interpreting economic time series this paper explores some of the implications for econometric practice of the principle that people s observed behavior will change when their constraints change in dynamic contexts a proper definition of people s constraints includes among them laws of motion that describe the evolution of the taxes they must pay and the prices of the goods that they buy and sell changes in agents perceptions of these laws of motion or constraints will in general produce changes in the schedules that describe the choices they make as a function of the information that they possess until very recently received dynamic econometric practice ignored this principle the practice of dynamic econometrics should be changed so that it is consistent with the principle that people s rules of choice are influenced by their constraints this is a substantial undertaking and involves major adjustments in the ways that we formulate estimate and simulate econometric models

market structure and market outcomes in deregulated rail freight markets abstract using cross section data on a national sample of city pair markets for rail freight i examine correlations between prices quantities and the number of single line and interline firms serving markets i estimate the reduced form of a structural model in which rail rates and quantities depend on the number of firms i find that rates increase as the number of firms serving the market falls and quantities shipped rise as the number of firms falls the result is consistent with market power for rail freight shippers that causes markups to rise when fewer firms serve the market and is not consistent with other explanations of the relationship between number of firms and rates and quantities interline shipment is much more costly than single line suggesting that mergers may be desirable even if they exacerbate market power problems

equilibrium selection in an experimental macroeconomy author affiliation vivian lei department of economics university of wisconsin milwaukee milwaukee wi 53201 usa vlei uwm edu corresponding authorcharles n noussair department of economics faculty of economics and business tilburg university p o box 90153 5000 le tilburg the netherlands c n noussair uvt nl acknowledgment we are grateful to the college of letters and science and center for research on international economics at the university of wisconsin milwaukee for financial support we thank colin camerer katarina kellar lutz hendricks nazrul islam tomomi tanaka filip vesely and two anonymous referees for helpful comments 1 introductionone of the most influential literatures in economics is the theory of growth for surveys see azariadis 1993 barro and sala i martin 1995 romer 1996 sala i martin 2002 the basis of much of the literature is the ramsey 1928 cass 1965 koopmans 1965 growth model in this model the economy is assumed to behave like a benevolent social planner who chooses capital stock and consumption levels over an infinite time horizon with the goal of maximizing the discounted utility of the consumption stream the principal result of the model is that consumption and capital stock converge to unique optimal steady state levels that are independent of the initial endowment and the utility function of the social planner an implication of the model therefore is that different countries would converge toward a common income level even if their initial endowment of capital differed provided that they have access to the same production technology relatively poor countries would exhibit higher growth rates than richer ones these two predictions are testable with field data however field studies have generally failed to support the hypothesis of convergence toward a common income level see durlauf and quah 1999 temple 1999 and islam 2003 for surveys rather the data are more consistent with the alternative hypothesis of club convergence baumol 1986 which postulates that a small number of steady states exist and that each country has a tendency to converge toward one of them 1 such a framework can explain the observed pattern over time of an increase in income differences between the organisation for economic cooperation and development countries and the developing world as well as a decrease in the differences within each of the two groups the empirical support for club convergence has encouraged the development of theoretical models with multiple equilibria while some countries may reach optimal equilibria unfortunate countries might find themselves in low income equilibria which are often labeled as poverty traps these countries are unable to reach a better equilibrium without coordination originally due to rosenstein rodan 1943 the insight that the existence of multiple equilibria might provide an explanation of international income differences has led to a literature that considers a variety of growth models with multiple equilibria for example azariadis and drazen 1990 construct an overlapping generations model with two stable pareto rankable equilibria in the inferior equilibrium no agent trades with members of other generations murphy shleifer and vishny 1989 build a model with synergies between industries each industry is profitable only if other industries are operating and there are equilibria where all of the industries operate and other pareto dominated equilibria where none operate galor and zeira 1993 and banerjee et al 2001 show that inequality and differential access to credit can keep an economy in a pareto dominated equilibrium recognizing whether or not an economy has multiple equilibria is important because policy prescriptions differ depending on whether an economy is in an inferior equilibrium or whether it is in an equilibrium that is unique

regulatory fog the role of information in regulatory persistence abstract regulation is very persistent even when inefficient we propose an explanation for regulatory persistence based on regulatory fog the phenomenon by which regulation obscures information regarding the value of counterfactual policies we construct a dynamic model of regulation in which the underlying need for regulation varies stochastically and regulation undermines the social planner s ability to observe the state of the world compared to a full information benchmark regulation is highly persistent often lasting indefinitely regulatory fog is robust to a broad range of partially informative policies and can be quite detrimental to social welfare regulatory experiments modeled as costly and imperfect signals of the underlying state do not eliminate the effects of regulatory fog we characterize their effects and provide a framework for choosing amongst a set of potential regulatory experiments

seigniorage operating rules and the high inflation trap there may be both a high and a low inflation equilibrium when the government finances the deficit through seigniorage under rational expectations the high inflation equilibrium is stable and the low inflation equilibrium unstable under adaptive expectations or lagged adjustment of money balances with rational expectations the low inflation equilibrium may be stable adding bond financing dual equilibria remain if the government fixes the real interest rate but a unique equilibrium is attained when the government sets a nominal anchor for the economy the existence of dual equilibria is thus a result of the government s operating rules

the speculative efficiency hypothesis the hypothesis that forward prices are the best unbiased forecast of future spot prices is often presented in the economic and financial analysis of futures markets this paper considers the hypothesis independently of its implications for rational expectations or market efficiency and in order to stress this fact the term speculative efficiency is used to characterize the state envisaged under the hypothesis if a market is subject to efficient speculation the supply of speculative funds is infinitely elastic at the forward price that is equal to the expected future spot price the expected future spot price is a market price determined as the solution to the underlying rational expectations macroeconomic model although the paper is primarily concerned with testing this hypothesis in the foreign exchange market the methodology introduced in the paper is of general application to all futures markets this abstract was borrowed from another version of this item

escape dynamics in learning models this article illustrates and characterizes how adaptive learning can lead to recurrent large fluctuations learning models have typically focused on the convergence of beliefs towards an equilibrium however in stochastic environments there may be rare but recurrent episodes where shocks cause beliefs to escape from the equilibrium generating large movements in observed outcomes i characterize the escape dynamics by drawing on the theory of large deviations developing new results which make this theory directly applicable in a class of learning models the likelihood frequency and most likely direction of escapes are all characterized by a deterministic control problem i illustrate my results with two simple examples

performance of monetary policy with internal central bank forecasting abstract recent models of monetary policy have analyzed the desirability of different optimal and ad hoc interest rules under the restrictive assumption that forecasts of the private sector and the central bank are homogeneous this paper studies the implications of heterogeneity in forecasting by the central bank and private agents for the performance of interest rules in a framework of econometric learning

traders expectations in asset markets experimental evidence we elicit traders predictions of future price trajectories in repeated experimental markets for a 15 period lived asset we find that individuals beliefs about prices are adaptive and primarily based on past trends in the current and previous markets in which they have participated most traders do not anticipate market downturns the first time they participate in a market and when experienced they typically overestimate the time remaining before market peaks and downturns occur when prices deviate from fundamental values belief data are informative to an observer in predicting the direction of future price movements and the timing of market peaks

good luck or good policy an expectational theory of macro volatility switches abstract in an otherwise unique equilibrium model agents are segmented into a few informational islands according to the signal they receive about others expectations even if agents perfectly observe fundamentals rational exuberance equilibria rex can arise as they put weight on expectational signals to refine their forecasts constant gain adaptive learning can trigger jumps between the equilibrium where only fundamentals are weighted and a rex this determines regime switching in macro volatility despite unchanged monetary policy and time invariant distribution of exogenous shocks in this context a tight inflation targeting policy can lower expectational complementarity preventing rational exuberance although its effect is non monotone

foreign exchange market efficiency under recent crises asia pacific focus the asia pacific region s currency markets are generally efficient within country when tested using the johansen 1991 1995 cointegration technique whereas market efficiency fails to hold when tested using fama s 1984 conventional regression using the pilbeam and olmo 2011 model we reconcile these conflicting findings the pilbeam and olmo 2011 model confirms withincountry market efficiency it further confirms that free float currency markets are more resilient than managed float currency markets among 12 asia pacific economies from the across country perspective the foreign exchange markets are mostly efficient and the results show that the 1997 1998 asian financial crisis was a more disturbing event than the 2008 2009 global financial crisis in the region

fiat exchange in finite economies the state of the art of rendering fiat money valuable is either to impose a boundary condition or to make the boundary condition unimportant through an infinite sequence of markets so as to circumvent backward induction we show fiat exchange may nevertheless arise in finite economies if agents have incomplete information about their relative position in the trade cycle or when the barter and autarky equilibria of the one shot trading round support a monetary equilibrium with repeated trades

behavioral learning equilibria we propose behavioral learning equilibria where boundedly rational agents learn to use a simple univariate linear forecasting rule with correctly specified unconditional mean and first order autocorrelation in the long run agents learn the best univariate linear forecasting rule without fully recognizing the more complex structure of the economy an important feature of behavioral learning equilibria is simplicity and parsimony which makes coordination of individual expectations on such an aggregate outcome more likely in a first application an asset pricing model driven by ar 1 ar 1 dividends a unique behavioral learning equilibrium exists characterized by high persistence and excess volatility and it is stable under learning in a second application the new keynesian phillips curve multiple equilibria coexist learning exhibits path dependence and inflation may switch between low and high persistence regimes

cointegration and forward and spot exchange rate regressions abstract we investigate the relationship between cointegration models of the current spot exchange rate s t and the current forward rate f t and cointegration models of the future spot rate s t 1 and f t and the implications of this relationship for tests of the forward rate unbiasedness hypothesis fruh we show that simple models of cointegration between s t and f t imply complicated models of cointegration between s t 1 and f t consequently standard methods are often inappropriate for modeling the cointegrated behavior of s t 1 f t and we show that the use of such methods can lead to erroneous inferences regarding the fruh

adaptive learning and monetary exchange abstract this paper investigates three classic questions in monetary theory how can an intrinsically worthless asset such as fiat money maintain value as a medium of exchange what are the short run and long run effects of a change in the money supply what is the social cost of inflation i answer these questions using a microfounded model of monetary exchange that replaces the rational expectations assumption with an adaptive learning rule first i show that monetary exchange is a robust arrangement in the sense that agents are able to learn the stationary monetary equilibrium while the non monetary equilibrium is unstable under learning second an unanticipated monetary injection has real effects in the short run because learning the value of money takes time in the long run agents successfully learn the value of money hence money is neutral third under a constant money growth policy an increase in the growth rate of money increases output in the short run producing a short run phillips curve a ten percent increase in the money growth rate has a social cost of 0 41 percent of output per year alternatively a ten percent decrease in the money growth rate has a social benefit of 0 37 percent of output per year

can implied volatility predict returns on the currency carry trade abstract currency carry strategies have long positions in currencies with a high interest rate and short positions in currencies with a low interest rate currency carry strategies have generated about 5 4 return per annum sharpe ratio 0 57 over the period december 1996 to may 2014 however during the recent financial crisis the carry strategy suffered losses of up to 20 on invested capital we investigate whether investors could have used the implied option volatility index on the us equity market the vix or the option implied volatility index from g7 currencies the vxy to time the currency carry trade we examine a large set of timing strategies and find that for some specific settings excess returns can be as large as 2 5 per annum however when we take into account that we investigated many trading strategies these excess returns turn out not to be statistically significant hence our findings cast doubt on implied volatility as a stand alone timing indicator for currency carry trading in real life portfolio decisions

seigniorage and the case for national money in countries with high rates of inflation there is typically movement away from the use of the local currency the paper analyzes the costs and benefits of using a local currency with emphasis on the seigniorage foregone by using a foreign money even if it should be desirable for a country to fix its exchange rate it still loses seigniorage if it does not use its own money the case for using a foreign money then turns largely on the superior discipline imposed on domestic policymakers by removing their control over the money supply alternative methods of imposing discipline are discussed estimates of the amount of seigniorage raised by different governments are presented seigniorage amounts in some cases to about 10 percent of government revenue estimates are also presented of both the annual flow and one time stock costs of giving up use of domestic currencies and instead using the dollar the flow cost is typically about 1 percent of gnp and the stock cost is around 10 percent of gnp

learning and price volatility in duopoly models of resource depletion the aim of this paper is to provide a theoretical model that can account for price fluctuations in depletable resource markets we do so by introducing learning into a hotelling style duopoly model of optimal resource depletion before the depletable resource becomes scarce the self confirming equilibrium of the model mirrors noncooperative rational expectations equilibrium in that supply is high and price is low although learning does induce occasional upward price spikes that are followed by a long period of falling price once the depletable resource becomes scarce the dynamics of the market change significantly with the self confirming equilibrium mirroring the cooperative rather than noncooperative rational expectations equilibrium supply is low and price is high price spikes still occur but against a background of increasing prices when scarcity is sufficient then the market is permanently in a self confirming equilibrium that is equivalent to cooperative rational expectations equilibrium

learning large deviations and recurrent currency crises this article studies a version of obstfeld s journal of international economics 43 1997 61 77 escape clause model the model is calibrated to produce three rational expectations equilibria two of these equilibria are e stable and one is unstable dynamics are introduced by assuming that agents must learn about the government s decision rule it is assumed they do this using a stochastic approximation algorithm it turns out that as a certain parameter describing the sensitivity of beliefs to new information gets small the algorithm converges to a small noise diffusion process the dynamics of exchange rate changes are then characterized using large deviation techniques from freidlin and wentzell random perturbations of dynamical systems second edition berlin springer verlag 1998 these methods describe the sense in which the limiting distribution of exchange rate changes is approximated by a two state markov switching process where the two states correspond to the two e stable equilibria the model is calibrated to the exchange rate histories of argentina brazil and mexico currency crises in these countries resemble the predicted escape routes of the model a key feature of these escape routes is that expectations of a devaluation erupt suddenly without large contemporaneous shocks this is consistent with evidence showing that crises are often poorly anticipated by financial markets

pricing foreign currency options under stochastic interest rates abstract in this paper we build a general framework to price contingent claims on foreign currencies using the heath et al 1987 model of the term structure closed form solutions are obtained for european options on currencies and currency futures assuming that the volatility functions determining the term structure are deterministic as such this paper provides an example of a bond price process for both the domestic and foreign economies consistent with grabbe s 1983 formulation of the same problem

self confirming equilibrium and the lucas critique we examine the role of off path superstitions in macro economics and show how a false belief about off path play is the key element underlying both the lucas critique and the game theoretic concept of self confirming equilibrium however the impact of false beliefs in these two cases is different in the lucas case a policy maker s incorrect beliefs about off path play can lead to the adoption of mistaken policy innovation however the consequences of such an innovation provide evidence that the belief that motivated them was wrong in contrast play may never escape an undesirable self confirming equilibrium as the action implied by the mistaken belief does not generate data that contradicts it escape from the self confirming equilibrium requires that players do a sufficient amount of experimentation with off path actions

what explains the great moderation in the u s a structural analysis this paper investigates what has caused output and inflation volatility to fall in the u s using a small scale structural model using bayesian techniques and rolling samples there are instabilities in the posterior of the parameters describing the private sector the policy rule and the variance of the shocks results are robust to the specification of the policy rule changes in the parameters describing the private sector are the largest but those of the policy rule and the covariance matrix of the shocks explain the changes most jel e52 e47 c53

the conquest of south american inflation we infer determinants of latin american hyperinflations and stabilizations by using the method of maximum likelihood to estimate a hidden markov model that assigns roles both to fundamentals in the form of government deficits that are financed by money creation and to destabilizing expectations dynamics that can occasionally divorce inflation from fundamentals levels and conditional volatilities of monetized deficits drove most hyperinflations and stabilizations with a notable exception in peru where a cosmetic reform of the type emphasized by marcet and nicolini occurred

arbitrage cointegration and testing the unbiasedness hypothesis in financial markets we use a no arbitrage cost of carry asset pricing model to show that the existence of coin tegration between spot and forward futures prices depends on the time series properties of the cost of carry we argue that the conditions for cointegration are more likely to hold in currency markets than in commodity markets explaining many of the empirical results in the literature we also use this model to demonstrate why the forward rate forecast error the basis and the forward premium are serially correlated and to develop econometric tests ofthe unbiasedness hypothesis sometimes called the simple efficiency hypothesis in various financial markets the unbiasedness hypothesis is so prevalent in the finance liter ature that many tests for it have been developed we examine four of the common tests and and use our cointegration results to demonstrate why each of these tests should reject the null hypothesis of unbiasedness we find strong support for our hypothesis in the existing empirical literature

information aggregation and belief elicitation in experimental parimutuel betting markets this paper studies the impact of belief elicitation on informational efficiency and individual behavior in experimental parimutuel betting markets in one treatment groups of eight participants who possess a private signal about the eventual outcome play a sequential betting game the second treatment is identical except that bettors are observed by eight other participants who submit incentivized beliefs about the winning probabilities of each outcome in the third treatment the same individuals make bets and assess the winning probabilities of the outcomes market probabilities more accurately reflect objective probabilities in the third than in the other two treatments submitting beliefs reduces the favorite longshot bias and making bets improves the accuracy of elicited beliefs a level k framework provides some insights about why belief elicitation improves the capacity of betting markets to aggregate information

anomalies foreign exchange most all behavior can be explained by assuming that agents have stable well defined preferences and make rational choices consistent with those preferences in markets that eventually clear an empirical result qualifies as an anomaly if it is difficult to rationalize or if implausible assumptions are necessary to explain it within the paradigm this column will present a series of such anomalies readers are invited to suggest topics for future columns by sending a note with some reference to or better yet copies of the relevant research comments on anomalies printed here are also welcome the address

impact of macro economic surprises on carry trade activity abstract can official news and policy announcements affect foreign exchange speculation a widespread speculative strategy in foreign exchange markets is carry trade this paper explores the links between macro economic news and foreign exchange options to identify macro economic fundamentals most relevant to the pricing of downside risk measured by risk reversals options contracts to carry trade activity focusing primarily on the japanese yen carry trade we identify a significant impact of macro economic surprises on dollar yen risk reversals the effect is sizeable with news related to bilateral trade balance of particular concern moreover there is a close link between risk reversals and speculative futures positions in japanese yen this allows us to quantify a substantial effect of macro economic news on carry trade activity with the cost of hedging as the transmission mechanism

endogenous market formation and monetary trade an experiment the theory of money assumes decentralized bilateral exchange and excludes centralized multilateral exchange however endogenizing the exchange process is critical for understanding the conditions that support the use of money we develop a traveling game to study the emergence of decentralized and centralized exchange theoretically and experimentally players located on separate islands can either trade locally or pay a cost to trade elsewhere so decentralized and centralized markets can both emerge in equilibrium the former minimize trade costs through monetary exchange the latter maximizes overall surplus through nonmonetary exchange monetary trade emerges when coordination is problematic whereas centralized trade emerges otherwise this shows that to understand the emergence of money it is important to amend standard theory such that the market structure is endogenized

fiscal policymaking and the central bank institutional constraint una vez mas new latin american evidence evidence on the degree to which central bank independence can constrain government budget deficits remains surprisingly scarce this paper finds empirical support for the importance of the central institutional constraint for a 14 country sample of latin american countries over 1990 2012 these results suggest that greater central bank autonomy has indeed helped reign in fiscal excesses in a region that has been plagued by inflationary deficit expansion for much of the post war period the ability to potentially discipline government policy adds to an independent central bank s inherent role in adding to the checks and balances essential to a well functioning democracy

learning hypothesis testing and rational expectations equilibrium abstract foster and young 2003 provide a model of learning by hypothesis testing that spends almost all of the time approximating nash equilibria of a repeated game here i extend this learning model to a macroeconomic setting where agents decisions are informed by hypotheses they hold regarding the economy they periodically test these hypotheses against observed data and replace them if they fail under certain conditions agents who learn in this way spend a large fraction of the time approximating rational expectations equilibria

are hyperinflation paths learnable abstract earlier studies of the seigniorage inflation model have found that the high inflation steady state is not stable under learning we reconsider this issue and analyze the full set of solutions for the linearized model our main focus is on stationary hyperinflationary paths near the high inflation steady state these paths are shown to be stable under least squares learning if agents can utilize contemporaneous data in an economy with a mixture of agents some of whom only have access to lagged data stable hyperinflationary paths emerge only if the proportion of agents with access to contemporaneous data is sufficiently high

trading the forward bias are there limits to speculation abstract in this paper we investigate whether trading the forward bias allows for economically significant excess returns we find that bias trading strategies can be viewed as attractive investment opportunities per se useful diversification devices and promising portfolio extensions for active fund managers trying to beat their benchmarks the empirical results which also mirror the problems arising in attempts to explain the puzzle by risk premia are consistent with market evidence that the bias is traded in practice overall our findings suggest that limits to speculation are unlikely to provide a stand alone explanation for the persistence of the forward bias

learning adaptive expectations and technology shocks this study explores the macroeconomic implications of adaptive expectations in a standard growth model we show that the self confirming equilibrium under adaptive expectations is the same as the steady state rational expectations equilibrium for all admissible parameter values but that dynamics around the steady state are substantially different between the two equilibria the differences are driven mainly by the dampened wealth effect and the strengthened intertemporal substitution effect not by escapes emphasised by williams 2003 consequently adaptive expectations can be an important source of frictions that amplify and propagate technology shocks and seem promising for generating plausible labour market dynamics

conditioning carry trades less risk more return abstract prior studies show that extreme interest rate differentials irds and high foreign exchange rate fx volatility have substantial explanatory power for the validity of uip we show that these contemporaneous drivers also have predictive power by implementing a conditional currency carry trade ct strategy that excludes regimes for which uip is likely to hold conditioning high fx volatility only or on both fx volatility and extreme irds outperforms the base case unconditional ct strategy in virtually any of the settings analyzed conditioning on very large irds only shows mixed findings our strategy works best for smaller ct portfolios

adaptive behavior and economic theory the relationship between psychological and economic views of behavior once a subject of heavy dispute is now understood in a very similar way by practitioners of both these disciplines and of our sister social sciences in general terms we view or model an individual as a collection of decision rules rules that dictate the action to be taken in given situations and a set of preferences used to evaluate the outcomes arising from particular situation action combinations these decision rules are continuously under review and revision new decision rules are tried and tested against experience and rules that produce desirable outcomes supplant those that do not i use the term adaptive to refer to this trial anderror process through which our modes of behavior are determined if one is interested in modeling particular decisions in any very explicit way it is obviously necessary to think about rather narrow aspects of an individual s entire set of decision rules his or her personality experimental psychology has traditionally focused on the adaptive process by which decision rules are replaced by others in this tradition the influence of the subject s or as an economist says the agent s preferences this essay uses a series of examples to illustrate the use of rationality and adaptation in economic theory it is argued that these hypotheses are complementary and that stability theories based on adaptive behavior may help to narrow the class of empirically interesting equilibria in certain economic models an experiment is proposed to test this idea

coordination on bubbles in large group asset pricing experiments abstract we present a large group experiment in which participants predict the price of an asset whose realization depends on the aggregation of individual forecasts the markets consist of 21 to 32 participants a group size larger than in most experiments multiple large price bubbles occur in six out of seven markets the bubbles emerge even faster than in smaller markets individual forecast errors do not cancel out at the aggregate level but participants coordinate on a trend following prediction strategy that gives rise to large bubbles the observed price patterns can be captured by a behavioral heuristics switching model with heterogeneous expectations

recurrent hyperinflations and learning we use a model of boundedly rational learning to account for the observations of recurrent hyperinflations in the 1980 s in a standard monetary model we replace the assumption of full rational expectations by a formal definition of quasi rational learning the model under learning matches some crucial stylized facts observed during the recurrent hyperinflations experienced by several countries in the 1980 s remarkably well we argue that despite being a small departure from rational expectations quasi rational learning does not preclude falsifiability of the model it does not violate reasonable rationality requirements and it can be used for policy evaluation

has u s monetary policy changed evidence from drifting coefficients and real time data despite the large amount of empirical research on monetary policy rules there is surprisingly little consensus on the nature or even the existence of changes in the conduct of u s monetary policy three issues appear central to this disagreement 1 the specific type of changes in the policy coefficients 2 the treatment of heteroskedasticity and 3 the real time nature of the data used this paper addresses these issues in the context of forwardlooking taylor rules with drifting coefficients the estimation is based on real time data and accounts for the presence of heteroskedasticity in the policy shock the findings suggest important but gradual changes in the rule coefficients not adequately captured by the usual split sample estimation in contrast to orphanides 2002 2003 i find that the fed s response to the real time forecast of inflation was weak in the second half of the 1970s perhaps not satisfying taylor s principle as suggested by clarida gali and gertler 2000 however the response to inflation was strong before 1973 and gradually regained strength from the early 1980s onward moreover as in orphanides 2003 the fed s response to real activity fell substantially and lastingly during the 1970s

indeterminacy of equilibria in a hyperinflationary world experimental evidence the authors design and study an olg experimental economy where the government finances a fixed real deficit through seigniorage the economy has continua of nonstationary rational expectations equilibria and two stationary rational expectations equilibria the authors do not observe nonstationary rational expectations paths observed paths tend to converge close to or somewhat below the low inflation stationary state the adaptive learning hypothesis is consistent with the data in selecting the low inflation stationary state rational expectations equilibrium as a long run stationary equilibrium nevertheless simple adaptive learning models do not capture the market uncertainty or the biases observed in the data copyright 1993 by the econometric society

wage differentials of transportation industries deregulation versus regulation this article investigates the wage differentials of similar occupations in three for hire transportation carrier industries railroad truck and motor bus under regulation and deregulation the estimation results indicate that the union wage gaps among all occupations have widened under deregulation specifically the union wages of railroad occupations have increased relative to those of truck drivers and the union wages of truck drivers have increased relative to those of motor bus drivers further wage gaps for all occupations for this period are greater among nonunion than among union workers jel l92 i introduction economic regulation of u s transportation carrier industries has been classified into three distinct eras the monopoly regulatory era the competition regulatory era and the regulatory reform era beginning in the late 1800s the 1930s and the 1970s talley 1983 these eras addressed carrier abuses destructive intramodal and intermodal competition and the negative impacts of regulation respectively the 1887 interstate commerce act sought to prevent monopolistic abuses and limit discriminatory practices of railroads the motor carrier act of 1935 of the competition regulatory era placed motor carriers freight and passenger under federal regulation by the 1970s advocates for federal regulatory reform argued that economic regulation protected inefficient carriers promoted high rates and fares and in general fostered an inefficient allocation of resources subsequently a number of deregulation or regulatory reform acts were passed including the railroad revitalization and regulatory reform act of 1976 the staggers rail act of 1980 the motor carrier act of 1980 and the bus regulatory reform act of 1982 though shippers and passengers have generally benefited from transportation deregulation paying lower real rates and fares the impact on carrier labor earnings has been negative for example the real weekly wages of union railroad engineers have declined 11 7 talley and schwarz miller 1998 the real hourly wages of union and nonunion for hire truck carrier drivers have declined 23 and 10 hirsch and macpherson 1998 and the real hourly wages of both union and nonunion for hire motor bus carrier drivers have declined 17 schwarz miller and talley 1994 the impact of deregulation however on the relative labor earnings of transportation carrier industries is unknown specifically have wage differentials changed from those of the regulation period if so have these differentials widened narrowed under deregulation thereby increasing decreasing the gap in the labor earnings of one industry relative to those of another do the changes in wage differentials differ for union and nonunion labor the purpose of this article is to investigate occupational wage differentials among transportation industries under regulation and deregulation as intermodal competition intensifies such information is expected to play a more important role in industry wage negotiations wage differentials of similar occupations in three for hire carrier industries under regulation and deregulation are estimated the three industries are the railroad truck and motor bus industries and the occupations include railroad engineers conductors and brakemen switchmen truck drivers and motor bus drivers the estimation results indicate that the union wages of railroad occupations have increased relative to those of truck drivers and the union wages of truck drivers have increased relative to those of motor bus drivers during the postderegulation period further wage gaps for all occupations for this period are greater among nonunion than among union workers the remainder of this article is structured as follows section ii discusses railroad truck and motor bus for hire carrier industries and in particular their labor under regulation and deregulation

genetic algorithms and inflationary economies abstract this paper studies overlapping generations economies in which agents use genetic algorithms to learn correct decision rules the results of computer simulations show that a genetic algorithm converges to the unique monetary steady state in case of a constant money supply policy and to the low inflation stationary equilibrium in case of a constant real deficit financed through seignorage features of the genetic algorithm adaptation are compared to the performance of other learning algorithms and to the behavior observed in experiments with human subjects in the same olg environments

are sunspots learnable an experimental investigation in a simple macroeconomic model abstract we conduct experiments with human subjects in a model with a positive production externality in which productivity is a nondecreasing function of the average level of employment of other firms the model has three steady states and a sunspot equilibrium that fluctuates between the high and low steady states steady states are payoff ranked low values give lower profits than higher values we investigate whether subjects can learn a sunspot equilibrium we observe coordination on the extrinsic announcements in our experimental economies cases of apparent convergence to the low and high steady states are also observed

risk premia carry trade dynamics and economic value of currency speculation in this paper we derive the dynamics and assess the economic value of currency speculation by formalizing the concept of a trader inaction range we show that exchange rate returns comprise a time varying risk premium and that uncovered interest parity uip holds in a speculative sense the often cited forward bias puzzle originates from the omission of the risk premium in standard uip tests consistent with its popularity among market professionals the carry trade strategy can be rationalized as it systematically collects risk premia and generates economic value when applied in multi currency portfolios

does volatility matter expectations of price return and variability in an asset pricing experiment abstract we present results of an experiment on expectation formation in an asset market participants in our experiment must provide forecasts of the stock future return to computerized utility maximizing investors and are rewarded according to how well their forecasts perform in the market in the baseline treatment participants must forecast the stock return one period ahead in the volatility treatment we also elicit subjective confidence intervals of forecasts which we take as a measure of perceived volatility the realized asset price is derived from a walrasian market equilibrium equation with non linear feedback from individual forecasts our experimental markets exhibit high volatility fat tails and other properties typical of real financial data eliciting confidence intervals for predictions has the effect of reducing price fluctuations and increasing subjects coordination on a common prediction strategy

long run growth uncertainty observed macroeconomic forecasts display a positive correlation between expectations of long run growth of endogenous variables e g output and cyclical activity existing business cycle models appear inconsistent with the evidence this paper presents a model of the business cycle in which households have imperfect knowledge of long run growth rate of endogenous variables and continually learn about these growth rates the model features comovement and mutual influence between households growth expectations and market outcomes it can replicate the evidence on growth forecasts and suggests that optimism and pessimism about long run growth rates is a crucial ingredient in understanding business cycle fluctuations

the costs of price regulation lessons from railroad deregulation previous calculations of the costs of railroad rate regulation assumed that deregulation would lower railroad rate levels and allow railroads to capture significant amounts of traffic from other modes of transportation this article presents empirical results that show that neither of these effects materialized under deregulation a calculation based on actual price and market share changes places the annual cost of regulation at roughly 90 million well below previous estimates

equilibrium selection in a nonlinear duopoly game with adaptive expectations abstract we analyze a nonlinear discrete time cournot duopoly game where players have adaptive expectations the evolution of expected outputs over time is generated by the iteration of a noninvertible two dimensional map the long run behavior is characterized by multistability that is the presence of coexisting stable consistent beliefs which correspond to nash equilibria in the quantity space hence a problem of equilibrium selection arises and the long run outcome strongly depends on the choice of the players initial beliefs we analyze the basins of attraction and their qualitative changes as the model parameters vary we illustrate that the basins might be nonconnected sets and reveal the mechanism which is responsible for this often neglected kind of complexity the analysis of the global bifurcations which cause qualitative changes in the topological structure of the basins is carried out by the method of critical curves

speculative hyperinflations and currency substitution abstract we propose a rational expectations framework for understanding speculative hyperinflations that end in response to orthodox stabilization programs motivated by a strong degree of hysteresis in the stock of real balances after the end of hyperinflations we provide a cash and credit model in which the money demand exhibits persistence because individuals can establish long lasting credit relationships we use the model to show that if hysteresis in real balances is possible then a fiscal monetary reform that successfully stops a speculative hyperinflation may fail to prevent it we argue that speculative hyperinflationary equilibria are consistent with some key stylized facts observed in extreme hyperinflations

bubble weak and strong hyperinflation theory and empirical evidence the monthly continuous inflation rate that maximizes the inflation tax revenue varies widely from 18 3 to 143 according to semi elasticity estimates for the german hyperinflation made by several authors cagan 1956 barro 1970 frenkel 1977 sargent 1977 goodfriend 1982 burmeister and wall 1987 christiano 1987 casella 1989 taylor 1991 engsted 1993 imrohoroglu 1993 michael et al 1994 those estimates lead one to conclude that during hyperinflation the german government could have obtained more tax revenue with lower inflation rates

expectational diversity in monetary economies abstract we investigate an overlapping generations monetary economy in which expectations depend upon backward looking predictors of the future price level we use discrete choice theory to model how agents select a predictor based on its past forecast error letting the number of available predictors tend to infinity we obtain the large type limit of the system taking the large type limit dramatically reduces the number of free parameters while maintaining the expectational diversity which we argue is necessary for constructing plausible learning based models the model s dynamics are strongly influenced by the intensity of choice which measures how sensitive an agent s predictor choice is to differences in forecast errors across predictors when the intensity of choice is low the monetary steady state is stable as the intensity of choice increases and if certain parametric restrictions are met the system undergoes a hopf bifurcation in which case we document the existence of highly irregular equilibrium price paths

disinflations in a model of imperfectly anchored expectations abstract we study disinflations under imperfect credibility of the central bank we propose a framework to model imperfectly credible announcements and use it to study the distribution of the output cost for a given disinflation imperfect credibility is modeled as the extent to which agents rely on adaptive learning to form expectations lower credibility increases the mean variance and skewness of the distribution of the sacrifice ratio when credibility is low disinflations become very costly for adverse realizations of the shocks but an opportunistic disinflation a disinflation implemented after a period of below trend inflation can significantly lower the sacrifice ratio with simulated data we reinterpret the reduced form evidence in sacrifice ratio regressions coefficient estimates from these regressions can be misleading for policymakers considering the cost of disinflation