animal spirits and credit cycles in this paper we extend the behavioral macroeconomic model as proposed by de grauwe 2012 to include a banking sector the behavioral model takes the view that agents have limited cognitive abilities as a result it is rational to use simple forecasting rules and to subject the use of these rules to a fitness test agents are then driven to select the rule that performs best the behavioral model produces endogenous and self fulfilling movements of optimism and pessimism animal spirits our main result is that the existence of banks intensifies these movements creating a greater scope for booms and busts thus banks do not create but amplify animal spirits we find that increases in the equity ratios of banks tend to reduce the importance of animal spirits over the business cycle the other policy conclusion we derive from our results is that the central bank has an important responsibility for stabilising output output stabilization is an instrument to tame the animal spirits this has the effect of improving the trade off between inflation and output volatility

is the stock market sticker shocked a study of market response to recent cafe regulations in the us in response to increasing environmental concerns to improve energy security and to conserve energy use the us government has proposed a new round of corporate average fuel economy cafe standards many studies have focused on how the cafe standard can be met by various automakers that have sales in the us market and the costs and benefits of the companies meeting the standard however the stock markets view on the impact of the standard on automakers profitability is largely absent we study the more recent episode of the cafe regulation in an effort to try to detect the market response using the standard event study method our empirical findings suggest that while the stock market had some responses to the regulation the large scale and systematic reaction to the regulation is absent in addition the market response pattern to the regulation appears to be tied to the individual company s compliance condition if there is any significant response at all

dynamic predictor selection in a new keynesian model with heterogeneous expectations abstract this paper introduces dynamic predictor selection into a new keynesian model with heterogeneous expectations and examines its implications for monetary policy we extend branch and mcgough 2009 by incorporating endogenous time varying predictor proportions along the lines of brock and hommes 1997 we find that periodic orbits and complex dynamics may arise even if the model under rational expectations has a unique stationary solution the qualitative nature of the non linear dynamics turns on the interaction between hawkishness of the government s policy and the extrapolative behavior of non rational agents

clearing the air the costs and consequences of higher cafe standards and increased gasoline taxes abstract concerns about energy security and climate change have sparked legislators interest in reducing gasoline consumption by increasing corporate average fuel economy cafe standards using an empirically rich simulation model and cost estimates for anticipated fuel economy technologies we estimate annual costs of reducing long run gasoline consumption by 10 via a 3 8 miles per gallon increase in the standards and the potential cost savings from allowing manufacturers to buy and sell fuel economy credits maximum gasoline savings would be realized only after all existing vehicles were replaced or 14 years in our model a gasoline tax would produce greater immediate savings by encouraging people to drive less and eventually to choose more fuel efficient vehicles we demonstrate the advantage of a tax by comparing the cost of the higher cafe standards over the first 14 years against the cost of a gasoline tax that would save the same amount of gasoline over that time

heterogeneous expectations adaptive learning and evolutionary dynamics this paper presents a linear self referential macroeconomic model with the possibility of multiple equilibria where agents have the choice of using one of two forecasting models one of minimum state variable form and the other of sunspot form to form expectations of current and future prices endogenous predictor selection is modeled as an evolutionary game where individuals choose among the forecasting models based on relative performance some nash solutions are not relevant as they are not stable under evolutionary or adaptive learning finally it is shown that the sunspot equilibrium is fragile against temporary shocks to information costs

household saving micro theories and micro facts in this survey we review the recent theoretical and empirical literature on household saving and consumption the discussion is structured around a list of motives for saving and how well the standard theory captures these motives we show that almost all of the motives for saving that have been suggested in the informal saving literature can be captured in the standard optimizing model particular attention is given to recent work on the precautionary motive and its implications for saving and consumption behavior we also discuss the behavioral or psychological approach that eschews the use of standard optimization techniques and focuses instead on direct consideration on saving we provide a section on facts who save and how much we then discuss informally the recent decline in the u s saving rate and whether the theory is of much use in understanding this and other changes in aggregate saving rates over time we do not find any convincing explanation for the change in saving rates we also discuss some analyses of saving behavior over the life cycle addressing such questions as whether households save enough for retirement and whether the consumption patterns of older households can be rationalized within a simple life cycle model we also review a great number of studies of the consumption euler equations based on our analysis of the studies cited we conclude that there is still mixed evidence that consumption is excessively sensitive to income we also examine in depth the recent empirical literature on the precautionary motive we conclude that although some households do seem to have a significant precautionary motive at some points in their life cycle this motive is not so strong empirically as some investigators suggest

testing for liquidity constraints in euler equations with complementary data sources previous tests for liquidity constraints using consumption euler equations have frequently split the sample on the basis of wealth arguing that low wealth consumers are more likely to be constrained we propose alternative tests using different and more direct information on borrowing constraints obtained from the 1983 survey of consumer finances in a first stage we estimate probabilities of being constrained which are then utilized in a second sample the panel study of income dynamics to estimate switching regression models of the euler equation our estimates indicate stronger excess sensitivity associated with the possibility of liquidity constraints than the sample splitting approach

behavioural heterogeneity under evolutionary pressure macroeconomic implications of costly optimisation a model is developed in which a continuum of agents makes interdependent output decisions in a stochastic environment characterised by strategic complementarity two groups are distinguished naive agents follow a costless adaptive expectations rule while sophisticated agents incur an optimisation cost to achieve self fulfilling expectations the paper studies the dynamics generated as the population composition evolves under pressure of differential payoffs sophisticated agents are favoured if optimisation is cheap or the stochastic environment highly variable but naive agents generally persist a higher long run share of sophisticated agents is associated with greater output variability and low output persistence several attempts have been made in the recent macroeconomic literature to explore the implications of allowing for behavioural heterogeneity among economic agents typically the standard postulates of unbounded rationality are held to apply only to a subset of the population while the remainder is assumed to behave in accordance with some alternative specification the nature of which depends on the situation being analysed akerlof and yellen

food aid impacts in rural kenya assessing the potential role of food aid in economic development requires that analytical attention be given to both household production and consumption consequences of food aid projects effects of a food for work ffw project in rural kenya are assessed using a peasant household firm model which incorporates a linear programming model and an almost ideal demand system the results indicate that program participants have net returns 52 percent higher than nonparticipants most of which is due to induced effects of capital formation on own farm production greater capital formation increases the opportunity cost of participants time encouraging a transition over time from ffw activities to greater own farm production ffw increases food demand employment and marketable surplus

expectation calculation and macroeconomic dynamics the authors establish a framework wherein agents make expectation revision decisions subject to a specified calculation technology and preferences over forecast errors the technology endows agents with correctly specified economic models but the cost of expectation calculation using these models leads to gradual and incomplete adjustment to long run rational expectation equilibrium the rational expectations hypothesis emerges as a special case of the equilibrium paths obtained in the authors framework in a natural rate model of monetary policy calculation technology gives rise to long run nonneutrality and hysteresis effects and incomplete adjustment of forecast rules causes output fluctuations to be amplified copyright 1992 by american economic association

the impact of water price uncertainty on the adoption of precision irrigation systems we examine whether a firm is more or less likely to adopt precision technology when input prices are stochastic the results are important to determining whether programs and contracts that reduce input price uncertainty may deter the adoption of conservation practices an economic model of the technology adoption decision shows that the net effect of input price risk is ambiguous and depends on several factors including the shutdown effect the mean price effect the precision expansion effect and the risk aversion effect an empirical implementation of the model relies on data on water price and irrigation technology adoption observed in a california irrigation district over the period 1999 2002 the results show that a stable input price increases the adoption of precision technology but the impact depends on crop choice and land quality characteristics

replicator dynamics in a cobweb model with rationally heterogeneous expectations abstract this paper extends the adaptively rational equilibrium dynamics of brock and hommes brock w a hommes c h 1997 a rational route to randomness econometrica 65 1059 1160 by introducing a generalized version of the replicator dynamic the replicator equilibrium dynamics red couples the price dynamics of a cobweb model with predictor selection governed by an evolutionary replicator dynamic we show that the red supports the conclusion of sethi and franke sethi r franke r 1995 behavioural heterogeneity under evolutionary pressure macroeconomic implications of costly optimisation the economic journal 105 583 600 that costly rational beliefs persist though unlike them these results obtain in the deterministic case numerical evidence shows that complex dynamics exist as in brock and hommes even though no weight is placed on strictly dominated predictors in an red steady state

credit market access and profitability in tunisian agriculture this work develops an econometric model that links credit access with agricultural profitability and investment using data collected from rural tunisia this work provides direct estimates of credit access and its effects econometric estimates are run for agricultural investment and profitability as a function of credit access the investigation of credit access and its effect suggests that the presence of credit market constraints does impinge significantly on farm profitability but not on investments

intrinsic heterogeneity in expectation formation we introduce the concept of misspecification equilibrium to dynamic macroeconomics agents choose between a list of misspecified econometric models and base their selection on relative forecast performance a misspecification equilibrium is a stochastic process in which agents forecast optimally given their choices with forecast model parameters and predictor proportions endogenously determined under appropriate conditions the misspecification equilibrium will exhibit intrinsic heterogeneity in which all predictors are used at all times even in the neoclassical limit in which only the most successful predictors are used this equilibrium is attainable under least squares learning and dynamic predictor selection based on average profits

internal net worth and the investment process an application to u s agriculture recent models of firm investment decisions stressing informational imperfections in capital markets provide a foundation for interpreting evidence that movements in internal finance can predict investment spending even after one controls for measures of firms investment opportunities while such evidence is suggestive it is often open to other interpretations we examine these models using data on equipment investment in the u s agricultural sector this sector is particularly interesting because it has experienced large fluctuations in net worth and the profitability of investment and reasonable measures of net worth can be constructed our findings provide support for a class of internal funds models of investment under asymmetric information

who is credit constrained in the u s economy an important assumption of the life cycle model of consumption is the postulate of perfect capital markets this hypothesis has recently been challenged by substantial empirical evidence hall and mishkin 1982 using the panel study of income dynamics estimate that 20 percent of united states families are liquidity constrained mariger 1986 derives a life cycle model with endogenous liquidity constraints and using a cross section estimates this fraction to be 19 4 percent hubbard and judd 1986 simulate a model with a constraint on net worth which shows that with reasonable assumptions about preferences 19 0 percent of united states consumers are liquidity constrained the emerging consensus points therefore to a fraction of approximately 20 percent of the population behaving in a manner that is inconsistent with the pure life cycle model in addition hayashi 1985 and zeldes 1989 investigate the correlation among consumption wealth and income for various population groups and infer that liquidity constraints are more important for younger families with low levels of wealth and saving the main limitation of these studies is that in their data sets constrained consumers are not observable and have to be identified via indirect evidence thus there is as yet little firm evidence about the characteristics of the consumers who are likely to be credit constrained this paper adopts an approach that differs from previous tests for liquidity constraints because it makes use of data where constrained consumers are observable and explicitly links their existence to credit market imperfections and personal characteristics the data drawn from the 1983 survey of consumer finances scf and described in section ii provide information on individuals whose request for credit has been rejected by financial intermediaries in section iii a model is developed in which consumers and lenders behavior jointly determines the probability that a consumer is rationed in the credit market this probability is then

short and long run credit constraints in french agriculture a directional distance function framework using expenditure constrained profit functions this empirical application investigates the eventual presence of credit constraints using a panel of french farmers the credit constrained profit maximization model proposed by fare grosskopf and lee is extended in three ways first we rephrase the model in terms of directional distance functions to allow duality with the profit function second we model credit constraints in the short run and investment constraints in the long run using short and long run profit functions third we lag the expenditure constraint one year to account for the separation between planning and production we find empirical evidence of credit and investment constraints financially unconstrained farmers are larger perform better and seem to benefit from a virtuous circle where access to financial markets allows better productive choices

genetic algorithm learning and the cobweb model this paper presents the cobweb model in which competitive firms in a market for a single good use a genetic algorithm to update their decision rules about next period production and sales the results of simulations show that the genetic algorithm converges to the rational expectations equilibrium for a wider range of parameter values than other algorithms frequently studied within the context of the cobweb model price and quantity patterns generated by the genetic algorithm are also compared to the data of experimental cobweb economies it is shown that the algorithm can capture several features of the experimental behavior of human subjects better than three other learning algorithms that are considered

an exploration of the eductive justifications of the rational expectations hypothesis this paper examines justifications of the rational expectations hypothesis that rely on the analysis of the agents mental forecasting educing activity which involves forecasting the forecasts of others etc the corresponding concept of eductive learning stability based on the game theoretical concept of rationalizability is primarily used within the classical muth model conditions for coordination of beliefs are interpreted and discussed they are robust to the introduction of noise more generally eductive stability fits economic intuition on coordination stability increases when the industry product differentiation increases and when decisions are sequential and observable copyright 1992 by american economic association

credit constraints their existence determinants and implications for u s farm and nonfarm sole proprietorships the objective of this study is to determine the effect of credit constraints on production for farm and nonfarm sole proprietorships a propensity score matching estimator is employed to provide unbiased estimates of the production impacts of being denied credit the empirical results demonstrate that the value of production is significantly lower for credit constrained sole proprietorships if this drop in the value of production is aggregated to a national level it constitutes only 3 and 13 of total value of production for farm and nonfarm sole proprietorships respectively copyright 2009 oxford university press

uninsured health shocks and agricultural productivity among rural households the mitigating role of micro credit this article investigates how health shocks affect farm productivity in the presence of microcredit it is expected that microcredit increases agricultural productivity by enhancing allocative and

fundamental q cash flow and investment evidence from farm panel data this study used a 1976 1992 panel data set to test whether farm machinery investors face finance constraints tests were based on fundamental q investment equations in which cash flow was added as an additional explanatory variable results indicated that 1 credit constraints were generally not a problem during the 1970s boom 2 credit constraints became a problem during the 1980s and early 1990s because of tighter credit and or more conservative financial managerial styles 3 the investment cash flow relationships of low debt and older operator farms were not significantly affected by farm business cycles and 4 the investment cash flow relationships of high debt and young operator farms were affected strongly by business cycles debt level was the strongest determinant of credit constraints asset size and operator age were less important

adaptive expectations and cobweb phenomena does heterogeneity matter this paper studies a cobweb type commodity market characterized by a strictly monotone demand and supply in which n types of firms operate types differ in a key parameter governing price expectations which are supposed to be adaptive the unique steady state of the resulting economic dynamics is characterized in terms of stability and the impact of the number of firms types is studied to this end the notions of structural and behavioural degree of instability which are introduced in the paper prove to be crucial in determining whether stability or instability prevail the case of market integration is also considered and conditions to have stability or instability in terms of the original markets parameters are given the baseline structure is extended in two directions the first extension assumes the point of view of an authority who is uncertain about the firms types in this case the structural degree of instability determines how heterogeneity affects the probability of ending up with a stable outcome the second extension consists in endogenizing the choice of predictors through a discrete choice based evolutionary mechanism in both cases the amount of the heterogeneity and its possible variations play a critical role in shaping the range of possible long run outcomes of the model

a new keynesian model with heterogeneous expectations abstract within a new keynesian model we incorporate bounded rationality at the individual agent level and we determine restrictions on expectations operators sufficient to imply aggregate is and as relations of the same functional form as those under rationality this result provides dual implications the strong nature of the restrictions required to achieve aggregation serve as a caution to researchers imposing heterogeneous expectations at an aggregate level may be ill advised on the other hand accepting the necessary restrictions provides for tractable analysis of expectations heterogeneity as an example we consider a case where a fraction of agents are rational and the remainder are adaptive and find specifications that are determinate under rationality may possess multiple equilibria in case of expectations heterogeneity

learning with expert advice surveys of inflation forecasts show that expectations combine forward looking and backwardlooking elements this contradicts conventional wisdom in the presence of rational agents adaptiveagentswouldbedrivenoutofthemarket inourpaper werationalizethisfindinginan equilibrium framework our model has two types of agents one having rational expectations and the other using adaptive learning the proportion of these agents in the population evolves according to their past forecasting performance we show that even an underparameterized learning algorithm survives competition with rational expectations jel c62 d83 d84

the relationship between credit and productivity in chinese agriculture a microeconomic model of disequilibrium credit is an important element in agricultural production systems it allows producers to satisfy the cash needs induced by the production cycle which characterizes agriculture preparation planting cultivation and harvesting of the crops are typically done over a period of several months in which very little cash revenue is earned while expenditures on materials purchased inputs and consumption must be made in cash cash income is received a short time after the harvest in the absence of credit markets farmers would have to maintain cash reserves so as to facilitate production and consumption in the next cycle the availability of credit allows both greater consumption and greater purchased input use and thus increases welfare of the farmers

an analysis of the cobweb model with boundedly rational heterogeneous producers abstract this paper considers the traditional cobweb model with heterogenous risk averse producers whose supply functions involve their estimates of the conditional mean and variance of the future price the producers seek to learn these quantities by applying geometric decay processes gdp to past prices the heterogeneity manifests itself in the lag lengths and memory parameters applied to past prices as well as in risk aversion coefficients we find that each dimension of heterogeneity changes enriches the cobweb dynamics with respect to the case of homogeneous producers

interacting cobweb markets abstract we enrich the classical cobweb framework by allowing producers to enter different markets the market entry decision is repeated every period and depends on the markets historical profit differentials as a result the number of producers in a market and thus also a market s total supply vary over time analytical and numerical investigations of our four dimensional nonlinear model indicate that interacting cobweb markets may contribute to the strong cyclical price motion observed in many commodity markets we furthermore find that endogenous dynamics may either set in via a flip or a neimark sacker bifurcation interestingly the latter scenario is prevalent if producers are sufficiently risk averse

standard errors in event studies even if true abnormal returns are uncorrelated estimated abnormal returns are not this paper presents a simple formula for the variance of estimated cumulative abnormal re turns both returns and dummy variable procedures for estimating the standard error correctly taking account of both intertemporal and contemporaneous correlation of esti mated residuals are discussed they are then applied to an event study of post merger performance it is shown that ignoring either the intertemporal or contemporaneous correlation of residuals can result in significant underestimates of standard errors

farm consumption behavior in the presence of uncertainty and restrictions on credit farm consumption behavior has an important indirect role in determining the ability of farms to invest and grow in this paper i examine the effect on farm consumption behavior of the presence of quantitative restrictions on farm borrowing using a form of the life cycle model which allows for both consumption and production by the household the effect of borrowing restrictions on consumption behavior is tested econometrically for a sample of dutch farm households the results suggest that the life cycle model without borrowing restrictions is rejected by the data

the effect of borrowing constraints on consumer liabilities this paper explores the effects of liquidity constraints on consumer liabilities while much empirical evidence attests to the importance of liquidity constraints in the u s economy evidence about the effects of borrowing constraints on consumer balance sheets is scarce using the 1983 survey of consumer finances data we estimate desired borrowing for unconstrained households we then evaluate the gap between predicted and observed debt for the sample of liquidity constrained consumers predicted debt is 75 percent higher than actual debt in the liquidity constrained sample thus the effect of removing borrowing constraints has quantitatively important implications for the allocation of debt in the household portfolio the removal of borrowing constraints would raise aggregate household liabilities by 9 percent copyright 1993 by ohio state university press

investment in u s agriculture resource adjustment problems in u s agriculture are motivated against the background of the farm problem the adjustment cost hypothesis is invoked to specify and estimate consistently a system of dynamic investment demand and output supply equations by utilizing recent advances in dynamic duality theory the investment demand equations assume the form of a multivariate flexible accelerator results indicate that labor capital services and land exhibited quasi fixity while intermediate materials were a variable factor this can be construed as a form of asset fixity within aggregate u s agriculture the univariate flexible accelerator hypothesis is rejected

local convergence properties of a cobweb model with rationally heterogeneous expectations abstract this paper gives local stability conditions for convergence of the price dynamics in a cobweb model with rationally heterogeneous expectations generalizing the example of brock and hommes 1997 when agents choose between rational naive and adaptive beliefs the steady state may be locally asymptotically stable if the adaptive predictor places enough weight on past prices and is costless if adaptive expectations are sufficiently more costly than naive expectations the steady state will be an unstable saddle point our results imply that adding a choice can stabilize a system which is unstable under the brock and hommes model these results illustrate how the critical parameter that governs stability is dependent on the array of available predictors

policy watch corporate average fuel economy standards initially the minimum corporate average fuel economy cafe program was promoted as a policy to reduce u s vulnerability to oil shocks in the past two years however concern about global warming has resulted in new political pressures to raise cafe once again to reduce the growth in u s emissions of carbon dioxide a greenhouse gas in this paper i do not attempt to provide a detailed critique of these two objectives i simply take the goals as given and draw upon estimates from the empirical literature to show that cafe is a very costly instrument for achieving them in addition i compare the costs of meeting the same objectives through a fuel or carbon tax

financial structure of farm businesses under imperfect capital markets recent finance studies have considered whether gaps between a firm s costs of internal and external sources of investment funds arising from capital market imperfections influence its investment behavior and funding preferences this study tests the applicability of the pecking order and partial adjustment theories of financial structure to farm businesses by fitting a set of simultaneous financial equations with farm panel data from illinois model results indicate that illinois farms adjust to long run financial targets for equity debt and leasing but that additional financing needs follow a pecking order that is stronger for farms with greater asymmetric information problems copyright 2000 oxford university press