the incremental information content of investor fear gauge for volatility forecasting in the crude oil futures market abstract this paper aims to investigate whether investor fear gauge ifg contains incremental information content for forecasting the volatility of crude oil futures for this purpose we use oil volatility index ovx to measure the ifg adding the ifg to existing heterogeneous autoregressive har models we develop many har models with ifg subsequently we employ these har models to predict the volatility of crude oil futures the results from the parameter estimation and out of sample forecasting show that the in sample and out of sample performances of har models with ifg are significantly better than their corresponding har models without ifg the results are robust in different ways thus the har models with ifg are more beneficial to the decision making of all participants including financial traders manufacturers and policymakers in the crude oil futures market more importantly the results suggest that the investor fear gauge has a significant positive effect on volatility forecasting and can help improve the performances of almost all the existing har models

forecasting crude oil price movements with oil sensitive stocks this paper uses monthly data from 1984 m10 to 2012 m8 to show that oil sensitive stock price indices particularly those in the energy sector have strong power in predicting nominal and real crude oil prices at short horizons one month ahead predictions using both in and out of sample tests in particular the forecasts based on oil sensitive stock price indices are able to outperform significantly the no change forecasts for example using the nyse arca amex oil index as a predictor the one month ahead forecasts for nominal crude oil prices reduce the mean squared prediction error by between 22 for the west texas intermediate oil price and 28 for the dubai oil price moreover we find that the directional forecast based the amex oil index is ignificantly better than a 50 50 coin toss the novelty of this analysis is that it proposes a new and valuable predictor that both reflects timely market information and is readily available for forecasting the spot oil price

occupational choice and the process of development this paper models economic development as a process of institutional transformation by focusing on the interplay between agents occupational decisions and the distribution of wealth because of capital market imperfections poor agents choose working for a wage over self employment and wealthy agents become entrepreneurs who monitor workers only with sufficient inequality however will there be employment contracts otherwise there is either subsistence or self employment thus in static equilibrium the occupational structure depends on distribution since the latter is itself endogenous we demonstrate the robustness of this result by extending the model dynamically and studying examples in which initial wealth distributions have long run effects in one case the economy develops either widespread cottage industry self employment or factory production employment contracts depending on the initial distribution in the other example it develops into prosperity or stagnation

risk aversion in contests in a contest participants spend money or effort to increase their chances of winning a prize the authors examine primarily the following question could the timid the more risk averse have a better chance of winning in contests under limited liability the answer is always positive in the absence of limited liability there is no single answer whereas when the prize is shared as a function of effort the outcome is independent of the contestants risk aversion the authors also relate their results to self protection and examine some other implications of risk aversion copyright 1995 by royal economic society

status and poverty we present a model in which individuals preferences are defined over their consumption transfers to offspring and social status associated with income we show that a separating equilibrium exists where individuals expenditure on conspicuous consumption is a signal for their unobserved income in this equilibrium poor families that climb up the social ladder by the accumulation of wealth engage in conspicuous consumption that prevents them from escaping poverty our model may explain why the poor make some choices that do not appear to help them escape poverty jel d91 o11 o12 o15

answering the skeptics yes standard volatility models do provide accurate forecasts a voluminous literature has emerged for modeling the temporal dependencies in financial market volatility using arch and stochastic volatility models while most of these studies have documented highly significant in sample parameter estimates and pronounced intertemporal volatility persistence traditional ex post forecast evaluation criteria suggest that the models provide seemingly poor volatility forecasts contrary to this contention we show that volatility models produce strikingly accurate interdaily forecasts for the latent volatility factor that would be of interest in most financial applications new methods for improved ex post interdaily volatility measurements based on high frequency intradaily data are also discussed

an economic theory of self control the concept of self control is incorporated in a theory of individual intertemporal choice by modeling the individual as an organization the individual at a point in time is assumed to be both a farsighted planner and a myopic doer the resulting conflict is seen to be fundamentally similar to the agency conflict between the owners and managers of a firm both individuals and firms use the same techniques to mitigate the problems which the conflicts create this paper stresses the implications of this agency model and discusses as applications the effect of pensions on saving saving and the timing of income flows and individual discount rates

insider trading as a signal of private information there is substantial evidence that insider trading is present around corporate announcements and that this insider trading is motivated by private information using real estate investment trusts that choose to reappraise themselves as our sample we establish that the appraisals contain information but find no market response to the public announcement of this information in these appraisals we consider two possible explanations for this inconsistency the first that the appraisal information is not highlighted in earnings reports and hence remains unobserved and the second that insiders trade on the appraisal information in the time that elapses between the appraisal and its public announcement we find strong support for the second hypothesis with insiders buying selling after they receive favorable unfavorable appraisal news especially for negative appraisals we also find that positive negative appraisals and net insider buying selling elicit significant positive negative abnormal returns during the appraisal period article published by oxford university press on behalf of the society for financial studies in its journal the review of financial studies

50th anniversary article option pricing valuation models and applications this paper surveys the literature on option pricing from its origins to the present an extensive review of valuation methods for european and american style claims is provided applications to complex securities and numerical methods are surveyed emphasis is placed on recent trends and developments in methodology and modeling

anomalies risk aversion economists ubiquitously employ a simple and elegant explanation for risk aversion it derives from the concavity of the utility of wealth function within the expected utility framework we show that this explanation is not plausible in most applications since anything more than economically negligible risk aversion over moderate stakes requires a utility of wealth function that is so concave that it predicts absurdly severe risk aversion over very large stakes we present examples of how the expected utility framework has misled economists and why we believe a better explanation for risk aversion must incorporate loss aversion and mental accounting

a new method of estimating risk aversion i show existing evidence on labor supply behavior places an upper bound on risk aversion in the expected utility model i derive a formula for the coefficient of relative risk aversion in terms of the ratio of the income elasticity of labor supply to wage elasticity and degree of complementarity between consumption and labor i bound the degree of complementarity using data on consumption choices when labor supply varies across states using labor supply elasticity estimates i find a mean estimate of 1 then show generating 2 requires that wage increases cause sharper labor supply reductions jel d81 j22

growth forecasts belief manipulation and capital markets abstract we analyze how a benevolent privately informed government agency would optimally release information about the economy s growth rate when the agents hold heterogeneous beliefs we model two types of agent conforming and dissenting the former has a prior that is identical to that of the government agency whereas the latter has a prior that differs from that of the government agency we identify both informative and uninformative equilibria informative equilibria are equilibria in which the government agency s equilibrium signal leads to a revision of beliefs we demonstrate that the uninformative equilibria can in fact dominate the informative ones in terms of ex post social welfare

psychological factors and stock option exercise we investigate stock option exercise decisions by over 50 000 employees at seven corporations controlling for economic factors psychological factors influence exercise consistent with psychological models of beliefs employees exercise in response to stock price trends exercise is positively related to stock returns during the preceding month and negatively related to returns over longer horizons consistent with psychological models of values that include reference points employee exercise activity roughly doubles when the stock price exceeds the maximum price attained during the previous year

saving rates and poverty the role of conspicuous consumption and human capital poor families around the world spend a large fraction of their income consuming goods that do not appear to alleviate poverty while saving at low rates we suggest that individuals care about economic status and interpret this behaviour as conspicuous consumption intended to provide a signal about unobserved income we show that if human capital is observable and correlated with income then a signalling equilibrium in which poor individuals tend to spend a large fraction of their income on conspicuous consumption can emerge this equilibrium gives rise to an increasing marginal propensity to save that might generate a poverty trap

macro economy stock market and oil prices do meaningful relationships exist among their cyclical fluctuations this paper examines the relationship among consumer price index industrial production stock market and oil prices in greece initially we use a unified statistical framework cointegration and vecm to study the data in levels we then employ a multivariate var model to examine the relationship among the cyclical components of our series the period of the study is from 1996 1 to 2008 6 findings suggest that oil prices and the stock market exercise a positive effect on the greek cpi in the long run cyclical components analysis suggests that oil prices exercise significant negative influence to the stock market in addition oil prices are negatively influencing cpi at a significant level however we find no effect of oil prices on industrial production and cpi finally no relationship can be documented between the industrial production and stock market for the greek market the findings of this study are of particular interest and importance to policy makers financial managers financial analysts and investors dealing with the greek economy and the greek stock market

modeling systemic risk and dependence structure between oil and stock markets using a variational mode decomposition based copula method abstract this study combines the variational mode decomposition vmd method and static and time varying symmetric and asymmetric copula functions to examine the dependence structure between crude oil prices and major regional developed stock markets s p500 stoxx600 djpi and tsx indexes during bear normal and bull markets under different investment horizons furthermore it analyzes the upside and downside short and long run risk spillovers between oil and stock markets by quantifying three market risk measures namely the value at risk var conditional var covar and the delta covar covar the results show that there is a tail dependence between oil and all stock markets for the raw return series by considering time horizons we show that there is an average dependence between the considered markets for the short run horizons however the tail dependence is also found for the long run horizons between the oil and stock markets with the exception of the s p500 index which exhibits average dependence with the oil market moreover we find strong evidence of up and down risk asymmetric spillovers from oil to stock markets and vice versa in the short and long run horizons finally the market risk spillovers are asymmetric over the time and investment horizons

exercise behavior valuation and the incentive effects of employee stock options abstract we use a large database on eso exercises to document characteristics of exercise behavior and calibrate a utility based model for measuring how differences in exercise behavior are manifested in option values and incentives option values and incentives computed from the model calibrations are compared to those computed from models used to value tradable options our analysis provides guidance to both academics and practitioners about how differences in exercise behavior and model choice affect measures of eso values and incentives and underscores the importance of gaining a thorough understanding of the underlying economic forces that affect the behavior of eso holders

the subjective and objective evaluation of incentive stock options owners of incentive options invariably hold undiversified portfolios this paper derives a model for the subjective and objective values of such options the subjective value the value to the holder is less than the market value because the option is held in an undiversified portfolio and because it is exercised suboptimally from the market perspective the objective value is the cost to the firm of issuing the option and lies between the market and subjective values this value recognizes the suboptimal exercise but not the undiversified discount the model which is the black scholes model with modified parameters is simple to use

forecasting volatility of the u s oil market abstract we examine the information content of the cboe crude oil volatility index ovx when forecasting realized volatility in the wti futures market additionally we study whether other market variables such as volume open interest daily returns bid ask spread and the slope of the futures curve contain predictive power beyond what is embedded in the implied volatility in out of sample forecasting we find that econometric models based on realized volatility can be improved by including implied volatility and other variables our results show that including implied volatility significantly improves daily and weekly volatility forecasts however including other market variables significantly improves daily weekly and monthly volatility forecasts

are women more risk averse we find that single women exhibit relatively more risk aversion in financial decision making than single men using u s sample data we examine household holdings of risky assets to determine whether there are gender differences in financial risk taking as wealth increases the proportion of wealth held as risky assets is estimated to increase by a smaller amount for single women than for single men gender differences in financial risk taking are also influenced by age race and number of children greater financial risk aversion may provide an explanation for women s lower levels of wealth compared with men s jel j16 d81 g11

an empirical research of crude oil price changes and stock market in china evidence from the structural breaks and quantile regression this article investigates the relationship between real crude oil price changes and the chinese real stock market at the industry level our study uses monthly data over the period 1994 03 to 2013 12 based on input output io tables this article will explore more details for the driving factors of sensitivity to oil price changes we divide these driving factors into cost and demand side dependence empirical results reveal that sensitivity varies across different industries and periods based on structural breaks and asymmetric effects of oil price changes furthermore some industries seemingly not directly affected by oil are sensitive to the real oil price changes finally using a penalized quantile regression for panel data we find that these two factors significantly affect lower but not upper quantile of sensitivity

roughing it up including jump components in the measurement modeling and forecasting of return volatility a rapidly growing literature has documented important improvements in financial return volatility measurement and forecasting via use of realized variation measures constructed from high frequency returns coupled with simple modeling procedures building on recent theoretical results in barndorff nielsen and shephard 2004a 2005 for related bi power variation measures the present paper provides a practical and robust framework for non parametrically measuring the jump component in asset return volatility in an application to the dm exchange rate the s p500 market index and the 30 year u s treasury bond yield we find that jumps are both highly prevalent and distinctly less persistent than the continuous sample path variation process moreover many jumps appear directly associated with specific macroeconomic news announcements separating jump from non jump movements in a simple but sophisticated volatility forecasting model we find that almost all of the predictability in daily weekly and monthly return volatilities comes from the non jump component our results thus set the stage for a number of interesting future econometric developments and important financial applications by separately modeling forecasting and pricing the continuous and jump components of the total return variation process

a quantitative comparison of sticky price and sticky information models of price setting i estimate sticky price and sticky information models of price setting for the united states via maximum likelihood techniques reaching several conclusions first the sticky price model fits best and captures inflation dynamics as well as reduced form equations once hybrid behavior is allowed second the importance of hybrid behavior in sticky price models is potentially consistent with a role for some information imperfections such as sticky information as a complement to nominal price rigidities finally the favorable results herein for the hybrid sticky price model when evaluated by statistics that summarize the relative fit of different models is consistent with the existing literature that is both supportive and dismissive of such models as this literature has largely ignored fit in evaluating such models many previous studies have focused on ancillary issues such as the standard errors associated with certain parameters or granger causality tests that may not provide much information about sticky price models

modeling the dependence of conditional correlations on volatility several models have been developed to capture the dynamics of the conditional correlations between time series of financial returns but few studies have investigated the determinants of the correlation dynamics a common opinion is that the market volatility is a major determinant of the correlations we extend some models to capture explicitly the dependence of the correlations on the volatility of the market of interest the models differ in the way by which the volatility influences the correlations which can be transmitted through linear or nonlinear and direct or indirect effects they are applied to different data sets to verify the presence and possible regularity of the volatility impact on correlations

income distribution and macroeconomics this paper analyzes the role of wealth distribution in macroeconomics through investment in human capital it is shown that in the presence of credit markets imperfections and indivisibilities in investment in human capital the initial distribution of wealth affects aggregate output and investment both in the short and in the long run as there are multiple steady states this paper therefore provides an additional explanation for the persistent differences in per capita output across countries furthermore the paper shows that cross country differences in macroeconomic adjustment to aggregate shocks can be attributed among other factors to differences in wealth and income distribution across countries

salience and consumer choice we present a theory of context dependent choice in which a consumer s attention is drawn to salient attributes of goods such as quality or price an attribute is salient for a good when it stands out among the good s attributes relative to that attribute s average level in the choice set or more broadly the choice context consumers attach disproportionately high weight to salient attributes and their choices are tilted toward goods with higher quality price ratios the model accounts for a variety of disparate evidence including decoy effects and context dependent willingness to pay it also suggests a novel theory of misleading sales

exogenous shocks and the spillover effects between uncertainty and oil price this paper evaluates the information spillover between equity related uncertainty and the oil price before and after the 2008 global financial crisis and the effects of exogenous shocks on the pattern of information spillover in particular we investigate mean and volatility spillovers between uncertainty and the oil price with and without exogenous shocks by using a bivariate egarch model there are two main findings in our paper first the evidence ensures significant information transmission between equity related uncertainty and the oil price and shows remarkable differences in transmission patterns before and after the crisis second the results show that exogenous shocks can intensify information transmission between oil prices and uncertainty in terms of both the mean and volatility spillover effects moreover exogenous shocks exhibit direct spillover effects on oil prices

are risk aversion and impatience related to cognitive ability is the way that people make risky choices or tradeoffs over time related to cognitive ability this paper investigates whether there is a link between cognitive ability risk aversion and impatience using a representative sample of the population and incentive compatible measures we conduct choice experiments measuring risk aversion and impatience over an annual time horizon for a randomly drawn sample of roughly 1 000 german adults subjects also take part in two different tests of cognitive ability which correspond to sub modules of one of the most widely used iq tests interviews are conducted in subjects own homes we find that lower cognitive ability is associated with greater risk aversion and more pronounced impatience these relationships are significant and robust to controlling for personal characteristics educational attainment income and measures of credit constraints we perform a series of additional robustness checks which help rule out other possible confounds

a sparsity based model of bounded rationality this article defines and analyzes a sparse max operator which is a less than fully attentive and rational version of the traditional max operator the agent builds as economists do a simplified model of the world which is sparse considering only the variables of first order importance his stylized model and his resulting choices both derive from constrained optimization still the sparse max remains tractable to compute moreover the induced outcomes reflect basic psychological forces governing limited attention the sparse max yields a behavioral version of basic chapters of the microeconomics textbook consumer demand and competitive equilibrium i obtain a behavioral version of marshallian and hicksian demand arrow debreu competitive equilibrium the slutsky matrix the edgeworth box roy s identity and so on the slutsky matrix is no longer symmetric nonsalient prices are associated with anomalously small demand elasticities because the consumer exhibits nominal illusion in the edgeworth box the offer curve is a two dimensional surface rather than a one dimensional curve as a result different aggregate price levels correspond to materially distinct competitive equilibria in a similar spirit to a phillips curve the arrow debreu welfare theorems typically do not hold this framework provides a way to assess which parts of basic microeconomics are robust and which are not to the assumption of perfect maximization jel codes d01 d03 d11 d51

endogenous matching and the empirical determinants of contract form empirical work on contracts typically regresses contract choice on observed principal and agent characteristics if i some of these characteristics are unobserved or partially observed and ii there are incentives whereby particular types of agents end up contracting with particular types of principals estimated coefficients on the observed characteristics may be misleading we address this endogenous matching problem using a data set on agricultural contracts between landlords and tenants in early renaissance tuscany controlling for endogenous matching has an impact on parameters of interest and tenants risk aversion appears to have influenced contract choice

frictions or mental gaps what s behind the information we don t use and when do we care consumers suffer significant losses from not acting on available information these losses stem from frictions such as search costs switching costs and rational inattention as well as what we call mental gaps resulting from wrong priors worldviews or relevant features of a problem not being top of mind most research studying such losses does not empirically distinguish between these mechanisms instead we show that most highly cited papers in this area presume one mechanism underlies consumer choices and assume away other potential explanations or collapse many mechanisms together we discuss the empirical difficulties that arise in distinguishing between different mechanisms and some promising approaches for making progress in doing so we also assess when it is more or less important for researchers to distinguish between these mechanisms approaches that seek to identify true value from demand without specifying mechanisms behind this wedge are most useful when researchers are interested in evaluating allocation policies that strongly steer consumers towards better options with regulation traditional policy instruments and defaults on the other hand understanding the precise mechanisms underlying consumer losses is essential to predicting the impact of mechanism policies aimed primarily at reducing specific frictions or mental gaps without otherwise steering consumers we make the case that papers engaging with these questions empirically should be clear about whether their analyses distinguish between mechanisms behind poorly informed choices and what that implies for the questions they can answer we present examples from several empirical contexts to highlight these distinctions

the return to capital in ghana we show that the real return to capital in ghana s informal sector is high for farmers we find annual returns ranging from 205 350 in the new technology of pineapple cultivation and 30 50 in well established food crop cultivation we also examine the relative prices of durable goods of varying durability and estimate a lower bound to the opportunity cost of capital of 60 this abstract was borrowed from another version of this item

choosing between time and state dependence micro evidence on firms price reviewing strategies because of recent findings based on survey data it is now well known that firms differ from each other with respect to their price reviewing strategies while some firms review their prices at fixed intervals of time others prefer to perform price revisions in response to changes in economic conditions some theories have been suggested to explain this however empirical evidence on the relative importance of the factors that determine the different strategies of firms is virtually non existent in this paper we help to fill this gap by investigating the factors that explain why firms follow time dependent state dependent or both time and state dependent price reviewing rules we find that the strategies of firms vary with firm characteristics that have a bearing on the importance of information costs with the variability of the optimal price and with the sensitivity of profits to non optimal prices

sticks or carrots optimal ceo compensation when managers are loss averse this paper analyzes optimal executive compensation contracts when managers are loss averse we calibrate a stylized principal agent model to the observed contracts of 595 ceos and show that this model can explain observed option holdings and high base salaries remarkably well for a range of parameterizations we also derive and calibrate the general shape of the optimal contract that is increasing and convex for medium and high outcomes and that drops discontinuously to the lowest possible payout for low outcomes finally we identify the critical features of the loss aversion model that render optimal contracts convex

volatility spillovers among oil and stock markets in the us and saudi arabia in this article we use high frequency data and an identification via changes in volatility approach to assess the volatility spillovers among oil and the us and saudi arabian stock markets we doc

desperation or desire the role of risk aversion in marriage i introduction attitudes toward risk are an important determinant of a vast array of decisions such decisions include ones with a big impact on life the choice of education the choice of career investment decisions and even when and if to get married or divorced most empirical studies of behavior implicitly assume risk preferences are identical across households such a research strategy undoubtedly results in appreciably different predictions of behavior than would occur if risk preferences are permitted to vary while an increasing number of surveys are asking respondents questions that allow for construction of a measure of interpersonal variation in risk that is based on economic theory there is still a paucity of empirical studies that explicitly investigate the impact of risk preferences on behavior 1 i use information on risk preferences from the national longitudinal survey of youth 1979 nlsy79 to predict how interpersonal variation in these preferences affects the time to marriage decision because of the uncertainty inherent in searching for a partner and the uncertainty of the future quality and state of the marriage itself risk attitudes likely directly impact the timing of marriage risk preference variables are constructed from a series of hypothetical gambles over lifetime income that were offered to respondents in the nlsy79 i examine how the risk preference variables affect the hazard rate into marriage and find that the more risk averse marry sooner l also exploit sibling data from the nlsy79 to examine the robustness of the empirical results by controlling for unobserved family effects that might be correlated with risk attitudes and find qualitatively similar results in addition i find that risk preferences affect the timing of marriage differentially for the sexes with a larger and more statistically significant effect of risk preferences on the hazard rate into marriage for men one possible explanation for this finding is that women value risk aversion as a desirable characteristic in a spouse to explore this possibility i analyze spouse characteristics by the risk aversion of the respondent i find that spouse quality in terms of education and other measurable traits is generally lower for more risk averse men than for more risk loving men this finding is in accordance with a prediction of a search model the reservation price is decreasing in risk aversion spouse quality of more risk averse women is usually but not always lower than for more risk loving women suggesting that the effect of a woman s own risk aversion on time to marriage may be more complex than suggested by a search model overall the results suggest that risk preferences have some causal influence on the timing of marriage whether it be from a supply side standpoint such as in the case of a basic search model or from a demand side standpoint where risk aversion is a desirable trait this article contributes to a sparse literature that employs empirical measures of risk aversion many of these studies ask how demographic characteristics affect risk attitudes 2 a few ask how these measures of risk aversion affect behaviors like the propensity to smoke or invest in risky assets 3 these studies are however cross sectional and do not employ survival analysis as does this article to my knowledge only two existing studies light and ahn 2008 schmidt 2008 employ an empirical measure of risk aversion to investigate the relationship between risk preferences and the marriage market schmidt focuses on fertility but also considers marital timing of employed women and light and abn focus on divorce timing the findings of both studies are consistent with mine 4 my study adds to schmidt s by considering all women and men and exploring the differences between the genders including a discussion of how spousal characteristics might differ by the risk aversion of respondents

wealth and executive compensation using new data on the wealth of swedish ceos i show that higher wealth ceos receive stronger incentives since high wealth excluding own firm holdings implies low absolute risk aversion this is consistent with a risk aversion explanation to examine whether wealth is likely to proxy for power i use lagged wealth typically measured before the ceo was hired and the results remain for one of two incentive measures also the wealth incentive result is not stronger for ceos likely to face limited owner oversight finally wealth is unrelated to pay levels and is hence unlikely to proxy for skill the compensation of chief executives of large listed companies is often largely in the form of risky instruments such as shares and options since share prices are affected by many factors outside management control this exposes ceos to risk according to standard agency theory the risk inherent in incentive compensation should reduce optimal incentives looking across firms the evidence that volatile stock prices reduce incentives in actual compensation has been mixed see e g aggarwal and samwick 1999 core and guay 2001 and prendergast 2002 for different views the importance of risk for incentives is thus in dispute 1 this paper takes another look at ceo incentives exploiting variation in risk aversion rather than risk decreasing absolute risk aversion implies that a wealthy ceo is less risk averse than a similar same coefficient of relative risk aversion but less wealthy ceo wealth should therefore proxy for risk aversion wealth may also be related to ceo skill and power obviously using wealth variation empirically hinges on having adequate data on individual wealth i use swedish tax filings to construct a proxy of wealth in sweden tax authorities provide data on aggregate yearly income

cross country heterogeneity in intertemporal substitution abstract we collect 2735 estimates of the elasticity of intertemporal substitution in consumption from 169 published studies that cover 104 countries during different time periods the estimates vary substantially from country to country even after controlling for 30 aspects of study design our results suggest that income and asset market participation are the most effective factors in explaining the heterogeneity households in rich countries and countries with high stock market participation substitute a larger fraction of consumption intertemporally in response to changes in expected asset returns micro level studies that focus on sub samples of rich households or asset holders also find systematically larger values of the elasticity

foundations for optimal inattention abstract this paper models an agent who has a limited capacity to pay attention to information and thus conditions her actions on a coarsening of the available information an optimally inattentive agent chooses both her coarsening and her actions by maximization of an underlying subjective expected utility preference relation net of a cognitive cost of attention the main result axiomatically characterizes the conditional choices of actions by an agent that are necessary and sufficient for her behavior to be seen as if it is the result of optimal inattention observing these choices permits unique identification of the agent s utility index the information to which she pays attention her attention cost and her prior whenever information is costly

analyzing and forecasting volatility spillovers asymmetries and hedging in major oil markets crude oil price volatility has been analyzed extensively for organized spot forward and futures markets for well over a decade and is crucial for forecasting volatility and value at risk var there are four major benchmarks in the international oil market namely west texas intermediate usa brent north sea dubai oman middle east and tapis asia pacific which are likely to be highly correlated this paper analyses the volatility spillover and asymmetric effects across and within the four markets using three multivariate garch models namely the constant conditional correlation ccc vector arma garch varma garch and vector arma asymmetric garch varma agarch models a rolling window approach is used to forecast the 1 day ahead conditional correlations the paper presents evidence of volatility spillovers and asymmetric effects on the conditional variances for most pairs of series in addition the forecast conditional correlations between pairs of crude oil returns have both positive and negative trends moreover the optimal hedge ratios and optimal portfolio weights of crude oil across different assets and market portfolios are evaluated in order to provide important policy implications for risk management in crude oil markets

forecasting the volatility of crude oil futures using har type models with structural breaks abstract we introduce sixteen har type volatility models with structural breaks and estimate their parameters by applying 5 min high frequency transaction data for wti crude oil futures we find significant structural breaks in the volatility of crude oil futures additionally the historical realized volatility continuous sample path variation negative realized semivariance signed jump signed semi jump and leverage components contain substantial and salient information for forecasting the volatility of crude oil futures then we use loss functions to assess the forecasting performance of these sixteen new models and finally rank these models using the promethee ii method our results indicate that different models exhibit different predictive power in forecasting the 1 day 1 week and 1 month volatility of crude oil futures of the new har type models the new har rsv model performs best at forecasting the 1 day and 1 month volatilities whereas the new har cj best forecasts the 1 week volatility

regime switching stochastic volatility evidence from the crude oil market this paper incorporates regime switching into the stochastic volatility sv framework in an attempt to explain the behavior of crude oil prices in order to forecast their volatility more specifically it models the volatility of oil return as a stochastic volatility process whose mean is subject to shifts in regime the shift is governed by a two state first order markov process the bayesian markov chain monte carlo method is used to estimate the models the main findings are first there is clear evidence of regime switching in the oil market ignoring it will lead to a false impression that the volatility is highly persistent and therefore highly predictable second incorporating regime switching into the sv framework significantly enhances the forecasting power of the sv model third the regime switching stochastic volatility model does a good job in capturing major events affecting the oil market

the exercise and valuation of executive stock options abstract in theory hedging restrictions faced by managers make executive stock options more difficult to value than ordinary options because they imply that exercise policies of managers depend on their preferences and endowments using data on option exercises from 40 firms this paper shows that a simple extension of the ordinary american option model which introduces random exogenous exercise and forfeiture predicts actual exercise times and payoffs just as well as an elaborate utility maximizing model that explicitly accounts for the nontransferability of options the simpler model could therefore be more useful than the preference based model for valuing executive options in practice

asset allocation and individual risk aversion 1992 asset allocation and individual risk aversion financial analysts journal vol 48 no 6 pp 32 37

poverty and self control we argue that poverty can perpetuate itself by undermining the capacity for self control in line with a distinguished psychological literature we consider modes of self control that involve the self imposed use of contingent punishments and rewards we study settings in which consumers with quasi hyperbolic preferences confront an otherwise standard intertemporal allocation problem with credit constraints our main result demonstrates that low initial assets can limit self control trapping people in poverty while individuals with high initial assets can accumulate indefinitely thus even temporary policies that initiate accumulation among the poor may be effective we examine implications concerning the effect of access to credit on saving the demand for commitment devices the design of financial accounts to promote accumulation and the variation of the marginal propensity to consume across income from different sources we also explore the nature of optimal self control demonstrating that it has a simple and behaviorally plausible structure that is immune to self renegotiation

dynamic spillovers of oil price shocks and economic policy uncertainty this study examines the dynamic relationship between changes in oil prices and the economic policy uncertainty index for a sample of both net oil exporting and net oil importing countries over the period 1997 01 2013 06 to achieve that an extension of the diebold and yilmaz 2009 2012 dynamic spillover index based on structural decomposition is employed the results reveal that economic policy uncertainty oil price shocks responds negatively to aggregate demand oil price shocks economic policy uncertainty shocks furthermore during the great recession of 2007 2009 total spillovers increase considerably reaching unprecedented heights moreover in net terms economic policy uncertainty becomes the dominant transmitter of shocks between 1997 and 2009 while in the post 2009 period there is a significant role for supply side and oil specific demand shocks as net transmitters of spillover effects these results are important for policy makers as well as investors interested in the oil market

interaction between oil and us dollar exchange rate nonlinear causality time varying influence and structural breaks in volatility abstractthis article examines the nonlinear granger causality and time varying influence between crude oil prices and the us dollar usd exchange rate using the hiemstra and jones hp test the diks and panchenko dp test and the time varying parameter structural vector autoregression model by applying the iterated cumulative sums of squares icss algorithm and the dcc garch model the effects of structural breaks in volatility of the two markets are also investigated the empirical analysis indicates that first crude oil prices are the nonlinear granger cause of the usd exchange rate but not vice versa second the usd exchange rate exerts a stronger and more stable negative influence on crude oil prices in the short term and the influence gradually weakens after 2012 finally ignoring structural breaks can increase the negative volatility correlation between the oil and usd exchange rate markets which is particularly remarkable during the financial crisis

a model of focusing in economic choice we present a generally applicable theory of focusing based on the hypothesis that a person focuses more on and hence overweights attributes in which her options dier more our model predicts that the decisionmaker is too prone to choose options with concentrated advantages relative to alternatives but maximizes utility when the advantages and disadvantages of alternatives are equally concentrated in intertemporal choice because the relative concentrations of an option s costs and benets can be dierent from the perspective of a single period and the perspective of the entire choice problem the decisionmaker often exhibits a form of time inconsistency she is present biased when the costs of current misbehavior are distributed over many future dates such as in harmful consumption but future biased when the benet of many

forecasting crude oil market volatility further evidence using garch class models abstract this paper extends the work of kang et al 2009 we use a greater number of linear and nonlinear generalized autoregressive conditional heteroskedasticity garch class models to capture the volatility features of two crude oil markets brent and west texas intermediate wti the one five and twenty day out of sample volatility forecasts of the garch class models are evaluated using the superior predictive ability test and with more loss functions unlike kang et al 2009 we find that no model can outperform all of the other models for either the brent or the wti market across different loss functions however in general the nonlinear garch class models which are capable of capturing long memory and or asymmetric volatility exhibit greater forecasting accuracy than the linear ones especially in volatility forecasting over longer time horizons such as five or twenty days

minding small change among small firms in kenya abstract many micro enterprises in kenya have low productivity we focus on one particular business decision which may indicate low productivity keeping enough change on hand to break larger bills this is a surprisingly large problem our estimates suggest that the average firm loses approximately 5 8 of total profits because they do not have enough change we conducted two experiments to shed light on why this happens surveying firms weekly about lost sales thereby increasing the salience of change and explicitly informing firms about lost sales we find that both interventions significantly altered change management and reduced lost sales this largely rules out many potential explanations such as the risk of theft or the costs of holding change being too high one explanation consistent with firms response to the survey and information on their lost sales is that firms were not perfectly attentive to change management prior to the interventions

uncertainty and crude oil returns we use a copula approach to investigate the effect of uncertainty on crude oil returns using copulas to construct multivariate distributions of time series data permit the calculation of the dependence structure between the series independently of the marginal distributions further we implement the copula estimation using a rolling window method to allow for a time varying effect of equity and economic policy uncertainty on oil returns the results show that higher uncertainty as measured by equity and economic policy uncertainty indices significantly increase crude oil returns only during certain periods of time that is we find a positive dependence prior to the financial crisis and great recession interestingly estimation of the copula over the entire sample period leads to a negative dependence between the equity and economic policy indices and the crude oil return

focusing effect and the poverty trap abstract i build a dynamic consumption savings model in which agents choices are distorted by the focusing effect agents overweight the utility of goods in which their options differ more i show that the consumption savings choice depends both on the marginal return on savings and on the total return on savings implying that the incentive to save may increase with the initial level of wealth as a consequence a salience based poverty trap may exist when the marginal return on savings is sufficiently high and sufficiently flat i also consider the case of a perfect credit market and show that a poverty trap may emerge when the salience of consumption is bounded above i discuss policy implications in particular imposing upon an agent a punishment for decreasing savings below a threshold leads to a higher level of savings even when the threshold triggering the punishment is not binding

oil price forecastability and economic uncertainty information on economic policy uncertainty does matter in predicting the change in oil prices we compare the forecastability of standard bayesian and time varying var against univariate models the time varying var model outranks all alternative models over the period 2007 1 2014 2

good volatility bad volatility signed jumps and the persistence of volatility abstract using estimators of the variation of positive and negative returns realized semivariances and high frequency data for the s p 500 index and 105 individual stocks this paper sheds new light on the predictability of equity price volatility we showthat future volatility is more strongly related to the volatility of past negative returns than to that of positive returns and that the impact of a price jump on volatility depends on the sign of the jump with negative positive jumps leading to higher lower future volatility we show that models exploiting these findings lead to significantly better out of sample forecast performance

nudging farmers to use fertilizer theory and experimental evidence from kenya we model farmers as facing small fixed costs of purchasing fertil izer and assume some are stochastically present biased and not fully sophisticated about this bias such farmers may procrastinate post poning fertilizer purchases until later periods when they may be too impatient to purchase fertilizer consistent with the model many farmers in western kenya fail to take advantage of apparently profit able fertilizer investments but they do invest in response to small time limited discounts on the cost of acquiring fertilizer free deliv ery just after harvest calibration suggests that this policy can yield higher welfare than either laissez faire policies or heavy subsidies

forecasting the volatility of crude oil futures using intraday data abstract we use the information in intraday data to forecast the volatility of crude oil at a horizon of 1 66 days using a variety of models relying on the decomposition of realized variance in its positive or negative semivariances part and its continuous or discontinuous part jumps we show the importance of these decompositions in predictive in sample regressions using a number of specifications nevertheless an important empirical finding comes from an out of sample analysis which unambiguously shows the limited interest of considering these components overall our results indicates that a simple autoregressive specification mimicking long memory and using past realized variances as predictors does not perform significantly worse than more sophisticated models which include the various components of realized variance

estimating the value of employee stock option portfolios and their sensitivities to price and volatility the costs associated with compiling data on employee stock option portfolios is a substantial obstacle in investigating the impact of stock options on managerial incentives accounting choice financing decisions and the valuation of equity we present an accurate method of estimating option portfolio value and the sensitivities of option portfolio value to stock price and stock return volatility that is easily implemented using data from only the current year s proxy statement or annual report this method can be applied to either executive stock option portfolios or to firm wide option plans in broad samples of actual and simulated ceo option portfolios we show that these proxies capture more than 99 of the variation in option portfolio value and sensitivities sensitivity analysis indicates that the degree of bias in these proxies varies with option portfolio characteristics and is most severe in samples of ceos with a large proportion of out of the money options however the proxies explanatory power remains above 95 in all subsamples

income distribution and macroeconomics the persistence of inequality in a convex technology framework i show that non convexities in technology assumed in the capital market imperfection literature on the relationship between income distribution and economic development can be replaced by an assumption that the bequest function is convex with respect to income 2002 elsevier science b v all rights reserved

an empirical analysis of risk aversion and income growth risk aversion enters many theoretical models of human capital investment but attitudes toward risk have not been incorporated in empirical models of human capital investment this article develops a model of the joint investment in financial wealth and human wealth to show that human capital investment is an inverse function of the degree of relative risk aversion using data from the survey of consumer finances i find that wage growth is positively correlated with preferences for risk taking more educated individuals are also more likely to be risk takers thus risk taking explains a portion of the returns to education

setting the right prices for the wrong reasons we consider a model of nominal price adjustment with firm specific and aggregate shocks to economic fundamentals and incomplete dispersed information firms update their expectations about fundamentals based on their own cash flows revenues and wages we show that in a model with realistic levels of product level price dispersion the firms inference about aggregate shocks is very gradual yet in the aggregate prices adjust rapidly in response to aggregate nominal shocks when an aggregate shock occurs firms mistakenly attribute it to firm specific shocks but adjust prices nevertheless since the exact nature of the shock matters little for its optimal pricing decision

forecasting the good and bad uncertainties of crude oil prices using a har framework abstract good or bad uncertainty is the volatility that is associated with positive or negative innovations to asset prices this paper proposes new heterogeneous autoregressive type har type models to forecast the good and bad uncertainties of crude oil prices in this paper we investigate the effects of lagged bad and good uncertainties daily positive and negative signed jump variations and leverages on predicting good and bad uncertainties by in sample and out of sample analysis the in sample results show that bad and good uncertainties have long memory property and the predictability of long term good and bad uncertainties is stronger than that of short and mid term good and bad uncertainties the out of sample results indicate that lagged bad or good uncertainties daily positive signed jump variation and daily negative signed jump variation contain incremental out of sample information for forecasting good or bad uncertainties and in most cases lagged leverages also play indispensable roles in forecasting the good and bad uncertainties in the crude oil market moreover the results of out of sample analysis remain robust across using the other estimation window other har type models and the other sample

lower salaries and no options on the optimal structure of executive pay we estimate a standard principal agent model with constant relative risk aversion and lognormal stock prices for a sample of 598 us ceos the model is widely used in the compensation literature but it predicts that almost all of the ceos in our sample should hold no stock options instead ceos should have lower base salaries and receive additional shares in their companies for a typical value of relative risk aversion almost half of the ceos in our sample would be required to purchase additional stock in their companies from their private savings the model predicts contracts that would reduce average compensation costs by 20 while providing the same incentives and the same utility to ceos we investigate a number of extensions and modi cations of the standard model but nd none of them to be satisfactory we conclude that the standard principal agent model typically used in the literature cannot rationalize observed contracts one reason may be that executive pay contracts are suboptimal

risk aversion performance pay and the principal agent problem this paper calculates numerical solutions to the principal agent problem and compares the results to the stylized facts of ceo compensation the numerical predictions come from parameterizing the models of grossman and hart and of holmstrom and milgrom while the correct incentives for a ceo can greatly enhance a firm s performance providing such incentives need not be expensive for many parameter values ceo compensation need increase only by about 10 for every 1 000 of additional shareholder value for some values the amount is 0 003 cents

limited attention and income distribution economists have long been interested in the idea that there is a direct circular relation between poverty and low productivity and not just one that is mediated by market failures usually in asset markets the nutrition based efficiency wage model partha dasgupta and debraj ray 1987 is the canonical example of models where this happens however it has been variously suggested see for example t n srinivasan 1994 that the link from nutrition to productivity and especially the link from productivity to nutrition is too weak to be any more than a small part of the story partha dasgupta himself acknowledges this when he writes nutrition productivity construct provides a metaphor for an economic environment harboring poverty traps partha dasgupta 1997 page 5 we propose an alternative approach to this question based on the idea that attention is a scarce resource that is important for productivity specifically people may not be able to fully attend to their jobs if they are also worrying about problems at home and being distracted in this way reduces productivity but not paying attention at home is also costly early symptoms of a child s sickness may go unnoticed water may run out at the end of the day kerosene for lighting lamps at home might run out and make it hard to do homework etc finally the extent to which home life distracts depends on the nature of home life specifically certain goods e g a good baby sitter a 24 hour piped water supply a connection to a power supply grid can reduce the extent of home life distraction these three assumptions generate an interesting relation between income and productivity that is at the core of our model the non poor in this model by virtue of owning distraction saving goods and services at home are able to focus more on their work hence they will be more productive at work and will be able to afford more distraction saving goods this simple two way relationship between in this abstract was borrowed from another version of this item

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

estimating risk preferences from deductible choice we develop a structural econometric model to estimate risk preferences from data on deductible choices in auto insurance contracts we account for adverse selection by modeling unobserved heterogeneity in both risk claim rate and risk aversion we find large and skewed heterogeneity in risk attitudes in addition women are more risk averse than men risk aversion exhibits a u shape with respect to age and proxies for income and wealth are positively associated with absolute risk aversion finally unobserved heterogeneity in risk aversion is greater than that of risk and as we illustrate has important implications for insurance pricing

forecasting oil price realized volatility using information channels from other asset classes motivated from ross 1989 who maintains that asset volatilities are synonymous to the information flow we claim that cross market volatility transmission effects are synonymous to cross market information flows or information channels from one market to another based on this assertion we assess whether cross market volatility flows contain important information that can improve the accuracy of oil price realized volatility forecasting we concentrate on realized volatilities derived from the intra day prices of the brent crude oil and four different asset classes stocks forex commodities and macro which represent the different information channels by which oil price volatility is impacted from we employ a har framework and estimate forecasts for 1 day to 66 days ahead our findings provide strong evidence that the use of the different information channels enhances the predictive accuracy of oil price realized volatility at all forecasting horizons numerous forecasting evaluation tests and alternative model specifications confirm the robustness of our results

risk preferences and the economics of contracts t he literature of risk aversion and risk preference is one of the richest sources of ad hoc assumptions concerning tastes n o significant behavior has been illuminated by assumptions of differences in tastes such theories have been a convenient crutch to lean on when the analysis has bogged down they give the appearance of considered judgement yet really have only been ad hoc arguments that disguise analytical failures george j stigler and gary s becker 1977 p 89

the risk preferences of u s executives in this paper i elicit risk attitudes of u s executives by calibrating a subjective option valuation model for option exercising data 1996 to 2008 yielding approximately 65 000 values of relative risk aversion rra for almost 7 000 executives the observed behavior is generally consistent with moderate risk aversion and a median mean rra close to one three values are validated for chief executive officers ceos by testing theory based predictions on the influence of individual characteristics on risk preferences such as gender marital status religiosity and intelligence senior managers such as ceos presidents and chairpersons of the boards of directors are significantly less risk averse than non senior executives rra heterogeneity is strongly correlated with sector membership and firm level variables such as size performance and capital structure alternative factors influencing option exercises are tested for their influence on rra values this paper was accepted by brad barber finance

implications of rational inattention abstract a constraint that actions can depend on observations only through a communication channel with finite shannon capacity is shown to be able to play a role very similar to that of a signal extraction problem or an adjustment cost in standard control problems the resulting theory looks enough like familiar dynamic rational expectations theories to suggest that it might be useful and practical while the implications for policy are different enough to be interesting

asymmetric relationship between carbon emission trading market and stock market evidences from china abstract this paper has investigated the asymmetric relationship between carbon emission trading market and stock market in china by using the nonlinear auto regressive distributed lag nardl model based on our investigation on both of the overall and sector level of stock market we have obtained interesting and convincing empirical results that show there are significantly negative long run and short run asymmetric relationships between carbon emission trading market and overall stock market in china specifically we have noticed that while passing the effects from the former to the later the increasing of carbon emission trading price would make greater effects on the stock price than its decreasing also on the sector level carbon emission trading price is significantly related to some energy intense sectors and financial sector stock market furthermore we have surprisingly found out that there are no significant effects passing from stock index to carbon emission trading price in china neither on the overall level nor on the sector level of stock market

forecasting realized volatility of crude oil futures with equity market uncertainty this paper examines whether the equity market uncertainty emu index contains incremental information for forecasting the realized volatility of crude oil futures we use 5 min high frequency tran