individual and aggregate labor supply with coordinated working times i analyze two extensions to the standard model of life cycle labor supply that feature operative choices along both the intensive and extensive margin one assumes that individuals face continuous wage hours schedules while the other assumes that all work must be coordinated across individuals though similar qualitatively the two models have very different implications for aggregate labor supply responses to tax policy in the first model curvature in the individual utility from leisure function plays relatively little role but in the second model it is of first order importance the second model also has important implications for what data are best able to provide evidence on the extent of curvature in the utility from leisure function

intertemporal labor supply and human capital accumulation we solve and estimate a dynamic model that allows agents to optimally choose their labor hours and consumption and that allows for both human capital accumulation and savings estimation results and simulation exercises indicate that the intertemporal elasticity of substitution is much higher than the conventional estimates and the downward bias comes from the omission of the human capital accumulation effect the human capital accumulation effect renders the life cycle path of the shadow wage relatively flat even though wages increase with age hence a rather flat life cycle labor supply path can be reconciled with a high intertemporal elasticity of substitution

evidence of nonlinearity in daily stock returns this article applies a newly developed statistical technique to time series of daily rates of return of 15 common stocks the technique involves estimating the bispectrum of the observed time series the bispectrum is defined as the double fourier transform of the third order cumulant function if the process generating rates of return is linear with independent innovations then the skewness of the bispectrum will be constant the article describes a test that can detect nonconstant skewness in the bispectrum hence if the test rejects constant skewness a nonlinear process is implied as a consequence the test can distinguish between white noise and purely random noise the results suggest that daily stock returns are generated by a nonlinear process

household time use among older couples evidence and implications for labor supply parameters using the consumption activities mail survey cams module in the hrs we document how individual time allocations change when one or more household members transitions from full time work to not working we find that the ratio of home production to leisure time is approximately constant for both family members using a model of household labor supply to understand the implications of this finding we conclude that the elasticity of substitution between the leisure of the two members is quite large this elasticity plays a key role in models of household labor supply and is important for understanding how changes in relative wages and taxes affect household labor supply

production complementarities and flexibility in a model of entrepreneurship abstract the focus of this paper is the flexibility in working hours as a motive for entrepreneurship the model exhibits inflexibilities for workers and entrepreneurs which arise due to complementarities in production in addition it allows for volatile value of leisure to make flexibility in hours desirable differences in occupation specific flexibility disciplined with the observed patterns in hours level persistence dispersion and income persistence dispersion can explain relatively low income levels of entrepreneurs in the us and the occupation specific distributions of working hours and income policy relevance of the model features is discussed using experiments of workweek restrictions and income taxation

the relationship between the markup and inflation in the g7 economies and australia an i 2 analysis of inflation and the markup is undertaken for the g7 economies and australia we find that the levels of prices and costs are best described as i 2 processes and that except for japan a linear combination of the log levels of prices and costs cointegrate to the markup that is integrated of order 1 it is also shown that the markup in each case co integrates with inflation and that higher inflation is associated with a lower markup in the long run

computer automation of general to specific model selection procedures abstract disputes about econometric methodology partly reflect a lack of evidence on alternative approaches we reconsider econometric model selection from a computer automation perspective focusing on general to specific reductions embodied in pcgets starting from a general congruent model standard testing procedures eliminate statistically insignificant variables with diagnostic tests checking the validity of reductions ensuring a congruent final selection since jointly selecting and diagnostic testing has eluded theoretical analysis we study modelling strategies by simulation the monte carlo experiments show that pcgets recovers the dgp specification from a general model with size and power close to commencing from the dgp itself

are different vintages of data on the components of gdp co integrated some evidence for the united kingdom abstract the process of data revision is often an extensive one giving rise to different time series on the same variable with potentially different properties in this study we ask whether different vintages of data are cointegrated and find for our data set on the income components of united kingdom gdp that this is not always the case although in general later vintages are more likely than earlier vintages to be co integrated with the final vintage a lack of co integration favours rejection of the view that preliminary vintages are efficient forecasts of the final vintage

monetary policy estimation in real time forward looking taylor rules without forward looking data there is widespread agreement that monetary policy should be evaluated by using forward looking taylor rules estimated with real time data for the case of the u s this analysis can be performed using greenbook data but only through 2002 in countries outside the u s central banks do not regularly release their forecasts to the public i propose a methodology for conducting monetary policy evaluation in real time when forward looking real time data is unavailable i then implement this methodology and estimate the resultant taylor rules for the u s canada the u k and germany the methodology consists of calibrating models to closely replicate greenbook forecasts and then applying them to international real time datasets the results show that the u s output gap series is well described by quadratic detrending while greenbook inflation forecasts can be closely replicated using bayesian model averaging over autoregressive distributed lag models in inflation and the gdp growth rate german and u s taylor rules are characterized by inflation coefficients increasing with the forecast horizon and a positive output gap response the u k and canada interest rate reaction functions achieve maximum inflation response at middle term horizons of about 1 2 year and the output gap coefficient enters the reaction functions insignificantly estimating the u k and canadian taylor rules as forward looking is crucial as backward looking specifications produce nonsensical estimates this is not the case for the u s and germany

the state dependence of output revisions abstract this paper investigates whether economic activity dynamics predict gdp revisions using panel data from 15 oecd countries we find that economic activity predicts gdp revisions early releases tend to overestimate gdp growth during slowdowns and vice versa we also find that the source of the predictability could be related to the sampling of information collection finally the predictability comes from short term economic activity dynamics rather than business cycle position

rolling sampled parameters of arch and levy stable models in this paper an asymmetric autoregressive conditional heteroskedasticity arch model and a levy stable distribution are applied to some well known financial indices dax30 ftse20 ftse100 and sp500 using a rolling sample of constant size in order to investigate whether the values of the estimated parameters of the models change over time although there are changes in the estimated parameters reflecting that structural properties and trading behaviour alter over time the arch model adequately forecasts the one day ahead volatility a simulation study is run to investigate whether the time variant attitude holds in the case of a generated arch data process revealing that even in that case the rolling sampled parameters are time varying

a transactions data analysis of nonsynchronous trading weekly returns of stock portfolios exhibit substantial autocorrelation analytical studies suggest that nonsynchronous trading is capable of explaining from 5 to 65 of the autocorrelation the varying importance of nonsynchronous trading in these studies arises primarily from differing assumptions regarding nontrading periods of stocks we simulate the effects of nonsynchronous trading by sampling stock returns from a return generating process using transactions data to obtain the precise time of each stock s last trade we find that simulated weekly portfolio returns exhibit autocorrelations that are roughly 25 that of their observed crsp weekly returns article published by oxford university press on behalf of the society for financial studies in its journal the review of financial studies

micro and macro elasticities in a life cycle model with taxes we build a life cycle model of labor supply that incorporates changes along both the intensive and extensive margin and use it to assess the consequences of changes in tax and transfer policies on equilibrium hours of work we find that changes in taxes have large aggregate effects on hours of work moreover we find that there is no inconsistency between this result and the empirical finding of small labor elasticities for prime age workers in our model micro and macro elasticities are effectively unrelated our model is also consistent with other cross country patterns

an empirical model of labor supply in a life cycle setting this paper formulates and estimates a structural intertemporal model of labor supply using theoretical characterizations derived from an economic model of lifetime behavior a two step empirical analysis yields estimates of intertemporal and uncompensated substitution effects which provide the information needed to predict the response of hours of work to life cycle wage growth and shifts in the lifetime wage path

structural transformation and the deterioration of european labor market outcomes this paper examines hours worked in continental europe and the united states from 1956 to 2003 the empirical work establishes two results first hours worked in europe decline by almost 45 percent compared to the united states over this period second this decline is almost entirely accounted for by the fact that europe develops a much smaller market service sector than the united states a simple model of time allocation is used to understand these patterns i find that relative increases in taxes and technological catch up can account for most of the differences between the european and american time allocations over this period

micro and macro labor supply elasticities a reassessment of conventional wisdom the response of aggregate labor supply to various changes in the economic environ ment is central to many economic issues especially the optimal design of tax policies conventional wisdom based on studies in the 1980s and 1990s has long held that the analysis of micro data leads one to conclude that aggregate labor supply elasticities are quite small in this paper we argue that this conventional wisdom does not hold up to empirically reasonable and relevant extensions of simple life cycle models that served as the basis for these conclusions in particular we show that several pieces of conventional wisdom fail in the presence of human capital accumulation or labor supply decisions that allow for adjustment along both the extensive and intensive margin we conclude that previous estimates of small labor supply elasticities based on micro data are fully consistent with large aggregate labor supply elasticities jel d91 e24 j22

labor supply hours constraints and job mobility if hours can be freely varied within jobs the effect on hours of changes in preferences for those who do change jobs should be similar to the effect on hours for those who do not change jobs conversely if employers restrict hours choices then changes in preferences should affect hours more strongly when the job changes than when it does not change for a sample of married women we find that changes in many of the labor supply preference variables produce much larger effects on hours when the job changes

factor income taxation in a horizontal innovation model we consider the optimal factor income taxation in a standard r d model with technical change represented by an increase in the variety of intermediate goods in the model there are externalities both to working and to saving due to market power by firms incomplete appropriability of the benefits of inventions and the cost of economic activity in terms of public expenditures redistributing the tax burden from labor to capital will increase employment but in most cases reduce the rate of growth with conflicting effects on the deadweight loss from the externalities under plausible calibrations of the model the optimal tax rate on capital will be sizable

the estimation of a joint wage hours labor supply model in this paper the standard cross sectional static model of labor supply is modified to make the wage endogenous and a joint wage hours model is estimated the econometric technique addresses the non linearity of the budget constraint by approximating the constraint by a series of discrete points the results show that the budget constraint is indeed nonlinear that hours affect the wage quadratically that true wage elasticities are lower as a result and that the model fits the hours distribution much better than the standard tobit model

keep it real a real time uk macro data set abstract we present a real time macro data set for the uk each variable has many different vintages reflecting the revisions and updates that occur over time our aim is to provide a resource for researchers evaluating uk forecasting performance and policy making in real time we illustrate the importance of these data by analysing their impacts on uk inflation forecasts and monetary policy in the late 1980s contrary to the view of contemporary policy makers we find that the initial measurements of demand side macro variables did not disguise inflationary pressures

some relations between volatility and serial correlations in stock market returns this article explores the relation between serial correlation and volatility for several different stock return series at daily and weekly frequencies it is found that serial correlations are changing over time and are related to stock return volatility an extension to the garch model is proposed and estimated revealing parameters consistent with other findings in this article copyright 1992 by university of chicago press

nonlinear time series analysis of stock volatilities summary the absolute value of the mean corrected excess return is used in this paper to measure the volatility of stock returns we apply various nonlinearity tests available in the literature to show that such volatility series are strongly nonlinear we then explore the use of threshold autoregressive tar models in describing monthly volatility series the models built suggest that the volatility series exhibit significant lower order serial correlations when the volatility is large indicating certain volatility clustering in stock returns out of sample forecasts are used to compare the tar models with linear arma models and nonlinear garch and egarch models based on mean squared error and average absolute deviation the comparisons show that a the tar models consistently outperform the linear arma models in multi step ahead forecasts for large stocks b the tar models provide better forecasts than the garch and egarch models also for the volatilities of large stock returns and c the egarch model gives the best long horizon volatility forecasts for small stock returns

information trading volume and international stock return comovements evidence from cross listed stocks we investigate the joint dynamics of returns and trading volume of 556 foreign stocks cross listed on u s markets heterogeneous agent trading models rationalize how trading volume reflects the quality of traders information signals and how it helps to disentangle whether returns are associated with portfolio rebalancing trades or information motivated trades based on these models we hypothesize that returns in the home u s market on high volume days are more likely to continue to spill over into the u s home market for those cross listed stocks subject to the risk of greater informed trading our empirical evidence provides support for these predictions which confirms the link between information trading volume and international stock return comovements that has eluded previous empirical investigations

what has been learned about labor supply in the past twenty years the main advance in the study of labor supply in the past 20 years has come in recognizing and interpreting the variety of different labor supply functions that coexist in the empirical literature a crucial theoretical distinction with important empirical payoff is that between labor supply choices at the extensive margin i e labor force participation and employment choices and choices at the intensive margin i e choices about hours of work or weeks of work for workers another important distinction is the one between a descriptive labor supply function and a structural supply function that can be the basis for out of sample policy investigations concerning responses to tax and welfare programs and evaluations of welfare losses a full understanding of the participation hours dichotomy leads to an appreciation of the importance of the problem of selection bias what is the wage to impute to a nonworking person these distinctions are a legacy of the research conducted on labor supply over the past 20 years many important empirical questions have been addressed i how strong are the effects of taxes welfare and transfer programs on labor supply ii how important is intertemporal substitution can life cycle labor supply models explain business cycle labor supply behavior iii has the consensus view of the 1960 s of high labor supply elasticities for married women and low labor supply elasticities for married men held up all of the empirical evidence assembled on labor supply must be called into question in the light of important research on the basic quality of the data conducted by analysts at the university of michigan i discuss this evidence in a concluding section except for my discussion of measurement issues i focus only on the major discoveries about which a general consensus has emerged

nonlinear dependence in finnish stock returns abstract past research into the evolution of finnish stock returns focuses on modeling linear and nonlinear dependence using various arima and garch formulations respectively this paper extends the extant work by using grassberger procaccia correlations dimensions to explore the nature of the nonlinear dynamics in daily finnish stock returns during the 1970s and 1980s nonlinear behavior in both periods is evident a simple garch model removes the nonlinearity in the first decade and dramatically reduces the nonlinearity in the second period this supports the notion that finnish stock returns exhibit nonlinear dependence but that the form of dependence is not chaotic

inference in cointegrating models uk m1 revisited the paper addresses the practical determination of cointegration rank this is difficult for many reasons deterministic terms play a crucial role in limiting distributions and systems may not be formulated to ensure similarity to nuisance parameters finite sample critical values may differ from asymptotic equivalents dummy variables alter critical values often greatly multiple cointegration vectors must be identified to allow inference the data may be 1 2 rather than 1 1 altering distributions and conditioning must be done with care these issues are illustrated by an empirical application of multivariate cointegration analysis to a small model of narrow money prices output and interest rates in the uk copyright 1998 by blackwell publishers ltd

a three state model of worker flows in general equilibrium abstract we develop a simple model featuring search frictions and a nondegenerate labor supply decision along the extensive margin the model is a standard version of the neoclassical growth model with indivisible labor and idiosyncratic productivity shocks and frictions characterized by employment loss and employment opportunity arrival shocks we argue that it is able to account for the key features of observed labor market flows for reasonable parameter values persistent idiosyncratic productivity shocks play a key role in allowing the model to match the persistence of the employment and out of the labor force states found in individual labor market histories

indivisible labor lotteries and equilibrium abstract this paper considers an economy where labor is indivisible and agents are identical although the discontinuity in labor supply at the individual level disappears as a result of aggregation it is shown that indivisible labor has strong consequences for the aggregate bahavior of the economy it is also shown that optimal allocations involve lotteries over employment and consumption

heterogeneity and aggregation implications for labor market fluctuations we demonstrate that aggregate employment and consumption can increase without a corresponding movement in productivity in a model with heterogeneous agents where the only aggregate disturbance is a productivity shock the interaction between incomplete capital markets and indivisible labor results in a low employment productivity correlation and creates a time varying wedge between the marginal rate of substitution for commodity consumption and hours and productivity our results caution against viewing the measured wedge as an inefficiency due to a failure of labor market clearing or as a fundamental driving force behind business cycles jel d31 e32 j22 j24 j31

estimating time variation in measurement error from data revisions an application to backcasting and forecasting in dynamic models over time economic statistics are refined this implies that data measuring recent economic events are typically less reliable than older data such time variation in measurement error affects optimal forecasts measurement error and its time variation are of course unobserved our contribution is to show how estimates of these can be recovered from the variance of revisions to data using a behavioural model of the statistics agency we illustrate the gains in forecasting performance from exploiting these estimates using a real time dataset on uk aggregate expenditure data copyright 2009 john wiley sons ltd

effective tax rates in macroeconomics cross country estimates of tax rates on factor incomes and consumption abstract this paper proposes a method for computing tax rates using national accounts and revenue statistics using this method we construct time series of tax rates for large industrial countries the method identifies the revenue raised by different taxes at the general government level and defines aggregate measures of the corresponding tax bases this method yields estimates of effective tax rates on factor incomes and consumption consistent with the tax distortions faced by a representative agent in a general equilibrium framework these tax rates compare favorably with existing estimates of marginal tax rates and highlight important international differences in tax policy

indivisible labor and the business cycle abstract a growth model with shocks to technology is studied labor is indivisible so all variability in hours worked is due to fluctuations in the number employed we find that unlike previous equilibrium models of the business cycle this economy displays large fluctuations in hours worked and relatively small fluctuations in productivity this finding is independent of individuals willingness to substitute leisure across time this and other findings are the result of studying and comparing summary statistics describing this economy an economy with divisible labor and post war u s time series

retirement home production and labor supply elasticities a standard life cycle model with home production implies a tight relationship between key preference parameters and the changes in time allocated to home production and leisure at retirement we derive this relationship and use data from the atus to explore its quantitative implications the key finding is that the intertemporal elasticity of substitution for leisure and the elasticity of substitution between time and goods in home production are approximately equal in contrast to what is commonly assumed

tied wage hours offers and the endogeneity of wages in the standard model of labor supply each worker is a price taker where the relevant price is an hourly wage rate which is fixed in the short run and which does not depend upon the number of hours supplied with this basic assumption the wage can be regarded as exogenous for the purpose of estimating a labor supply function this paper proposes and implements a pair of tests for the exogeneity of wages in a longitudinal labor supply model and for the particular failure of exogeneity associated with jobs that offer wage hour packages the first test is very simple it amounts to a test of whether hours granger cause wages at the individual level the second test involves a simultaneous estimation of labor supply and wage offer equations both tests indicate that the offered wage is related to hours worked though the offer locus is for this sample very flat the principal conclusion is that labor supply equations cannot properly be estimated in isolation from the process generating wages even when long time series are available on a sample of individuals this abstract was borrowed from another version of this item

are preliminary announcements of the money stock rational forecasts abstract we develop a theoretical framework of analyzing preliminary announcements of economic data and then apply this framework to the money stock we find that preliminary announcements of the money stock are best characterized as measured with classical errors in variables that is the revision is not correlated with the true value of the series the revision is however forecastable using information available at the time of the preliminary announcement our ability to forecast the revision implies that preliminary announcements are not rational estimates of the true money stock

fractional integration in agricultural futures price volatilities this article tests whether the volatility of agricultural futures prices exhibits fractional integration volatility series were constructed for fourteen agricultural futures price series with over 5 300 observations per series the volatility series exhibit strong long term dependence which is an indicator of fractional integration a fractional integration model figarch 1 d 1 performs significantly better than a traditional volatility model garch 1 1 in modeling agricultural futures price volatility

asymmetric return dynamics and technical trading strategies abstract we investigate the profitability of technical trading strategies based on an asymmetric reverting property of stock returns we identify an asymmetry in return dynamics for daily returns on the s p 500 index return dynamics evolve along a positive negative unconditional mean after a prior positive negative return the trading strategies based on this asymmetry generate a positive return for buy signals a negative return for sell signals and a positive return for the spread between buy and sell signals our results imply that the observed asymmetry in return dynamics is the main source of profitability for the implied strategies thereby corroborating arguments for the usefulness of technical trading strategies

monetary policy rules based on real time data this paper examines the magnitude of informational problems associated with the implementation and interpretation of simple monetary policy rules using taylor s rule as an example i demonstrate that real time policy recommendations differ considerably from those obtained with ex post revised data further estimated policy reaction functions based on ex post revised data provide misleading descriptions of historical policy and obscure the behavior suggested by information available to the federal reserve in real time these results indicate that reliance on the information actually available to policy makers in real time is essential for the analysis of monetary policy rules

data revisions and the expenditure components of gdp the constant price components of the expenditure estimate of gdp for the united kingdom undergo an extensive process of revision as new information comes to light this study is concerned with three central themes the authors assess whether the preliminary vintages efficiently incorporate information available at the time of their compilation whether there is any evidence for the nonstationarity of data revisions and how to construct constant price time series when there are several changes of base copyright 1991 by royal economic society

u s stock market crash risk 1926 2010 abstract this paper examines how well alternate time changed levy processes capture stochastic volatility and the substantial outliers observed in u s stock market returns over the past 85 years the autocorrelation of daily stock market returns varies substantially over time necessitating an additional state variable when analyzing historical data i estimate various one and two factor stochastic volatility levy models with time varying autocorrelation via extensions of the bates 2006 methodology that provide filtered daily estimates of volatility and autocorrelation the paper explores option pricing implications including for the volatility index vix during the recent financial crisis

can speculative trading explain the volume volatility relation we derive a speculative trading model with endogenous informed trading that yields a conditionally heteroscedastic time series for trading volume and the squared price changes we use half hourly price change and volume data for ibm during 1988 to test the model and estimate the structural parameters using the simulated method of moments estimation procedure although the model seems to do a reasonable job fitting the unconditional moments of the volume and the squared price change processes it fares less well in fitting the relation between current trading volume and lags of trading volume and squared volume s and its lag s relation to squared price changes

asymmetric predictability of conditional variances we show that there is an asymmetry in the predictability of the volatilities of large versus small firms using both univariate and multivariate arma garch m parameterizations we find that volatility surprises to large market value firms are important to the future dynamics of their own returns as well as the returns of smaller firms conversely however shocks to smaller firms have no impact on the behavior of either the mean or the variance of the returns of larger capitalization companies article published by oxford university press on behalf of the society for financial studies in its journal the review of financial studies

stock prices and volume the authors undertake a comprehensive investigation of price and volume co movement using daily new york stock exchange data from 1928 to 1987 they adjust the data to take into account well known calendar effects and long run trends to describe the process they use a seminonparametric estimate of the joint density of current price change and volume conditional on past price changes and volume four empirical regularities are found 1 positive correlation between conditional volatility and volume 2 large price movements are followed by high volume 3 conditioning on lagged volume substantially attenuates the leverage effect and 4 after conditioning on lagged volume there is a positive risk return relation article published by oxford university press on behalf of the society for financial studies in its journal the review of financial studies

income and wealth heterogeneity in the macroeconomy how do movements in the distribution of income and wealth affect the macroeconomy we analyze this question using a calibrated version of the stochastic growth model with partially uninsurable idiosyncratic risk and movements in aggregate productivity our main finding is that in the stationary stochastic equilibrium the behavior of the macroeconomic aggregates can be almost perfectly described using only the mean of the wealth distribution this result is robust to substantial changes in both parameter values and model specification our benchmark model whose only difference from the representative agent framework is the existence of uninsurable idiosyncratic risk displays far less cross sectional dispersion and skewness in wealth than u s data however an extension that relies on a small amount of heterogeneity in thrift does succeed in replicating the key features of the wealth data furthermore this extension features aggregate time series that depart significantly from permanent income behavior

the effect of part time work on wages evidence from the social security rules this article identifies the part time wage effect using hours variation caused by the social security rules we show that work hours and wages drop sharply at ages 62 and 65 we argue that the hours decline causes the wage decline resulting in a 25 wage penalty for men who cut their work week from 40 to 20 hours however we find little evidence for such an effect among women we also show that models that fail to account for the joint determination of hours and wages will understate the labor supply response to a tax change by about 26

forecast improvements using a volatility index this paper explores the possibility of improved out of sample forecasting for stock returns and foreign exchange rates using observed nonlinearities in the two series forecasting is done using nonparametric techniques where important information is obtained from the current level of volatility in the series for both series forecast improvements are observed but for stock returns the improvements are only marginal these results indicate the usefulness and stability of some types of nonlinear modelling for financial markets

nonsynchronous security trading and market index autocorrelation the theoretical portfolio autocorrelation due solely to nonsynchronous trading is estimated from a derived model this estimated level is found to be substantially less than that observed empirically the theoretical and empirical relationship between portfolio size and autocorrelation also is investigated the results of this study suggest that other price adjustment delay factors in addition to nonsynchronous trading cause the high autocorrelations present in daily returns on stock index portfolios

intertemporal substitution in labor supply evidence from micro data the sensitivity of the supply of labor to intertemporal variation in the wage is an important issue in macroeconomics the analysis of social security and pensions and the study of life cycle patterns of work this paper explores two approaches to the measurement of intertemporal substitution that have appeared in the literature the first approach is to use consumption to control for wealth and unobserved expectations about future wages in the labor supply equation the second approach is to estimate a first difference equation for hours in which labor supply from the previous period serves as a control for wealth and wage expectations the results indicate that intertemporal substitution elasticity for married men is positive but small

arch models properties estimation and testing abstract the aim of this survey paper is to provide an account of some of the important developments in the autoregressive conditional heteroskedasticity arch model since its inception in a seminal paper by engle 1982 this model takes account of many observed properties of asset prices and therefore various interpretations can be attributed to it we start with the basic arch models and discuss their different interpretations arch models have been generalized in different directions to accommodate more and more features of the real world we provide a comprehensive treatment of many of the extensions of the original arch model next we discuss estimation and testing for arch models and note that these models lead to some interesting and unique problems there have been numerous applications and we mention some of these as we present different models the paper includes a glossary of the acronyms for the models we describe

choice among wage hours packages an empirical investigation of male labor supply this article specifies and estimates an empirical model of male labor supply based on an implicit market model of wage hours determination we discuss how moving from a standard labor supply model to an implicit market model affects model specification and choice of estimation technique we find that average hourly earnings are not independent of hours worked and that ols estimates of the wage hours relationship are biased we also show that a labor supply model that assumes wages to be independent of hours worked produces a positively biased estimate of the effect of the wage on labor supply

the demand for broad money in the united kingdom 1878 1993 using annual data from friedman and schwartz 1982 hendry and ericsson 1991a developed an empirical model of the demand for broad money in the united kingdom over 1878 1975 we update that model over 1976 1993 accounting for changed data definitions and clarifying the concept of constancy with appropriate measures of opportunity cost and credit deregulation the model s parameters are empirically constant over the extended sample which was economically turbulent policy implications follow for parameter nonconstancy and predictive failure causation between money and prices monetary targeting deregulation and financial innovation and the effect of policy on economic agents behavior

modelling uk inflation 1875 1991 uk inflation has varied greatly in response to many economic policy and exchange rate regime shifts two world wars and two oil crises as well as legislative and technological changes inflation is modelled as responding to excess demands from all sectors of the economy goods and services factors of production money financial assets foreign exchange and government deficits equilibrium correction terms are developed for each of these over the sample indicator variables and commodity prices capture turbulent years variables representative of most theories of inflation matter empirically yielding an eclectic model inconsistent with any single cause explanation copyright 2001 john wiley sons ltd

modeling inflation in australia this article develops an empirically constant data coherent error correction model for inflation in australia the level of consumer prices is a markup over domestic and import costs with adjustments for dynamics and relative aggregate demand we address issues of cointegration general to specific modeling dynamic specification model evaluation and testing parameter constancy forecasting and exogeneity we also test this model against existing models of australian prices this model encompasses but is not encompassed by the existing models

an i 2 analysis of inflation and the markup an i 2 analysis of australian inflation and the markup is undertaken within an imperfect competition model it is found that the levels of prices and costs are best characterized as integrated of order 2 and that a linear combination of the levels which may be defined as the markup cointegrates with price inflation from the empirical analysis we obtain a long run relationship where higher inflation is associated with a lower markup and vice versa the impact in the long run of inflation on the markup is interpreted as the cost to firms of overcoming missing information when adjusting prices in an inflationary environment copyright 2001 john wiley sons ltd

wage risk and employment risk over the life cycle we specify a structural life cycle model of consumption labour supply and job mobility in an economy with search frictions that allows us to distinguish between different sources of risk and to estimate their effects the sources of risk are shocks to productivity job destruction the process of job arrival when employed and unemployed and match level heterogeneity our model allows for four main social insurance programmes in contrast to simpler models that attribute all income fluctuations to shocks our framework allows us to disentangle the effects of the shocks from the responses to these shocks estimates of productivity risk once we control for employment risk and for individual labour supply choices are substantially lower than estimates that attribute all wage variation to productivity risk increases in productivity risk impose a considerable welfare loss on individuals and induce substantial precautionary saving increases in employment risk have large effects on output and primarily through this channel affect welfare the welfare value of government programs such as food stamps which partially insure productivity risk is greater than the value of unemployment insurance which provides partial insurance against employment risk and no insurance against persistent shocks

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

deep learning with long short term memory networks for financial market predictions abstract long short term memory lstm networks are a state of the art technique for sequence learning they are less commonly applied to financial time series predictions yet inherently suitable for this domain we deploy lstm networks for predicting out of sample directional movements for the constituent stocks of the s p 500 from 1992 until 2015 with daily returns of 0 46 percent and a sharpe ratio of 5 8 prior to transaction costs we find lstm networks to outperform memory free classification methods i e a random forest raf a deep neural net dnn and a logistic regression classifier log the outperformance relative to the general market is very clear from 1992 to 2009 but as of 2010 excess returns seem to have been arbitraged away with lstm profitability fluctuating around zero after transaction costs we further unveil sources of profitability thereby shedding light into the black box of artificial neural networks specifically we find one common pattern among the stocks selected for trading they exhibit high volatility and a short term reversal return profile leveraging these findings we are able to formalize a rules based short term reversal strategy that yields 0 23 percent prior to transaction costs further regression analysis unveils low exposure of the lstm returns to common sources of systematic risk also compared to the three benchmark models

the effects of health wealth and wages on labour supply and retirement behaviour this paper estimates a life cycle model of labour supply retirement and savings behaviour in which future health status and wages are uncertain individuals face a fixed cost of work and cannot borrow against future labour pension or social security income the method of simulated moments is used to match the life cycle profiles of labour force participation hours worked and assets that are estimated from the data to those that are generated by the model the model establishes that the tax structure of the social security system and pensions are key determinants of the high observed job exit rates at ages 62 and 65 removing the tax wedge embedded in the social security earnings test for individuals aged 65 and older would delay job exit by almost one year by contrast social security benefit levels health and borrowing constraints are less important determinants of job exit at older ages for example reducing social security benefits by 20 would cause workers to delay exit from the labour force by only three months

measuring business cycle time the business cycle analysis of arthur f burns and wesley c mitchell and the national bureau of economic research presumed that aggregate economic variables evolve on a time scale defined by business cycle turning points rather than by months or quarters do macroeconomic variables appear to evolve on an economic rather than a calendar time scale evidence presented here suggests that they do however the estimated economic time scales are only weakly related to business cycle time scales providing evidence against the view underlying traditional business cycle analysis copyright 1987 by university of chicago press

trading asymmetric trend and volatility by leverage trend garch in taiwan stock index this article develops a leverage trend generalized autoregressive conditional heteroscedasticity garch model by incorporating asymmetric trend of returns of the exponential autoregressive and asymmetric volatility of garch models to study the asymmetric effects using in sample daily data of taiex over the period 4 january 1980 to 25 august 1997 and postsample daily data over the period 26 august 1997 to 10 september 2007 the evidence reveals that a curvaceous risk return relationship and both asymmetric volatility and asymmetric trend of returns are significant in taiex the episode of asymmetric trend of returns is that the positive information creates a higher return trend than the negative information of the same amount while similarly to most studies the evidence of asymmetric volatility appears that the negative information makes a higher volatility than the positive information of the same size most remarkably we evidence that the volatility asymmetry effect is a conservative trading factor

labor supply preferences hours constraints and hours wage tradeoffs in a labor market with tied hours wage packages and wage dispersion for a particular type of job constrained workers may be willing to sacrifice wage gains for better hours when changing jobs likewise workers may accept jobs offering undesirable hours only if the associated wage gains are large we investigate this issue empirically by examining whether overemployment and underemployment on the initial and new job affects the relation between hours changes and wage changes for quitters our results generally support the view that an individual requires compensation to work in a job that given the individual s particular preferences offers unattractive hours

interpreting labor supply regressions in a model of full and part time work we construct a family model of labor supply that features adjustment along both the intensive and extensive margin intensive margin adjsutment is restricted to two values full time work and part time work using simulated data from the steady state of the calibrated model we examine whether standard labor supply regressions can uncover the true value of the intertemporal elasticity of labor supply parameter we find positive estimated elasticities that are larger for women and that are highly significant but they bear virtually no relationship to the underlying preference parameters

the risk free rate in heterogeneous agent incomplete insurance economies abstract why has the average real risk free interest rate been less than one percent the question is motivated by the failure of a class of calibrated representative agent economies to explain the average return to equity and risk free debt i construct an economy where agents experience uninsurable idiosyncratic endowment shocks and smooth consumption by holding a risk free asset i calibrate the economy and characterize equilibria computationally with a borrowing constraint of one year s income the resulting risk free rate is more than one percent below the rate in the comparable representative agent economy

hours restrictions and labor supply the authors estimate a labor supply model that permits hours restrictions of a simple but general form each individual chooses from among a finite set of jobs drawn at random f rom a market distribution each offering a fixed quantity of hours the polar cases of no constraints on hours worked and exogenous hours ar e nested within the general case the authors results are consistent with a substantial amount of rationing in the work hours of a sample of low income men most of whom are working less than they would like copyright 1993 by economics department of the university of pennsylvania and the osaka university institute of social and economic research association

estimation of a labour supply model with censoring due to unemployment and underemployment this study proposes and implements a method of labour supply estimation which is appropriate when the sample contains unemployed and underemployed workers the estimation method consists of excluding unemployed and underemployed workers from the sample and then using to avoid selection bias an extension of heckman s approach to the case where two correlated selection rules generate the sample hausman s specification test is then used to determine whether ignoring constrained workers has led to biases in traditional labour supply estimates and the empirical results suggest that previous estimates of several important parameters are biased since the biases go in the direction that would be predicted by the hypothesis that the unemployed and underemployed are constrained the results support this hypothesis

the effects of hours constraints on labor supply estimates almost all labor supply models are estimated under the assumption that workers are free to choose their hours however theory casual empiricism and survey data suggest that many workers are not free to vary the hours within a job consequently labor supply estimates based on actual hours of work may be biased using canadian data on desired hours of work the authors find that using actual hours causes labor supply estimates to be biased upwards copyright 1991 by mit press