quantile serial dependence in crude oil markets evidence from improved quantilogram analysis with quantile wild bootstrapping we examine the quantile serial dependence in crude oil prices based on the linton and whang s quantile based portmanteau test which we improved by means of quantile wild bootstrapping qwb through monte carlo simulation we find that the quantile wild bootstrap based portmanteau test performs better than the bound testing procedure suggested by linton and whang we apply the improved test to examine the efficiency of two crude oil markets wti and brent we also examine if the dependence is stable via rolling sample tests our results show that both wti and brent are serially dependent in all except the median quantiles these findings suggest that it may be misleading to examine the efficiency of crude oil markets in terms of mean or median returns only these crude oil markets are relatively more serially dependent in non median ranges

economic deregulation days of reckoning for microeconomists economic deregulation of american industry is one of the most important experiments in economic policy of our time 1 in 1977 17 percent of u s gnp was produced by fully regulated industries 2 by 1988 following ten years of partial and complete economic deregulation of large parts of the transportation communications energy and financial industries that total had been cut significantly to 6 6 percent of gnp 3 the political forces behind the decision to change the market conditions under which roughly 600 billion of u s output is produced were strong and varied but according to political scientists martha derthick and paul quirk 1985 p 36 deregulation would never have occurred if economists especially microeconomists had not generally supported it through their research 4 in retrospect it is fair to ask were microeconomists able to develop a theoretical and empirical framework to explain regulation and its effects and to form predictions of deregulation s effects were they able to predict the actual effects of deregulation this paper surveys the evidence to address these questions and of

china s oil use 1990 2008 abstract over the past two decades china s oil demand has risen steeply in 1990 it was only about 25 higher than that of 1978 the year economic reform was introduced by 2008 it had reached 396 0 million tons roughly four times the 1978 level making china the second largest oil user worldwide the country became a net oil importer in 1993 and between 1993 and 2008 its net import dependency a yardstick for energy security soared from 7 5 to 50 0 china s increased demand for oil has made the country a global energy player of critical importance although the literature on the global implications of china s oil use has proliferated relatively few studies have attempted to examine how china uses oil hence this study covers every oil consuming facility and sector in china exploring the patterns of and factors involved in oil demand by power plants oil refineries heat plants and gas works and industrial transport agricultural household and commercial sectors it concludes that in virtually all sectors in china oil demand will grow with transport and industry leading the way

permanent income hedonic prices and demand for housing new evidence abstract housing demand is examined by looking quite specifically at the income and price variables based on individual household data permanent and transitory incomes are computed through instrumental variables related to human and nonhuman wealth a price is constructed by spatially varying hedonic techniques separation of measured income into permanent and transitory components substantially improves the predictive power of the housing demand estimation and leads to demand elasticities of 1 and 1 with respect to permanent income and price the permanent income elasticity is roughly twice the measured income elasticity

chaos in oil prices evidence from futures markets abstract we test for the presence of low dimensional chaotic structure in crude oil heating oil and unleaded gasoline futures prices from the early 1980s evidence on chaos will have important implications for regulators and short term trading strategies while we find strong evidence of non linear dependencies the evidence is not consistent with chaos our test results indicate that arch type processes with controls for seasonal variation in prices generally explain the non linearities in the data we also demonstrate that employing seasonally adjusted price series contributes to obtaining robust results via the existing tests for chaotic structure maximum likelihood methodologies that are robust to the non linear dynamics lend support for samuelson s hypothesis on contract maturity effects in futures price changes however the tests for chaos are not found to be sensitive to the maturity effects in the futures contracts the results are robust to controls for the oil shocks of 1986 and 1991

valuing oil properties integrating option pricing and decision analysis approaches there are two major competing procedures for evaluating risky projects where managerial flexibility plays an important role one is decision analytic based on stochastic dynamic programming and the other is option pricing theory or contingent claims analysis based on the no arbitrage theory of financial markets in this paper we show how these two approaches can be profitably integrated to evaluate oil properties we develop and analyze a model of an oil property either a developed property or a proven but undeveloped reserve where production rates and oil prices both vary stochastically over time and at any time the decision maker may terminate production or accelerate production by drilling additional wells the decision maker is assumed to be risk averse and can hedge price risks by trading oil futures contracts we also describe extensions of this model that incorporate additional uncertainties and options discuss its use in exploration decisions and in evaluating a portfolio of properties rather than a single property and briefly describe other potential applications of this integrated methodology

interpreting the cyclical behavior of the price level in the u s the development of macroeconomic theory is largely guided by so called stylized facts whether truly facts or myths the existence of such widely believed empirical regularities tends to constrain the class of acceptable theories to be taken seriously a macroeconomic model must be able to explain salient stylized facts in a reasonably satisfactory way it is therefore imperative that these facts be such

how the heterogeneity in investment horizons affects market trends abstractto investigate the relationship between the liquidity and the divergent degree of heterogeneous investors with different investment horizons we propose an agent based model based on the assumptions of the fractal market hypothesis a laboratory market is used to investigate the impact of the divergent degree on the stability of the financial market simulation results indicate that the market becomes more stable as investors become increasingly divergent and are more likely to absorb the orders of the other side and maintain a narrow trade gap moreover with highly heterogeneous investors the market is more efficient less liable to crash and less volatile the simulation based on the agent based model demonstrates that the interactions and herding behaviours of investors lead to a market crash when the divergent structure shrinks and only limited investment horizons are available the result also suggests an alternate explanation of the anomaly of efficient market hypothesis which shows why

is wti crude oil market becoming weakly efficient over time new evidence from multiscale analysis based on detrended fluctuation analysis abstract this paper extends the work in tabak and cajueiro are the crude oil markets becoming weakly efficient over time energy economics 29 2007 28 36 and alvarez ramirez et al short term predictability of crude oil markets a detrended fluctuation analysis approach energy economics 30 2008 2645 2656 in this paper we test for the efficiency of wti crude oil market through observing the dynamic of local hurst exponents employing the method of rolling window based on multiscale detrended fluctuation analysis empirical results show that short term medium term and long term behaviors were generally turning into efficient behavior over time however in this way the results also show that the market did not evolve along stable conditions for long times multiscale analysis is also implemented based on multifractal detrended fluctuation analysis we found that the small fluctuations of wti crude oil market were persistent however the large fluctuations had high instability both in the short and long terms our discussion is also extended by incorporating arguments from the crude oil market structure for explaining the different correlation dynamics

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

oil price shocks economic policy uncertainty and industry stock returns in china asymmetric effects with quantile regression abstract this paper investigates the impact of crude oil shocks and china s economic policy uncertainty on stock returns at different locations on the return distributions based on monthly data from 1995 1 to 2016 3 we address this issue by employing the quantile regression technique this approach enables a more detailed investigation in different market circumstances namely bearish normal and bullish markets empirical results indicate that the effects of oil price shocks and economic policy uncertainty are asymmetric and highly related to stock market conditions moreover both the nexus of oil and economic policy uncertainty stock are changed at the onset of a crisis specially rising oil prices have greater negative effects on stock returns when stock markets are bullish extreme higher quantiles before a crisis whereas the effects are significantly positive under different market conditions after the onset of the crisis falling oil prices lower stock returns when stock markets are bullish and normal before the crisis whereas lower stock returns under different market conditions except extreme bullish after the onset of the crisis these findings might be related to the optimistic or pessimistic investor sentiments and investors might become more frightened after the crisis

are there exploitable inefficiencies in the futures market for oil if the crude oil futures market is not efficient in the fama sense profitable trading opportunities may exist this paper uses an artificial neural network model with moving average crossover inputs to predict price in the crude oil futures market the predictions of price are used to construct buy and sell signals for traders compared to those of benchmark models cumulative returns year to year returns returns over a market cycle and sharpe ratios all favor the ann model by a large factor the significant profitability of the ann model casts doubt on the efficiency of the oil futures market

testing for common features in north american energy markets abstract using recent advances in the field of applied econometrics we explore the strength of shared trends and shared cycles between north american natural gas and crude oil markets in doing so we use daily data from january 1991 to april 2001 on spot u s henry hub natural gas and wti crude oil prices the results show that there has been decoupling of the prices of these two sources of energy as a result of oil and gas deregulation in the united states we also investigate the interconnectedness of north american natural gas markets and find that north american natural gas prices are largely defined by the u s henry hub price trends

housing careers life cycle and residential mobility implications for the housing market the concept of a housing career provides a useful way of integrating the residential mobility and filtering literatures in understanding the operation of the housing market using data from a survey in adelaide the paper examines these careers in terms of moves to and from both rental accommodation and home ownership it shows how the progression of households through the stock is influenced by the circumstances that prompt moves economic resources and stage in the family life cycle the results suggest that acceleration and postponement of advancement along housing careers provide the principal mechanisms by which household demand adjusts to available housing supply over the short term

housing markets consumption and financial liberalisation in the major economies abstract this paper analyses the implications of relaxing credit restrictions in housing finance markets a theoretical model of the interaction of financial and housing markets and forward looking agents is developed the effects of financial liberalisation in the model are analysed and evidence from the u s a and u k on the impact of easing credit restrictions is presented estimates are also made of the degree to which credit restrictions may bind on households in those countries where the range of mortgage products on offer is still more limited than in the u k and u s a simulations are undertaken to gauge the effect on consumption saving and bequests of wealth of possible future convergence in national systems of housing finance

nonlinearity and intraday efficiency tests on energy futures markets using high frequency data this paper first time comprehensively examines the intraday efficiency of four major energy crude oil heating oil gasoline natural gas futures markets in contrast to earlier studies which focus on in sample evidence and assume linearity the paper employs various nonlinear models and several model evaluation criteria to examine market efficiency in an out of sample forecasting context overall there is evidence for intraday market inefficiency of two of the four energy future markets heating oil and natural gas which exists particularly during the bull market condition but not during the bear market condition the evidence is also robust against the data snooping bias and the model overfitting problem and its economic significance can be very substantial

impact of the financial crisis on indian commodity markets structural breaks and volatility dynamics the shocks transmitted across the financial markets during the financial crisis resulted in structural changes in commodity volatility hence understanding volatility dynamics in changing scenario is vital for derivative pricing risk management and monetary policy stabilization this paper studies the impact of the financial crisis by analyzing the following aspects 1 presence of structural break regime shift in volatility by deploying markov and wavelet model during financial crisis and 2 crisis impact on volatility dynamic behavior such as persistence leverage and long memory by deploying hybrid wavelet egarch and fractional integration spot prices of 18 commodities were examined including all sub sectors of energy metals and agriculture indian commodity indices sub indices global benchmark indices and also stock indices such as sp agricultural commodities showed faster convergence to long run equilibrium while metal and energy experienced higher persistence and attracted more financial speculation the impact of the crisis on agricultural commodities was limited to internationally traded commodities such as sugar and rubber the common breaks and different volatility dynamics have been attributed to systematic risk and to idiosyncratic components respectively it was also found that during and after the crisis more than idiosyncratic risk it was systematic risk that contributed significantly to the volatility patterns of indian commodity markets

options in the real world lessons learned in evaluating oil and gas investments many firms in the oil and gas business have long used decision analysis techniques to evaluate exploration and development opportunities and have looked at recent development in option pricing theory as potentially offering improvements over the decision analysis approach unfortunately it is difficult to discern the benefits of the options approach from the literature on the topic most of the published examples greatly oversimplify the kinds of projects encountered in practice and comparisons are typically made to traditional discounted cash flow analysis which unlike the option pricing and decision analytic approaches does not explicitly consider the uncertainty in project cash flows in this paper we provide a tutorial introduction to option pricing methods focusing on how they relate to and can be integrated with decision analysis methods and describe some lessons learned in using these methods to evaluate some real oil and gas investments

toward efficiency in the crude oil market the official opec prices of crude oil before the collapse in the oil market in the mid 1980s can be interpreted as contract prices and analysed on the basis of the theory of futures or forward markets this paper uses the generalized method of moments estimation technique to test for efficiency in the relationship between the official prices and the ex post spot prices at the time of delivery efficiency is rejected for the sample period 1978 1985 as a whole but evidence is found of improvements over time further the gmm wald and hansen tests although asymptotically equivalent are shown to differ greatly when applied to a small sample of monthly oil price data

an identification robust test for time varying parameters in the dynamics of energy prices summary we test for the presence of time varying parameters tvp in the long run dynamics of energy prices for oil natural gas and coal within a standard class of mean reverting models we also propose residual based diagnostic tests and examine out of sample forecasts in sample lr tests support the tvp model for coal and gas but not for oil though companion diagnostics suggest that the model is too restrictive to conclusively fit the data out of sample analysis suggests a random walk specification for oil price and tvp models for both real time forecasting in the case of gas and long run forecasting in the case of coal copyright 2010 john wiley sons ltd

the cyclical relationship between output and prices an analysis in the frequency domain research showing a negative correlation between output and prices has brought into question the conventional wisdom that prices are procyclical however this finding has been shown to be sensitive to the sample period considered this paper examines the relationship in the frequency domain the covariance of output and prices is decomposed into spectral components to investigate whether differences in the price output relationship across sample periods reflect changes in the importance of various frequencies embedded within the correlations or whether they reflect more fundamental changes in the entire spectral relationship some implications for model evaluation are also considered

an analysis of household mobility and tenure choice an empirical study of korea abstract this paper develops a model of households joint mobility tenure decisions which improves upon the sole existing model in two important ways first the probabilistic structure is appropriately framed to capture the simultaneity of the mobility and tenure decisions second the model is based more directly on utility maximization theory an additionally distinguishing characteristic of the model is the fact that all independent variables in the estimation are expressed in flow terms this is done in an effort to more truly reflect their importance in the decision making of the household the model is estimated using microlevel data from korea the coefficients and derived elasticities are consistent with expectations and korean households are found to behave in a manner similar to that in the united states this suggests that the basic motivations underlying households mobility tenure decisions are invariant across countries

on the sources of business cycles in the g 7 abstract this paper examines sources of cyclical movements in output inflation and the term structure of interest rates in the g 7 it employs a novel identification approach which uses the sign of the theoretical cross correlation function in response to shocks to catalog orthogonal disturbances we find that demand shocks are the dominant source of output and inflation fluctuations in several of the g 7 countries the proportion of term structure variability explained by different structural sources does not depend on the horizon apart from the us and canada structural shocks are nearly uncorrelated across countries

short term variations and long term dynamics in commodity prices in this article we develop a two factor model of commodity prices that allows meanreversion in short term prices and uncertainty in the equilibrium level to which prices revert although these two factors are not directly observable they may be estimated from spot and futures prices intuitively movements in prices for long maturity futures contracts provide information about the equilibrium price level and differences between the prices for the short and long term contracts provide information about short term variations in prices we show that although this model does not explicitly consider changes in convenience yields over time this short term long term model is equivalent to the stochastic convenience yield model developed in gibson and schwartz 1990 we estimate the parameters of the model using prices for oil futures contracts and apply the model to some hypothetical oil linked assets to demonstrate its use and some of its advantages over the gibson schwartz model

the efficiency of the crude oil markets evidence from variance ratio tests this study examines the random walk hypothesis for the crude oil markets using daily data over the period 1982 2008 the weak form efficient market hypothesis for two crude oil markets uk brent and us west texas intermediate is tested with non parametric variance ratio tests developed by wright j h 2000 alternative variance ratio tests using ranks and signs journal of business and economic statistics 18 1 9 and belaire franch j and contreras d 2004 ranks and signs based multiple variance ratio tests working paper department of economic analysis university of valencia as well as the wild bootstrap variance ratio tests suggested by kim j h 2006 wild bootstrapping variance ratio tests economics letters 92 38 43 we find that the brent crude oil market is weak form efficiency while the wti crude oil market seems to be inefficiency on the 1994 2008 sub period suggesting that the deregulation have not improved the efficiency on the wti crude oil market in the sense of making returns less predictable

race and tenure in toronto the analysis of a number of toronto sub populations consistently points to differences in the home ownership rates between visible minorities and whites people of african or caribbean origin have a much lower chance of being home owners compared to whites after controlling for differences in income levels housing preferences and household characteristics differences in tenure profiles are reduced at higher income levels but the home ownership deficit remains economic factors explain only a small part of the large difference cultural and institutional factors may determine how the tenure options are perceived and valued by different groups of people living in the same city biases in perceptions matter as they affect the extent to which people can gain from the direct and indirect subsidies offered to home owners the differences may be indicative of underlying problems some minorities face in gaining access to urban resources measures of home ownership deficits among the black and caribbean suggest

on the short and long run efficiency of energy and precious metal markets this article contributes to the related literature by empirically investigating the efficiency of nine energy and precious metal markets over the last decades employing several pronounced models we test for both short and the long run efficiency using in addition to linear cointegration models nonlinear cointegration and error correction models ecms which allow the efficiency intensity to change per regime our findings can be summarized as follows i futures prices are found to be cointegrated with spot prices but they do not constitute unbiased predictors of future spot prices ii the hypothesis of risk neutrality is rejected iii the short run efficiency hypothesis is rejected suggesting that using past futures price returns improves the modeling and forecasting of future spot prices and iv the nonlinear modeling suggests the presence of two distinct regimes wherein the first regime the efficiency hypothesis is supported whereas in the second it is rejected the empirical findings have important implications for producers hedgers speculators and policymakers

predictability of price movements in deregulated electricity markets abstract in this paper we investigate predictability of electricity prices in the canadian provinces of alberta and ontario as well as in the us mid c market using scale dependent detrended fluctuation analysis spectral analysis and the probability distribution analysis we show that the studied markets exhibit strongly anti persistent properties suggesting that their dynamics can be predicted based on historic price records across the range of time scales from 1 h to one month for both canadian markets the price movements reveal three types of correlated behavior which can be used for forecasting the discovered scenarios remain the same on different time scales up to one month as well as for on and off peak electricity data these scenarios represent sharp increases of prices and are not present in the mid c market due to its lower volatility we argue that extreme price movements in this market should follow the same tendency as the more volatile canadian markets the estimated values of the pareto indices suggest that the prediction of these events can be statistically stable the results obtained provide new relevant information for managing financial risks associated with the dynamics of electricity derivatives over time frame exceeding one day

jump dynamics with structural breaks for crude oil prices this study investigates the joint phenomena of permanent and transitory components in conditional variance and jump intensity along with verification of structural breaks for crude oil prices we adopt a component arji model with structural break analysis utilizing daily data on west texas intermediate crude oil spot and futures contracts the analytical results verify the existence of permanent and transitory components in conditional variance with the permanent component of conditional variance increasing with the occurrence of a sudden major event such as the iraqi invasion of kuwait operation desert storm and the war between the us and iraq and a relatively greater increase in the transitory component over the same period notably jump intensity fluctuates with an increase in the transitory component of conditional variance in response to abnormal events it is the transitory component which serves as the primary influential factor for jumps in returns therefore speculators are willing to take large risks particularly with respect to anticipating future price movements or gambling in the hopes of rapidly making substantial gains thus speculators prefer the temporary volatility component and engage in trade activities however investors prefer the permanent volatility component because they may well be better off relocating their assets into more stable portfolios to outperform the market portfolio over the long run

prices output and hours an empirical analysis based on a sticky price model abstract i show that a simple sticky price model based on rotemberg 1982 is consistent with a variety of facts concerning the correlation of prices hours and output it is consistent with the negative correlation between forecastable movements in prices and output as well as the smaller negative correlation between forecastable movements in prices and hours it is also consistent with the positive correlations of unexpected movements in prices output and hours these patterns are harder to reconcile with the flexible price version of the model in particular they require that money respond differently to forecastable and to unforecastable real shocks

is efficiency of crude oil market affected by multifractality evidence from the wti crude oil market in this paper we investigate the dynamics of relationship between efficiency and multifractality of wti crude oil market based on the cross correlation analysis and the nonlinear granger causality analysis we find that the inefficiency and multifractality of the wti crude oil returns interact positively in a nonlinear mechanism this suggests that the increase of multifractality degree will lead to the lower degree of market efficiency and vice versa our findings have some important implications for oil price forecasting and portfolio management

quantifying multiscale inefficiency in electricity markets one of the basic features of efficient markets is the absence of correlations between price increments over any time scale leading to random walk type behavior of prices in this paper we propose a new approach for measuring deviations from the efficient market state based on an analysis of scale dependent fractal exponent characterizing correlations at different time scales the approach is applied to two electricity markets alberta and mid columbia mid c as well as to the aeco alberta natural gas market for purposes of providing a comparison between storable and non storable commodities we show that price fluctuations in all studied markets are not efficient with electricity prices exhibiting complex multiscale correlated behavior not captured by monofractal methods used in previous studies

macroeconomic fluctuations demand or supply permanent or temporary abstract we use generalized method of moments to estimate a rational expectations aggregate demand aggregate supply macroeconomic model for five european economies and the united states our aim is to examine whether supply or demand shocks have predominated in these economies during the post war era and whether shocks of either type have been primarily temporary or permanent in nature we find that permanent or temporary demand shocks have been the dominant source of variance in output growth in all six countries but there is a less consistent pattern for inflation permanent supply shocks had the dominant influence on autocorrelations

the effect of uncertainty and aggregate investments on crude oil price dynamics this paper is a study of the dynamics of the oil industry and we derive a mean reverting process for the crude oil price oil is supplied by a market leader opec and by an aggregate that represents non opec producers the non opec producers take the oil price as given the cost of non opec producers depends on past investments shifts in these investments are influenced by costs of structural change in the construction industry a drop in the oil price to below a given level triggers lower investments but if the oil price reverts back to a high level investments may not immediately expand in an uncertain oil demand environment cost of structural change creates a value of waiting to invest this investment behaviour influences the oil price process

are the crude oil markets becoming weakly efficient over time a test for time varying long range dependence in prices and volatility this paper analyzes the efficiency of crude oil markets brent and west texas intermediate by means of estimating the fractal structure of these time series we test for time varying degrees of long range dependence using the rescaled range hurst analysis and find evidence that this market has become more efficient over time these results are robust for controlling for short term autocorrelation by means of a shuffling procedure

crude oil market efficiency and modeling insights from the multiscaling autocorrelation pattern abstract empirical research on market inefficiencies focuses on the detection of autocorrelations in price time series in the case of crude oil markets statistical support is claimed for weak efficiency over a wide range of time scales however the results are still controversial since theoretical arguments point to deviations from efficiency as prices tend to revert towards an equilibrium path this paper studies the efficiency of crude oil markets by using lagged detrended fluctuation analysis dfa to detect delay effects in price autocorrelations quantified in terms of a multiscaling hurst exponent i e autocorrelations are dependent of the time scale results based on spot price data for the period 1986 2009 indicate important deviations from efficiency associated to lagged autocorrelations so imposing the random walk for crude oil prices has pronounced costs for forecasting evidences in favor of price reversion to a continuously evolving mean underscores the importance of adequately incorporating delay effects and multiscaling behavior in the modeling of crude oil price dynamics

the comovement between real activity and prices in the g7 in this paper we study the short run and long run comovement between prices and real activity in the g7 countries during the postwar period using var forecast errors and frequency domain filters we find several patterns of the correlation coefficients that are robust across countries and time periods typically the correlation coefficients at long run horizons are significantly negative and the correlation coefficients at short run horizons are substantially higher additionally there is evidence of positive correlation at short run forecast horizons for some countries

the cyclical behavior of prices and relative prices i introduction correlations between shocks to prices and output provide evidence on the source of macroeconomic shocks for example den haan 2000 found positive correlations at short forecast horizons and negative correlations at longer forecast horizons for the consumer price index cpi and the index of industrial production ip 1 he interpreted these results to mean that demand shocks dominate in the short run while supply shocks dominate in the long run several other papers confirm the positive correlation between the cpi and the ip at short forecast horizons on the other hand some of these same authors have found a negative correlation between real gross domestic product gdp and the gdp deflator at short forecast horizons 2 this difference is disappointing since the results provide conflicting evidence on the nature of shocks at short horizons and puzzling since the cpi and the deflator are positively correlated as are ip and gdp an important distinction between pairing gdp with its deflator and pairing ip with the cpi is the extent to which products in the output index are matched to products in the price index gdp and the gdp deflator are based on the same set of goods and services on the other hand ip contains products such as those produced by mining whose prices are not included in the cpi and the cpi includes products such as housing services that are not included in ip in this paper we argue that the correlation between mismatched price and output indexes such at the cpi and ip can be and often is misleading the explanation for why it is important to use matched indexes of price and output is simple suppose that you are interested in the correlation between the price and the quantity of apples if instead you compute the correlation between the price of oranges and the quantity of apples the correlation is correct only if the relative price of oranges to apples does not vary with the quantity of apples if the relative price varies then the mismatched correlation differs in magnitude from and may even have the opposite sign of the matched one correlations between both matched and mismatched pairs are mostly negative positive correlations are rare and small for matched pairs but more frequent for mismatched pairs for example investment and the investment deflator are negatively correlated while investment and the consumption deflator are positively correlated our analysis below shows that these correlations imply that the relative price of consumption to investment may be positively correlated with investment previous authors have noted that the relative price of nondurables is procyclical which is consistent with the bias we find for mismatches these previous results are based on correlations between detrended variables we confirm that these findings hold when considering the correlation between forecast errors of the relative price of nondurables to durables and output measures 3 because there is no price index that matches ip and because correlations between mismatched price and output measures likely differ in size and may have the opposite sign of the correlation for matched pairs there is no way to be certain of the cyclical nature of the prices of goods included in the index of ip an examination of gdp components and price deflators provides reasons to be skeptical of the positive correlation between the cpi and the ip first matched pairs of price indexes and gdp components have small or negative correlations second correlations between mismatched price indexes and gdp components show that the bias created by mismatches is sometimes substantial further this bias tends to be positive when prices of nondurable goods such as the cpi or consumption deflator are mismatched with gdp components composed mostly of durable goods finally when ip is paired with deflators for durables investments or goods the correlation is either small or negative at short forecast horizons

money and output viewed through a rolling window abstract we examine the extent to which fluctuations in the money stock anticipate or granger cause fluctuations in real output using a variety of rolling window and increasing window estimation techniques various models are considered using simple sum as well as divisia measures of m 1 and m 2 income prices and both the t bill rate and the commercial paper rate findings indicate that the relation between income money prices and interest rates is stable as long as sufficient data are used and that there is cointegration among the variables considered although cointegration spaces become very difficult to estimate precisely when smaller windows of data are used further both m 1 and m 2 are shown to be important predictors of income for the entire period from 1960 2 1996 3 based on modified versions of what we term the most damaging specifications from friedman and kuttner 1993 and thoma 1994 our new evidence is based in part on a rather novel model selection approach to examining the relationship between money and income 1998 elsevier science b v all rights reserved

disentangling the determinants of real oil prices in this study we quantify the impacts of economic fundamentals and derivative market speculation on the real price of crude oil using a structural var with sign restriction we determine that oil demand from the us and china particularly the latter one plays a crucial role in oil price changes after the year 2000 the contribution of speculation does not exceed 10 of oil price variations in our sample period

business cycles under monetary union a comparison of the eu and us reserve districts in the usa and the 15 countries that make up the eu the comparison is suggestive of what might be expected to emerge in the way of business cycle synchronization from a monetary union between the member states of the eu now simply non decimal denominations of the euro and the national central banks of the 11 are branches of the european system of central banks many prominent observers doubted that europe would ever reach this stage and many continue to believe that monetary union between such a large and dispar ate group of countries is fundamentally unsound a key element in the argu ments of many critics of emu is the degree of business cycle asynchronicity between the member states of the eu this paper contributes to the ongoing debate by documenting key differences and similarities between business cycles in the eu and business cycles in the 12 federal reserve districts in the united states the practice of looking to the us experience for insights into the problems and functioning of a monetary union has a long precedent in the literature on fixed exchange rates in general and in the literature on emu in particular for example in making an argument for fixed exchange rates rolnick and weber 1994 note that the usa can be viewed as having a system of fixed exchange rates between currencies issued by the 12 regional federal reserve banks they argue that the notes issued by the 12 banks are not strictly ident ical and that the difference between the notes creates the possibility that the united states could have a system of floating exchange rates among the 12 federal reserve districts 1 rolnick and weber go on to examine the features of the relationship among the 12 regional federal reserve banks that make a system of fixed exchange rates between them feasible in the process drawing lessons for how a monetary union among the countries of the eu might work the analysis in this paper complements earlier analyses in a number of ways the resurgence of interest in business cycle research over the past 20

multiscale entropy analysis of crude oil price dynamics abstract price formation in crude oil markets is the result of the action of many participants e g producers governments speculators etc whose effects are perceived at different time scales from days to years the diversity of participants as well as the occurrence of extreme socio political events yields a market with complex price evolution this paper uses entropy methods to monitor the evolution of crude oil price movements as the complexity of the price can depend of the time horizon entropy computations are performed for different time scales via low pass filtering of the price difference dynamics the results are interpreted in term of relative market efficiency concepts in the sense that high entropy values should be related to a more complex and hence less predictable market evolution it is shown that the highest market efficiency is found for small time scales up to one or two weeks the multiscale entropy pattern for high time scales longer than one quarter is interesting as it shows alternating periods of high and low entropy levels interestingly this alternating pattern has a dominant spectral component of about 4 3 years which could be related to macroeconomic kitchin business cycles it is shown that u s recessions in the recent 25 years are coincident with periods of reduced entropy levels meaning that during economic downturn the long run market complexity is drastically reduced the possible effects of extreme events e g iraq war are analyzed in terms of the relative market efficiency suggesting that some events have affected the short term but not the long term market complexity overall these results show that methods based on entropy concepts can shed light on the structure of crude oil markets as well as on its link to macroeconomic conditions and socio political extreme events

the contemporaneous correlation between price shocks and output shocks until the 1990s prices were believed to be procyclical several researchers have since presented evidence of counter cyclical prices this evidence proved robust but its interpretation has varied some have argued that the contemporaneous correlation between output and prices reflects both the source of the current shock and the adjustment process from short run to long run equilibrium the adjustment to the long run imparts a bias towards a negative price output correlation the issue of dynamics is addressed by estimating price shocks and output shocks the sign of the correlation between these shocks does not reveal anything about the relative importance or frequency of demand versus supply shocks however some understanding is gained from the time series of the product of the shocks in periods when the product is negative supply shocks must have been either relatively large or relatively important in periods when the product is positive demand shocks must have been either relatively large or re

macroeconomic fluctuations in developing countries some stylized facts this paper documents the main stylized features of macroeconomic fluctuations and business cycle regularities for a group of 12 developing countries cross correlations between domestic industrial output and a large group of macroeconomic time series including government revenue and expenditure wages inflation money velocity private sector credit international trade and exchange rates are presented the effects of industrial country economic conditions on output fluctuations in these countries are also analyzed the robustness of the results is examined using three detrending procedures a modified hodrick prescott filter the baxter king band pass filter and a nonparametric technique overall the results show some similarities between macroeconomic fluctuations in developing and industrial countries e g procyclical real wages and counter cyclical variation in government expenditure but also some important differences in business cycle characteristics e g countercyclical variation in the velocity of monetary aggregates

a meta analysis of the price elasticity of gasoline demand a sur approach abstract automobile gasoline demand can be expressed as a multiplicative function of fuel efficiency mileage per car and car ownership this implies a linear relationship between the price elasticity of total fuel demand and the price elasticities of fuel efficiency mileage per car and car ownership in this meta analytical study we aim to investigate and explain the variation in empirical estimates of the price elasticity of gasoline demand a methodological novelty is that we use the linear relationship between the elasticities to develop a meta analytical estimation approach based on a seemingly unrelated regression sur model with cross equation restrictions this approach enables us to combine observations of different elasticities and thus increase our sample size furthermore it allows for a more detailed interpretation of our meta regression results the empirical results of the study demonstrate that the sur approach leads to more precise results i e lower standard errors than a standard meta analytical approach we find that with mean short run and long run price elasticities of 0 34 and 0 84 respectively the demand for gasoline is not very price sensitive both in the short and the long run the impact of a change in the gasoline price on demand is mainly driven by responses in fuel efficiency and mileage per car and to a slightly lesser degree by changes in car ownership furthermore we find that study characteristics relating to the geographic area studied the year of the study the type of data used the time horizon and the functional specification of the demand equation have a significant impact on the estimated value of the price elasticity of gasoline demand

trading on mean reversion in energy futures markets abstract we study whether simple technical trading strategies enjoying large popularity among practitioners can be employed profitably in the context of hedge portfolios for crude oil natural gas gasoline and heating oil futures the strategies tested are based on mean reverting calendar spread portfolios established with dynamic hedge ratios entry and exit signals are generated by so called bollinger bands the trading system is applied to twenty two years of historical data from 1992 to 2013 for various specifications taking transaction costs into account the significance of the results is evaluated with a bootstrap test in which randomly generated orders are compared to orders placed by the trading system whereas we find most combinations involving the front month and second month futures to be significantly profitable for all commodities tested the best results for the risk adjusted sharpe ratio are obtained for wti crude oil and natural gas with sharpe ratios in excess of 2 for most combinations and a rather smooth performance for all calendar spreads based on our results there is a serious doubt whether energy futures markets can be considered weakly efficient in the short term

are the crude oil markets really becoming more efficient over time some new evidence abstract we replicate the study of tabak cajueiro 2007 are the crude oil markets becoming weakly efficient over time a test for time varying long range dependence in prices and volatility published in energy economics 29 pp 28 36 the results have been mostly confirmed specifically we have confirmed that the crude oil markets efficiency could be rejected up till approximately 1994 and this holds for both studied crude oil commodities brent and wti analyzing an extended dataset up till june 2017 we find that the markets remained efficient at least with respect to long range dependence until the outbreak of the global financial crisis in 2008 this is confirmed by all three applied methods the rescaled range analysis used in the original study and the detrended fluctuation analysis and the geweke porter hudak estimator which were added to strengthen validity of the results the markets returned back to efficiency around 2012 and remained there until 2015 when the hurst exponent started another rally and stayed rather high until the end of the examined sample comparing the two markets the brent crude oil shows stronger signs of inefficiency during the inefficient periods compared to the wti crude oil this is in hand with the results reported in the original study apart from rerunning the analysis on an extended dataset and using two additional methods we also provide a firmer validity check using the moving block bootstrap procedure which outperforms the original shuffling procedure in the provided forecasting study

why the long term auto correlation has not been eliminated by arbitragers evidences from nymex abstract the efficient market hypothesis claims that market prices follow the random walk and that any predictable trend will be eliminated by arbitragers in a short period of time however the fractal market hypothesis disagrees asserting that long term memory can persist in the market to understand why this conflict exists we propose a method to explore the long term market trend using the local hurst exponent and seek to obtain the extra yield performance is evaluated by using both a simulation and the high frequency 5 min data and the daily data the result indicates that the model performs well with the uni fractal series in the simulation however the model shows limited predictive abilities with the data from the real market due to the multi fractal characteristics although the long term trends persist in the markets and can be identified with statistical significance traders cannot beat the market because of the time varying feature and because the strength of long term memory is not strong enough to cover the transaction costs the result reconciles the long term auto correlations with emh in a quantitative manner

investor attention and crude oil prices evidence from nonlinear granger causality tests abstract using the google search volume index gsvi to measure investor attention this paper investigates the relationships between investor attention and crude oil prices for the main crude oil markets worldwide to account for possible structural breaks and nonlinearity in the relation between investor attention and oil returns fourier unit root test and nonlinear granger causality tests are employed the empirical results suggest that the bidirectional nonlinear granger causality exists only between investor attention and wti future crude oil return however wti crude oil return granger causes investor attention weakly for dubai spot daqing spot wti spot and brent future oil markets unidirectional nonlinear granger causality runs from investor attention to oil returns which is relatively weak

the comovement between output and prices abstract in this paper i analyze the comovement of us prices and output in the postwar period i use a new set of statistics to characterize the comovement between variables the statistics capture important information about the dynamics in the system the estimation procedure does not require assumptions about the order of integration or the types of assumptions needed for var decompositions i find that the comovement between output and prices is positive in the short run and negative in the long run i show that a model in which demand shocks dominate in the short run and supply shocks dominate in the long run can explain these empirical results while sticky price models with only demand shocks cannot

theory and estimation in the economics of housing demand the main purpose of this paper is to review recent theoretical and empirical developments in the economics of housing demand in particular we ask what is known concerning the permanent income elasticity of housing demand vis a vis the current or measured income elasticity what is known concerning price elasticities what is the appropriate functional form for housing demand equations what is the role of demographic variables what is known concerning dynamic aspects of housing demand what appear to be the major sources of bias in existing estimates of demand equations

testing the evolution of crude oil market efficiency data have the conn utilising a time varying gar 1 tgarch 1 1 model with different frequency data we investigate the weak form efficiency of major global crude oil spot markets in europe the us the uae and china for the period from december 2001 to august 2013 our empirical results with weekly data indicate that all four markets have reached efficiency with few brief inefficient periods during the past decade whereas the daily crude oil returns series suggest intermittent and inconsistent efficiency we argue that the weekly friday series fit the data better than the average series in autocorrelation tests the evidence suggests that all four markets exhibit asymmetries in return volatility reactions to different information shocks and that they react more strongly to bad news than to good news the 2008 financial crisis has significantly affected the efficiency of oil markets furthermore a comovement phenomenon and volatility spillover effects exist among the oil markets policy recommendations consistent with our empirical results are proposed which address three issues implementing prudential regulations establishing an asian pricing centre and improving transparency in crude oil spot markets

decomposing canada s growing housing affordability problem do city differences matter this article examines the role of eight factors that affect the prevalence and incidence of housing affordability problems geography demography migration immigration ethnicity income recipients income source employment and education it develops bivariate probit models that use the 1991 and 1996 canadian census public use microdata to predict the joint probability that a household spends more than half of its income on housing and that its income is below the poverty line the conclusions show that city and regional differences are negligible after the effects of the factors common to all the cities have been accounted for changing employment levels and sources of household income are the most important factors explaining the prevalence and growth of housing poverty while single parents have the highest incidence the growth of the problem is mostly in the young non family households migration immigration and ethnicity play a role that is independent of the other factors education has almost n

the fundamentals of land prices and urban growth abstract in a very simple model in which capital is durable and landowners have perfect foresight the price of urban land has four additive components the value of agricultural land rent the cost of conversion the value of accessibility and the value of expected future rent increases a growth premium in rapidly growing cities the growth premium may easily account for half of the average price of land and may create a large gap between the price of land at the boundary minus conversion cost and the value of agricultural land rent

a tale of two correlations evidence and theory regarding the phase shift between the price level and output abstract we examine the relationship between the price level and output at business cycle frequencies in the postwar period there is evidence of a phase shift between the price level and output such a phase shift is manifested in the price level being countercyclical and the inflation rate being procyclical or acyclical depending on the detrending method used our examination takes three approaches first we apply bootstrapping methods to characterize the two correlations though the methodology could easily be extended to any set of facts second we specify a model economy with forecast heterogeneity showing numerically that this model economy can match the observed pair of correlations third we apply robust control theory deriving conditions in which the price level is countercyclical and the inflation rate is procyclical

the cyclical behavior of prices interpreting the evidence previous studies of the cyclical behavior of prices have found that the cross correlations between output and prices in post wwii u s data are generally negative these correlations h have been interpreted as being more consistent with supply driven models of business cycle fluctuations than with models that focus on demand shocks in this paper the authors show that the signs of price output correlations provide little information about the underlying shock for instance a simple keynesian model driven by demand shocks leads to negative correlations between these variables the authors results suggest that price output correlations may not be a particularly useful way to characterize the cyclical behavior of prices copyright 1995 by ohio state university press

time varying long range dependence in energy futures markets abstract this study aims to investigate the presence of long range dependence in energy futures markets using a daily dataset covering from 1990 to 2013 which includes crucial events for energy markets such as invasion of iraq and global financial crisis of 2008 we estimate time varying generalized hurst exponents of several energy futures contracts with different times to maturity using a rolling window approach results reveal that efficiency of energy futures markets is clearly time varying and changes drastically over the sample period for futures contracts with 1 4 months to maturities crude oil and gasoline are found to be more efficient compared to others on the other hand for contracts with 5 9 months to maturities crude oil and natural gas futures are more efficient for almost every different month to maturity heating oil and gas oil futures are found to be the least efficient markets moreover in general the efficiency of energy futures markets is found to be decreasing dramatically when time to maturity is increasing several implications are discussed

agent based macroeconomics a baseline model abstract this paper develops a baseline agent based macroeconomic model and contrasts it with the common dynamic stochastic general equilibrium approach although simple the model can reproduce a lot of the stylized facts of business cycles the author argues that agent based modeling is an adequate response to the recently expressed criticism of macroeconomic methodology because it allows for aggregate behavior that is more than simply a replication of microeconomic optimization decisions in equilibrium at the same time it allows for absolutely consistent microfoundations including the structure and properties of markets most importantly it does not depend on equilibrium assumptions or fictitious auctioneers and does therefore not rule out coordination failures instability and crisis by definition a situation that is very close to a general equilibrium can instead be shown to result endogenously from non rational micro interaction

modeling and forecasting the volatility of petroleum futures prices we investigate volatility models and their forecasting abilities for three types of petroleum futures contracts traded on the new york mercantile exchange west texas intermediate crude oil heating oil 2 and unleaded gasoline and suggest some stylized facts about the volatility of these futures markets particularly in regard to volatility persistence or long memory properties in this context we examine the persistence of market returns and volatility simultaneously using the following arfima garch class models arima garch arfima garch arfima igarch and arfima figarch although the arfima figarch model better captures long memory properties of returns and volatility the out of sample analysis indicates no unique model for all three types of petroleum futures contracts suggesting that investors should be careful when measuring and forecasting the volatility risk of petroleum futures markets

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

random fractal structures in north american energy markets this paper uses daily observations on west texas intermediate wti crude oil prices at chicago and henry hub natural gas prices at la over the deregulated period of the 1990s and various tests from statistics and dynamical systems theory to support a random fractal structure for north american energy markets in particular this evidence is supported by the vassilicos et al 1993 multifractal structure test and the ghashghaie et al nature 381 1996 767 turbulent behavior test

electricity prices and fuel costs long run relations and short run dynamics the paper examines the long run relation and short run dynamics between electricity prices and three fossil fuel prices coal natural gas and crude oil using annual data for the u s for 1960 2007 the results suggest 1 a stable long run relation between real prices for electricity and coal 2 bi directional long run causality between coal and electricity prices 3 insignificant long run relations between electricity and crude oil and or natural gas prices and 4 no evidence of asymmetries in the adjustment of electricity prices to deviations from equilibrium a number of implications are addressed

macro economic fluctuations in developing countries this article documents the main stylized features of macroeconomic fluctuations for 12 developing countries it presents cross correlations between domestic industrial output and a large group of macroeconomic variables including fiscal variables wages inflation money credit trade and exchange rates also analyzed are the effects of economic conditions in industrial countries on output fluctuations in the sample developing countries the results point to many similarities between macroeconomic fluctuations in developing and industrial countries procyclical real wages countercyclical variation in government expenditures and some important differences countercyclical variation the velocity of monetary aggregates their robustness is examined using different detrending procedures

unit root properties of crude oil spot and futures prices in this article we examine whether wti and brent crude oil spot and futures prices at 1 3 and 6 months to maturity contain a unit root with one and two structural breaks employing weekly data over the period 1991 2004 to realise this objective we employ lagrange multiplier lm unit root tests with one and two endogenous structural breaks proposed by lee and strazicich 2003 minimum lagrange multiplier unit root test with two structural breaks review of economics and statistics 85 1082 1089 2004 minimum lm unit root test with one structural break working paper no 04 17 department of economics appalachian state university we find that each of the oil price series can be characterised as a random walk process and that the endogenous structural breaks are significant and meaningful in terms of events that have impacted on world oil markets

market efficiency of oil spot and futures a mean variance and stochastic dominance approach this paper examines the market efficiency of oil spot and futures prices by using both mean variance mv and stochastic dominance sd approaches based on the west texas intermediate crude oil data for the sample period 1989 2008 we find no evidence of any mv and sd relationships between oil spot and futures indices this infers that there is no arbitrage opportunity between these two markets spot and futures do not dominate one another investors are indifferent to investing spot or futures and the spot and futures oil markets are efficient and rational the empirical findings are robust to each sub period before and after the crises for different crises and also to portfolio diversification

the 2014 oil bust causes and consequences abstract this article suggests that the 2014 oil price collapse was possibly triggered by the falling euro versus the us dollar specifically the usd eur exchange rate likely adjusted to the sudden economic growth outlook divergence between the us and the eu as evident by the relative short term interest rate spread measures and triggered a strong dollar trade which is negative for the crude oil prices thus in our view the 2014 oil price bust is another episode of oil price inefficiency similar to the 2008 oil bubble the key argument presented in this article is that as long as there are temporary economic growth divergences between the us and the eu the resulting exchange rate volatility is likely to create the pricing inefficiencies in crude oil which in fact are mean reverting as the economic growth divergences eventually dissipate

financial fragility patterns of firms entry and exit and aggregate dynamics abstract we model the entry exit process of industrial dynamics within a theoretical framework in which the financial conditions of firms affect capital accumulation the patterns of entry and exit affect the dynamics of the distribution of firms which are differentiated by the equity ratio i e the ratio of net worth to the capital stock we perform numerical simulations to study the interactions among changes in financial fragility industrial dynamics and the macroeconomic performance

are the crude oil markets becoming more efficient over time new evidence from a generalized spectral test this paper utilizes the newly developed method of a generalized spectral test to examine the weak form efficiency of the main worldwide crude oil markets the generalized spectral test unlike other methods can detect both linear and nonlinear serial dependence in the conditional mean and allows for different forms of unknown conditional heteroscedasticity by using a rolling sample approach instead of an analysis of different time periods we find that the efficiency of oil markets may depend on time periods the main global crude oil markets reach weak form efficiency in the long term and the degree of efficiency of global oil markets changes over time among the oil markets examined in this study the brent and the wti oil markets possess the highest efficiency levels whereas the daqing oil market has the lowest efficiency level apparent anti synchronization is detected between the efficiency of brent and wti markets in recent years whereas synchronization is found between the efficiency of daqing and dubai oil markets during the last decade

efficiency of crude oil markets evidences from informational entropy analysis abstract the role of crude oil as the main energy source for the global economic activity has motivated the discussion about the dynamics and causes of crude oil price changes an accurate understanding of the issue should provide important guidelines for the design of optimal policies and government budget planning using daily data for wti over the period january 1986 march 2011 we analyze the evolution of the informational complexity and efficiency for the crude oil market through multiscale entropy analysis the results indicated that the crude oil market is informationally efficient over the scrutinized period except for two periods that correspond to the early 1990s and late 2000s us recessions overall the results showed that deregulation has improved the operation of the market in the sense of making returns less predictable on the other hand there is some evidence that the probability of having a severe us economic recession increases as the informational efficiency decreases which indicates that returns from crude oil markets are less uncertain during economic downturns