleading

demographic variables in demand analysis in this paper the authors discuss five procedures for incorporating demographic variables into theoretically plausible demand systems translating scaling and the gorman reverse gorman and implicit prais houthakker procedures these five procedures are used to incorporate a single demographic variable the number of children in a household into the generalized ces demand system using household budget data for the united kingdom for the period 1966 1972 excerpt

dynamic jumps in global oil price and its impacts on china s bulk commodities abstract this paper investigated the impacts of oil price shocks especially dynamic jumps in its returns on china s bulk commodity markets at both the aggregate and industry levels after setting a zero lower bound to the jump intensity of the arji model we found that dynamic jumps exist in oil price movements moreover under shocks of oil price jumps not only the returns but also the risks of china s bulk commodity markets are affected significantly and the reactions of risks are characterized by overreactions meanwhile by decomposing oil price shocks into expected positive negative and unexpected positive negative components we discovered that the impacts of unexpected shocks are positive and significantly asymmetric at both levels while those of the expected shocks are negative and insignificantly asymmetric at the industry level in addition the volatility clustering of all price movements and the permanent volatility effects on china s bulk commodities are also authenticated by applying the garch family models

markov switching garch models for bayesian hedging on energy futures markets abstract effective hedging strategies on oil spot and future markets are relevant in reducing price volatility for investors energy traders and companies operating in the oil markets a new bayesian multi chain markov switching garch model for dynamic hedging in energy futures markets is developed it builds on the construction of a system of simultaneous equations for the return dynamics on the hedged portfolio and the futures the implication of our model for portfolios allocation and energy trading are manyfold first our formulation allows for an easy identification of the different states of the discrete processes as volatility regimes secondly the use of regime switching models with multiple chains allows for an effective way to reduce risk furthermore correlated chains are more flexible than single chain models since they account for co movement in the volatility regimes of different markets thus they should be preferred in turbulent periods e g financial crisis finally the combination of the expected utility framework with the regime switching structure allows us to define a robust minimum variance hedging strategy changes in the optimal hedging strategies before and after the financial crisis are evidenced when the proposed robust hedging strategy is applied to crude oil spot and futures markets it is therefore recommended that many and different models should be used in place of a single one in energy risk hedging since they could perform differently in various phases of the market

what is it about organic milk an experimental analysis auction experiments were used to examine demand relationships and willingness to pay wtp for organic rbst free no antibiotics used and conventional milk elasticities showed strong substitute and complement relationships between organic rbst free and no antibiotics varieties the sum of the latter two s premiums were not significantly different than the organic premium suggesting diminishing marginal utility for added attributes results from a two stage heteroskedastic tobit model demonstrated that wtp premiums for the varieties differ significantly by demographics and beliefs regarding the conventional version these suggest market segments for rbst free and no antibiotics versions could succeed alongside organic benefiting consumers and producers copyright 2007 oxford university press

the time varying volatility of macroeconomic fluctuations we investigate the sources of the important shifts in the volatility of us mac roeconomic variables in the postwar period to this end we propose the esti mation of dsge models allowing for time variation in the volatility of the structural innovations we apply our estimation strategy to a large scale model of the business cycle and find that shocks specific to the equilibrium condition of investment account for most of the sharp decline in volatility of the last two decades jel c51 e32

figuring out the fed beliefs about policymakers and gains from transparency in this paper i use a markov chain monte carlo algorithm to estimate a model of private sector behavior that does not feature private sector knowledge of the monetary policymaking process and instead leaves firms and households uncertain about how monetary policy is set the private sector entertains two competing views of monetary policymaking which i estimate firms and households use bayes law on a rolling data sample to distinguish between those two models i use this setup to study the evolution of beliefs about the federal reserve and the possible gains from transparency

the structural dynamics of u s output and inflation what explains the changes we examine the dynamics of u s output and inflation using a structural time varying coefficients vector autoregression there are changes in the volatility of both variables and in the persistence of inflation but variations are statistically insignificant technology shocks explain changes in output volatility real demand disturbances variations in the persistence and volatility of inflation we detect important time variations in the transmission of technology shocks to output and demand shocks to inflation and significant changes in the variance of technology and of monetary policy shocks

has monetary policy become more effective we investigate the implications of changes in the structure of the u s economy for monetary policy effectiveness estimating a vector autoregression over the pre and post 1980 periods we provide evidence of a reduced effect of monetary policy shocks in the latter period we estimate a structural model that replicates well the economy s response in both periods and perform counterfactual experiments to determine the source of the change in the monetary transmission mechanism and in the economy s volatility we find that by responding more strongly to inflation expectations monetary policy has stabilized the economy more effectively in the post 1980 period

milk by any other name consumer benefits from labeled milk this article uses revealed preferences of consumers to study the consumer benefits from rbst free and organic labeled milk the article specifies and estimates a quadratic aids demand system model for different milk types using u s supermarket scanner data the introduction of rbst free and organic milk is used to estimate consumer benefits that are decomposed into two components competitive and variety effects results show significant consumer benefits from organic milk and to a lesser extent from rbst free milk based on the findings we explore implications for present u s labeling standards th eu s food sector is going through rapid transformations in terms of new product introduction and innovations organic and genetically modified gm food products are leading the way in changing the landscape of available choices to consumers this rapid expansion of product space has taken place concomitantly with an increase in public policy concerns on issues of standardization labeling health risks and associated consumer welfare in this paper we explore these broader issues in the context of a specific product introduction the introduction of recombinant bovine somatotropin rbst free and organic milk in the u s market from a policy perspective understanding the market for organics and the various components of that demand i e what portion is for gm free and what is for other attributes of organics can help determine the value of creating a national standard and the potential welfare losses to consumers of weakening such a standard are consumers willing to pay extra for organic and rbst free milk if so how

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

monetary policy and automatic stabilizers the role of progressive taxation we study the effects of progressive labor income taxation in an otherwise standard new keynesian nk model we show that progressive taxation i introduces a trade off between output and inflation stabilization and affects the slope of the phillips curve ii acts as automatic stabilizer changing the responses to technology shocks and demand shocks and iii alters the prescription for the optimal monetary policy the welfare gains from commitment decrease as labor income taxes become more progressive quantitatively the model reproduces the observed negative correlation between the volatility of output hours and inflation and the degree of progressivity of labor income taxation

energy consumption at business cycle horizons the case of the united states in this paper we propose a simple extension to a keynesian type macro model by augmenting it with energy consumption we show the relationship between energy consumption and output in a macroeconomic setting and ask the question do permanent shocks dominate changes in energy consumption and output at business cycle horizons for the united states to achieve the goal of this paper we undertake a variance decomposition analysis of shocks based on a common trend and common cycle framework within a vector error correction model our main finding is that permanent shocks explain the bulk of the variations in energy consumption and output at business cycle horizons for the united states

examining the relationship between stock return volatility and trading volume new evidence from an emerging economy using daily stock return data for individual stocks from an emerging economy this article examines the relationship between return volatility and trading volume under the theoretical postulate of the mixture of distributions hypothesis the results suggest that the contemporaneous trading volume as a proxy for latent information arrival to the market did not contribute to the removal of significant arch or generalized autoregressive conditional heteroscedasticity effects that are found in stocks at the first stage of the investigation the same holds for the lagged volume except for one case this perhaps suggests that the trading volume contemporaneous or lagged is not adequately conveying information to induce traders views of the desirability of trade and therefore points to the need for searching for other micro and macro variables to be used as potential proxy for information arrival to the stock market of the emerging economy

an empirical assessment of endogeneity issues in demand analysis for differentiated products this article explores the issue of price and expenditure endogeneity in empirical demand analysis the analysis focuses on the u s carbonated soft drink market we test the null hypothesis that price and expenditures are exogenous in the demand for carbonated soft drinks using an almost ideal demand system aids specification we strongly reject exogeneity for both prices and expenditures we find that accounting for price expenditures endogeneity significantly impacts demand elasticity estimates we also evaluate the implications of endogeneity issues for testing weak separability over the last few decades strong linkages between economic theory and econometric methods have stimulated much empirical analysis of consumer behavior e g deaton and muellbauer 1980b the basic approach involves estimating marshallian demand functions expressing quantities consumed as functions of prices and household expenditures the usual practice is to treat prices and expenditure as exogenous variables in this article we question the validity of these exogeneity assumptions especially when focusing on the demand for differentiated products 1 this is particularly important to the extent that food consumption typically involves differentiated products in market economies we also examine the interactions between endogeneity of prices expenditure in demand systems and the testing for weak separability of consumer preferences

a direct test of the mixture of distributions hypothesis measuring the daily flow of information this paper proposes and conducts direct tests of the mixture of distributions model for stock prices by exploiting the model s bivariate conditional normality of price changes and trading volume these restrictions can be tested under very weak assumptions regarding the daily flow of information to the market as a technical by product important parameters governing the distribution of this unobservable information flow are estimated

food demand in mexico an application of the amemiya tobin approach to the estimation of a censored food system the modeling of micro level food demand patterns requires not only allowing for household heterogeneity but also addressing the problem of censoring in this article we present a variation of the amemiya tobin framework for estimating a censored demand system that allows for household heterogeneity the unique aspect of our approach is the use of a procedure that ensures the adding up of both latent and observed expenditure shares and also imposes expenditure share nonnegativity this system is applied to an analysis of food demand based on a random sample of urban mexican households

endogenous trading volume and momentum in stock return volatility this article examines the ability of volume data to shed light on the source of persistence in stock return volatility a mixture model in which a latent common factor restricts the joint density of volume and returns is used to relax the assumption of exogenous volume used in previous studies we use a point in time signal extraction procedure to identify this latent process and a calibrated simulation to conduct analysis of the viability of the model to explain important properties of the data using daily returns and volume on individual stocks our procedure cannot accommodate serial dependence in squared returns

the effects of oil price shocks on u s stock order flow imbalances and stock returns this paper investigates for the first time the effects of oil demand shocks and oil supply shocks on stock order flow imbalances leading to changes in stock returns through the estimation of a structural var model positive oil demand shocks are able to explain almost 36 of the observed variation in the daily average stock order flow imbalances measured by the buy sell trades ratio which consequently lead to a negative rather than positive stock returns reaction in contrast oil supply shocks exhibit a negative and marginally significant effect on stock order flow imbalances our aggregate analysis suggests that positive shocks on stock order flow imbalances are negatively related to stock returns these effects are stronger for oil related sectors when compared with the rest of the equities sectors

applied econometrics and implications for energy economics research abstract developments in applied econometrics particularly with regard to unit root tests and cointegration tests have motivated a rich empirical literature on energy economics over the last decade this study reviews recent developments in time series econometrics applications in the energy economics literature we first consider the literature on the integration properties of energy variables we begin with a discussion of the implications of whether energy variables contain a unit root and proceed to examine how results differ according to the specific unit root or stationarity test employed we then proceed to examine recent developments in the literature on cointegration granger causality and long run estimates between disaggregated energy consumption and economic growth we review both single country and panel studies and pay particular attention to studies which have expanded the literature through adding variables such as financial development and trade in addition to energy consumption to the augmented production function as well as studies which have extended the literature through examining disaggregated energy consumption by type in each case we highlight best practice in the literature point to limitations in the literature including econometric modeling challenges and suggest recommendations for future research a key message of our survey is that the profession needs to guard against overload of research in these areas as most applied studies are no longer adding anything more to what is already known

frequentist evaluation of small dsge models this article proposes a new evaluation approach for the class of small scale hybrid new keynesian dynamic stochastic general equilibrium nk dsge models typically used in monetary policy and business cycle analysis the empirical assessment of the nk dsge model is based on a conditional sequence of likelihood based tests conducted in a vector autoregressive var system in which both the low and high frequency implications of the model are addressed in a coherent framework if the low frequency behavior of the original time series of the model can be approximated by nonstationary processes stationarity must be imposed by removing the stochastic trends this gives rise to a set of recoverable unit roots cointegration restrictions in addition to the short run cross equation restrictions the procedure is based on the sequence lr1 lr2 lr3 where lr1 is the cointegration rank test lr2 is the cointegration matrix test and lr3 is the cross equation restrictions test lr2 is computed conditional on lr

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

estimating the evolution of money s role in the u s monetary business cycle we assess money s role in the post wwii u s business cycle by employing both fixed coefficient and rolling window bayesian estimations of a structural model of the business cycle with money our empirical evidence favors a specification with drifting parameters for money consumption nonseparability and the federal reserve s reaction to nominal money growth the role of money is estimated to have been important during the 1970s and declined afterward the omission of money produces severely distorted impulse response functions relative to the model with money money is found to be important in replicating the u s output volatility during the great inflation

the lucas critique and the stability of empirical models this paper re considers the empirical relevance of the lucas critique using a dsge sticky price model in which a weak central bank response to inflation generates equilibrium indeterminacy the model is calibrated on the magnitude of the historical shift in the federal reserve s policy rule and is capable of generating the decline in the volatility of inflation and real activity observed in u s data using monte carlo simulations and a backward looking model of aggregate supply and demand we show that shifts in the policy rule induce breaks in both the reduced form coefficients and the reduced form error variances the statistics of popular parameter stability tests are shown to have low power if such heteroskedasticity is neglected in contrast when the instability of the reduced form error variances is accounted for the lucas critique is found to be empirically relevant for both artificial and actual data

inventory shocks and the great moderation why did the volatility of u s real gdp decline by more than the volatility of final sales with the great moderation in the mid 1980s one explanation is that firms shifted their inventory behavior towards a greater emphasis on production smoothing we investigate the role of inventories in the great moderation by estimating an unobserved components model that identifies inventory and sales shocks and their propagation in the aggregate data our estimates provide no support for increased production smoothing instead smaller transitory inventory shocks are responsible for the excess volatility reduction in output compared to sales these shocks behave like informational errors related to production that must be set in advance and their reduction also helps explain the changed forecasting role of inventories since the mid 1980s our findings provide an optimistic prognosis for a continuation of the great moderation despite the dramatic movements in output during the recent economic crisis

monetary policy and indeterminacy after the 2001 slump abstract this paper estimates a simple new keynesian model of the u s economy allowing for indeterminacy over the period following the 2001 slump an episode for which the adequacy of monetary policy is intensely debated we find that only when measuring inflation with core pce does monetary policy appear to have been sufficiently active to rule out indeterminacy we then relax the assumption that inflation in the model is measured by a single indicator and re formulate the artificial economy as a factor model where the theory s concept of inflation is the common factor to the empirical inflation series cpi and pce provide better indicators of the latent concept while core pce is less informative finally we estimate an extended economy that distinguishes between core and headline inflation rates this model comfortably rules out indeterminacy and confirms the view that the federal reserve put more weight on core pce inflation when setting the policy rate during this period

assessing the economy wide effects of quantitative easing this article examines the macroeconomic impact of the first round of quantitative easing qe by the bank of england we attempt to quantify the effects of these purchases by focusing on the impact of lower long term interest rates on the wider economy we use three different models to estimate the impact of qe on output and inflation a large bayesian vector autoregression var a change point structural var and a time varying parameter var our estimates suggest that qe may have had a peak effect on the level of real gdp of around and a peak effect on annual cpi inflation of about points