optimal interest rate rules asset prices and credit frictions we study optimal taylor type interest rate rules in an economy with credit market imperfections our analysis builds on the agency cost framework of carlstrom and fuerst 1997 agency costs net worth and business fluctuations a computable general equilibrium analysis american economic review 87 893 910 which we extend in two directions first we embed monopolistic competition and sticky prices second we modify the stochastic structure of the model in order to generate a countercyclical premium on external finance this is achieved by linking the mean distribution of investment opportunities faced by entrepreneurs to aggregate total factor productivity we model monetary policy in terms of simple welfare maximizing interest rate rules we find that monetary policy should respond to increases in asset prices by lowering interest rates however when monetary policy responds strongly to inflation the marginal welfare gain of responding to asset prices vanishes within the class of linear interest rate rules that we analyze a strong anti inflationary stance always attains the highest level of welfare

calculating and using second order accurate solutions of discrete time dynamic equilibrium models we describe an algorithm for calculating second order approximations to the solutions to nonlinear stochastic rational expectations models the paper also explains methods for using such an approximate solution to generate forecasts simulated time paths for the model and evaluations of expected welfare differences across different versions of a model the paper gives conditions for local validity of the approximation that allow for disturbance distributions with unbounded support and allow for non stationarity of the solution process

output dynamics in real business cycles models the time series literature reports two stylized facts about output dynamics in the united states gnp growth is positively autocorrelated and gnp appears to have an important trend reverting component this paper investigates whether current real business cycle rbc models are consistent with these stylized facts many rbc models have weak internal propagation mechanisms and must rely on external sources of dynamics to replicate both facts models that incorporate labor adjustment costs are partially successful they endogenously generate positive autocorrelation in output growth but they need implausibly large transitory shocks to match the trend reverting component in output

on the sources of aggregate fluctuations in emerging economies recent research on macroeconomic fluctuations in emerging economies has advocated introducing a stochastic productivity trend or allowing for interest rate shocks and financial frictions we estimate a model that encompasses these two approaches shedding light on their relative merits and on how financial frictions affect the transmission of shocks the model accounts for aggregate fluctuations by assigning a dominant role to financial frictions in amplifying conventional temporary productivity shocks whereas trend shocks play a minor role a link between spreads and expected future productivity emerges as essential for a reasonable approximation to the data

consumption housing collateral and the canadian business cycle using bayesian methods we estimate a small open economy model in which consumers face limits to credit determined by the value of their housing stock the purpose of this paper is to quantify the role of collateralized household debt in the canadian business cycle

exploiting the monthly data flow in structural forecasting a quarterly stochastic general equilibrium dsge model is combined with a now casting model designed to read timely monthly information as it becomes available this implies 1 mapping the structural quarterly dsge with a monthly version that maintains the same economic restrictions 2 augmenting the model with a richer data set and 3 updating the estimates of the dsge s structural shocks in real time following the publication calendar of the data our empirical results show that our methodology enhances the predictive accuracy in now casting an analysis of the great recession also shows that our framework would have helped tracing the dsge s structural shocks in real time obtaining for example a more timely account of the 2008 contraction

the role of investment specific technological change in the business cycle this is a quantitative investigation of the importance of technological change speci c to new investment goods for postwar us aggregate uctuations a growth model that incorporates this form of technological change is calibrated to us data and simulated using the relative price of new equipment to identify the process driving investmentspeci c technology shocks the analysis suggests that this form of technological change is the source of about 30 of output uctuations 2000 elsevier science b v all rights reserved

fighting inflation with high interest rates the small open economy case under flexible prices in high inflation countries policymakers often end up paying interest on part of the money supply higher interest rates on money have been used both to reduce inflation and to defend the domestic currency this paper analyzes the effectiveness of such a policy in the context of an open economy with flexible prices and exchange rates a temporary increase in the interest rate on money reduces the price level on impact but inflation follows an explosive path afterwards the domestic currency appreciates on impact but begins to depreciate immediately thereafter hence the analysis does not support the use of high interest rates in disinflationary programs copyright 1995 by ohio state university press

optimal monetary policy rules financial amplification and uncertain business cycles abstract this paper studies optimal monetary policy in the presence of uncertainty time variation in cross sectional dispersion of firms productive performance using a model with financial market imperfections the results suggest that i optimal policy is to dampen the strength of financial amplification by responding to uncertainty at the expense of creating mild degree of fluctuations in inflation ii higher uncertainty makes the welfare maximizing planner more willing to relax financial constraints iii credit spreads are a good proxy for uncertainty hence a non negligible response to credit spreads together with a strong anti inflationary policy stance achieves the highest aggregate welfare possible

slow recoveries any role for corporate leverage abstract this paper examines whether financial conditions of the non financial corporate sector can explain why the recovery from recessions in the united states is slower since the mid 1980s leverage by the corporate sector has increased significantly since the financial deregulation of the mid 1980s empirical evidence shows that slow recoveries are associated with a significant drop in the growth rates of investment and bank loans and with a surge in the growth rates of corporate bonds in an estimated dynamic stochastic general equilibrium model with a financial accelerator counterfactual experiments based on estimates of two samples 1965 1983 and 1984 2007 show that the non financial corporate indebtedness affects only marginally the speed of the recovery in the two samples

uncertainty shocks and firm creation search and monitoring in the credit market abstract we develop a business cycle model where endogenous firm creation stems from two credit market frictions first entrepreneurs search for a lending relationship with a bank second an optimal debt contract with monitoring is implemented we analyze the interplay between both frictions and embed it into an otherwise standard business cycle model which we estimate with bayesian techniques we find that uncertainty shocks are a prime contributor to business cycle fluctuations in the us not only for macro financial aggregates but also for firm creation moreover we point out that the credit search friction dampens the financial accelerator mechanism because default may imply the end of the lending relationship

monetary policy and the relative price of durable goods abstract in a structural vector autoregressive model of the us the response of the relative price of durables to a monetary policy contraction is either flat or mildly positive it significantly falls only if narrowly defined as the ratio between new house and nondurables prices these findings are rationalized via the estimation of two sector new keynesian nk models durables prices are estimated to be as sticky as those of nondurables leading to a flat relative price response to a monetary policy shock conversely house prices are estimated to be almost flexible such results survive several robustness checks and a three sector extension of the nk model these findings have implications for building nk models with durable and nondurable goods and for the conduct of monetary policy

taking financial frictions to the data we estimate a dynamic stochastic general equilibrium dsge model with various financial frictions and analyze how well the model explains the great recession predictive analysis shows that the model can only slightly better explain the large deviation from trend during the crisis relative to a model without financial frictions specifically the risk premium shock which is a shock to the external finance premium of the entrepreneurs leverage explains the largest part of the investment downfall during the crisis however the balance sheet channel of financial frictions in the model which structurally links balance sheet conditions of financial intermediaries and nonfinancial borrowers to their borrowing rates is estimated to be weak we examine alternative prior specifications for how the financial frictions enter the model and continue to find a limited role for these frictions rolling window estimation provides evidence for substantial time variation in parameters governing financial frictions we conclude that the well known financial frictions studied in this paper are not able to explain the financial crisis in a linearized and estimated model

the information in the high yield bond spread for the business cycle evidence and some implications the market for high yield below investment grade corporate bonds developed in the middle 1980s we show that since this time the high yield spread has had significant explanatory power for the business cycle we interpret this finding as possibly symptomatic of financial factors at work in the business cycle along the lines suggested by the financial accelerator we also show that over this period the high yield spread outperforms other leading financial indicators including the term spread the paper bill spread and the federal funds rate we conjecture that changes in the conduct of monetary policy over time may account for the reduced informativeness of these alternative indicators all of which are tied closely to monetary policy copyright 1999 by oxford university press

firm entry markups and the monetary transmission mechanism abstract two business cycle models with endogenous firm and product entry are estimated by matching impulse responses to a monetary policy shock the competition effect implies that entry lowers desired markups and dampens inflation under translog preferences where the substitutability between goods depends on their number we find evidence of such an effect that model generates more countercyclical markups than dixit and stiglitz 1977 monopolistic competition model where price stickiness is the only source of markup fluctuations in contrast a model with strategic interactions between oligopolistic firms cannot generate an empirically relevant competition effect and is statistically equivalent to the dixit stiglitz model

identification of financial factors in economic fluctuations we estimate demand supply monetary investment and nancial shocks in a var identified with a minimum set of sign restrictions on us data we find that financial shocks are major drivers of fluctuations in output stock prices and investment but have a limited effect on inflation in a second step we disentangle shocks originating in the housing sector shocks originating in credit markets and uncertainty shocks in the extended set upfinancial shocks are even more important and a leading role is played by housing shocks that have large and persistent effects on output

speed limit policies the output gap and optimal monetary policy in a standard new keynesian model a myopic central bank concerned with stabilizing inflation and changes in the output gap will implement a policy under discretion that replicates the optimal timeless perspective precommitment policy by stabilizing output gap changes the central bank imparts inertia into output and inflation that is absent under pure discretion even a fully optimizing i e non myopic central bank operating in a discretionary policy environment achieves better social outcomes if it focuses on inflation and changes in the output gap than are achieved under inflation targeting this abstract was borrowed from another version of this item

technology shocks in the new keynesian model in the new keynesian model preference cost push and monetary shocks all compete with the real business cycle model s technology shock in driving aggregate fluctuations a version of this model estimated via maximum likelihood points to these other shocks as being more important for explaining the behavior of output inflation and interest rates in the postwar u s data these results weaken the links between the current generation of new keynesian models and the real business cycle models from which they were originally derived they also suggest that federal reserve officials have often faced difficult trade offs in conducting monetary policy

monetary policy in emerging markets can liability dollarization explain contractionary devaluations abstract in emerging markets external debt is denominated almost entirely in large developed country currencies such as the u s dollar this liability dollarization offers a channel through which exchange rate variation can lead to business cycle instability when firms assets are denominated in domestic currency and liabilities are denominated in foreign currency an exchange rate depreciation worsens firms balance sheets which leads to higher capital costs and contractions in capital spending to illustrate this i construct a quantitative sticky price small open economy model in which a monetary policy induced devaluation leads to a persistent contraction in output in this model fixed exchange rates offer greater stability than an interest rule that targets inflation

a monetary business cycle model for india a new keynesian monetary business cycle model is constructed to study why monetary transmission in india is weak our models feature banking and financial sector frictions as well as an informal sector the predominant channel of monetary transmission is a credit channel our main finding is that base money shocks have a larger and more persistent effect on output than an interest rate shock as in the data the presence of an informal sector hinders monetary transmission contrary to the consensus view financial repression in the form of a statutory liquidity ratio and administered interest rates does not weaken monetary transmission

house prices borrowing constraints and monetary policy in the business cycle i develop a general equilibrium model with sticky prices credit constraints nominal loans and asset prices changes in asset prices modify agents borrowing capacity through collateral value changes in nominal prices affect real repayments through debt deflation monetary policy shocks move asset and nominal prices in the same direction and are amplified and propagated over time the financial accelerator is not constant across shocks nominal debt stabilises supply shocks making the economy less volatile when the central bank controls the interest rate i discuss the role of equity debt indexation and household and firm leverage in the propagation mechanism finally i find that monetary policy should not target asset prices as a means of reducing output and inflation volatility

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

optimal simple and implementable monetary and fiscal rules welfare maximizing monetary and fiscal policy rules are studied in a model with sticky prices money and distortionary taxation the ramsey optimal policy is used as a point of comparison the main findings are the size of the inflation coefficient in the interest rate rule plays a minor role for welfare it matters only insofar as it affects the determinacy of equilibrium optimal monetary policy features a muted response to output interest rate rules that feature a positive response to output can lead to significant welfare losses the welfare gains from interest rate smoothing are negligible optimal fiscal policy is passive the optimal monetary and fiscal rule combination attains virtually the same level of welfare as the ramsey optimal policy

the transmission of monetary policy through redistributions and durable purchases this paper studies a redistribution channel for the transmission of monetary policy using a tractable olg setting in which the government is a net debtor we show that standard open market operations omo conducted by central banks have signi cant revaluation eects that alter the level and distribution of wealth in the economy and the real interest rate expansionary omo generate a negative wealth eect the private sector as a whole is a net creditor to the government increasing households incen tives to save for retirement and pushing down the real interest rate this in turn leads to a substitution towards durables generating a temporary boom in the durable good sector with search and matching frictions a form of productive investment is added to the model and the fall in interest rates causes an increase in labour demand raising aggregate employment the mechanism can mimic the empirical responses of key macroeconomic variables to monetary policy interventions the model shows that dierent monetary interventions e g omo versus helicopter drops can have sharply dierent eects on activity

should central banks respond to movements in asset prices in recent decades asset booms and busts have been important factors in macroeconomic fluctuations in both industrial and developing countries in light of this experience how if at all should central bankers respond to asset price volatility we have addressed this issue in previous work bernanke and gertler 1999 the context of our earlier study was the relatively new but increasingly popular monetary policy framework known as inflation targeting see e g bernanke and frederic mishkin 1997 in an inflation targeting framework publicly announced medium term inflation targets provide a nominal anchor for monetary policy while allowing the central bank some flexibility to help stabilize the real economy in the short run the inflation targeting approach gives a specific answer to the question of how central bankers should respond to asset prices changes in asset prices should affect monetary policy only to the extent that they affect the central bank s forecast of inflation to a first approximation once the predictive content of asset prices for inflation has been accounted for there should be no additional response of monetary policy to assetprice fluctuations in use now for about a decade inflationtargeting has generally performed well in practice however so far this approach has not often been stress tested by large swings in asset prices our earlier research employed simulations of a small calibrated macroeconomic model to examine how an inflation targeting policy defined as one in which the central bank s instrument interest rate responds primarily to changes in expected inflation might fare in the face of a boom and bust cycle in asset prices we found that an aggressive inflationtargeting policy rule in our simulations one in which the coefficient relating the instrument interest rate to expected inflation is 2 0 substantially stabilizes both output and inflation in scenarios in which a bubble in stock prices develops and then collapses as well as in scenarios in which technology shocks drive stock prices intuitively inflation targeting central banks automatically accommodate productivity gains that lift stock prices while offsetting purely speculative increases or decreases in stock values whose primary effects are through aggregate demand conditional on a strong policy response to expected inflation we found little if any additional gains from allowing an independent response of central bank policy to the level of asset prices in our view there are good reasons outside of our formal model to worry about attempts by central banks to influence asset prices including the fact that as history has shown the effects of such attempts on market psychology are dangerously unpredictable hence we concluded that inflationtargeting central banks need not respond to asset prices except insofar as they affect the inflation forecast in the spirit of recent work on robust control the exercises in our earlier paper analyzed the performance of policy rules in worst case discussants robert shiller yale university glenn rudebusch federal reserve bank of san francisco kenneth rogoff harvard university

a new comparative approach to macroeconomic modeling and policy analysis in the aftermath of the global financial crisis the state of m acroeconomic modeling and the use of macroeconomic models in policy analysis has come under heavy criticism macroeconomists in academia and policy institutions are blamed for relying too much on a particular class of macroeconomic models that did not sufficiently this paper propose s a comparative approach to macroeconomic policy analysis that is open to competing modeling paradigms macroeconomic model comparison projects have helped produce some very influenti al insights such as the taylor rule however they have been infrequent and costly because they require the input of many teams of researchers and multiple meetings to obtain a limited set of comparative findings this paper provides a new comparative approach to model based research and policy analysis that enables individual researchers to conduct model comparisons easily frequently at low cost and on a large scale using this approach a model archive is built that incl udes many well known empirically estimated models that may be used for quantitative analysis of monetary and fiscal stabilization policies a computational platform is created that allows straightforward comparisons of models implications its application is illustrated by compa ring different monetary and fiscal policies across selected models researchers can easily include new models in the data base and compare the effects of novel extensions to established benchmarks thereby fostering a comparative instead of insular approach to model development

competition transmission and bank pricing policies evidence from belgian loan and deposit markets abstract this paper addresses the pass through from market interest rates to retail bank interest rates the paper advocates a heterogeneous approach and applies it to the belgian banking market a substantial proportion of the heterogeneity in bank pricing policies can be explained by the bank lending channel and the relative market power hypothesis the results also suggest that the long term pass through is typically less than one for one rejecting the completeness hypothesis while there is no convincing evidence for asymmetry in retail rates large deviations from equilibrium mark ups are faster reduced than small deviations overall conditions for corporate loans are more competitive compared to consumer loans demand and savings deposits have by far the most rigid prices

fleshing out the monetary transmission mechanism output composition and the role of financial frictions financial frictions affect the way in which different macroeconomic series respond to a monetary policy shock we embed the financial accelerator of bernanke gertler and gilchrist 1999 into a medium scale dsge model and evaluate the relative importance of financial frictions in explaining monetary transmission specifically we apply minimum distance estimation based on impulse responses for the volcker greenspan period apart from providing estimates for structural parameters our procedure lends itself for specification tests that can be used to assess the relative fit of various restricted models financial frictions turn out to be of lesser importance for the descriptive success of our model

understanding the accumulation of bank and thrift reserves during the u s financial crisis abstract the level of aggregate excess reserves held by u s depository institutions increased significantly at the peak of the 2007 2009 financial crisis although the amount of aggregate reserves is determined almost entirely by the policy initiatives of the central bank that act on the asset side of its balance sheet the motivations of individual banks in accumulating reserves differ and respond to the impact of changes in the economic environment on individual institutions we undertake a systematic analysis of this massive accumulation of excess reserves using bank level data for more than 7000 commercial banks and almost 1000 savings institutions during the u s financial crisis we propose a testable stochastic model of reserves determination when interest is paid on reserves which we estimate using bank level data and censored regression methods we find evidence primarily of a precautionary motive for reserves accumulation with some notable heterogeneity in the response of reserves accumulation to external and internal factors of the largest banks compared with smaller banks we combine propensity score matching and a difference in differences approach to determine whether the beneficiaries of the capital purchase program of the troubled asset relief program accumulated less cash including reserves than non beneficiaries contrary to anecdotal evidence we find that banks that participated in the program accumulated less cash including reserves than nonparticipants in the initial quarters after the capital injection

anticipated and unanticipated wage changes wage risk and intertemporal labor supply in this article i estimate how labor supply responds to anticipated wage growth unanticipated wage growth and wage risk using the 1989 93 panel section of the bank of italy survey of households income and wealth shiw which collects individual expectations of future wages the use of subjective expectations has several advantages first they provide information on the evolution and riskiness of future wages that the econometrician may never hope to observe moreover this avoids the need for specifying instruments for the growth rate of wages finally forecast errors can be directly controlled for thus avoiding inconsistency in short panels

monetary policy shocks and financial conditions a monte carlo experiment abstract the effects of monetary policy shocks on financial conditions are often estimated by appealing to recursive vector autoregressions vars we assess the ability of this class of vars to recover the true effects of a monetary policy shock via a monte carlo experiment in which the data generating process is a dynamic stochastic general equilibrium dsge model featuring macro finance interactions and estimated with u s quarterly data our dsge model predicts a negative and significant reaction of financial conditions to an unexpected monetary policy tightening we point out that such reaction is just overlooked by recursive vars moreover we show that cholesky vars may substantially underestimate the welfare costs due to macroeconomic fluctuations

monetary policy and asset prices a markov switching dsge approach summary this paper estimates a markov switching dynamic stochastic general equilibrium model by incorporating stock prices in monetary policy rules in order to identify the federal reserve s stance toward them based on the data from 1984 q1 to 2009 q2 i find that historical evidence of the policy reaction toward stock prices is weak except for the stock market bubble of the 1990s a counterfactual exercise shows that the rapid growth in stock prices during that period would have been significantly higher if monetary policy had been independent of the stock market however unconditional macroeconomic volatility increases with the degree of policy responsiveness toward stock prices copyright 2017 john wiley sons ltd

estimation and control of an optimization based model with sticky prices and wages abstract this paper provides estimates of an optimization based equilibrium model with sticky prices and wages the estimated model is used to analyse the welfare properties of various interest rate rules for conducting monetary policy an important feature of this model is that it involves a tradeoff between the variances of price and wage inflation and the output gap this tradeoff implies that it is desirable for the monetary authority to respond to wage inflation in addition to price inflation output and past interest rates when setting the current interest rate the issue whether wages and prices can be indexed to steady state inflation has important implications both for the characterization of optimal interest rate rules and interest rate volatility in particular optimal policy in the presence of indexation induces implausibly high steady state inflation

the external finance premium and the macroeconomy us post wwii evidence abstract the central variable of theories of financial frictions the external finance premium is unobservable this paper distils the external finance premium from a dynamic stochastic general equilibrium dsge model estimated on us macroeconomic data covering the period 1954 to 2004 within the dsge framework movements in the premium can be given an interpretation in terms of shocks driving business cycles a key result is that the estimate based solely on non financial macroeconomic data picks up over 70 of the dynamics of lower grade corporate bond spreads the paper also identifies a gain in fitting key macroeconomic aggregates by including financial frictions in the model and documents how shock transmission is affected

endogenous money or sticky prices abstract what explains the correlations between nominal and real variables in the postwar us data are these correlations indicative of significant nominal rigidity or do they simply reflect the particular way that monetary policymakers react to developments in the real economy to answer these questions this paper uses maximum likelihood to estimate a model of endogenous money this model allows but does not require nominal prices to be sticky the results show that nominal price rigidity over and above endogenous money plays a role in accounting for key features of the data

introducing financial frictions and unemployment into a small open economy model the current nancial crisis has made it abundantly clear that business cycle modeling no longer can abstract from nancial factors it is also becoming increasingly clear that the stylized modeling of labor markets without explicit unemployment that is the current standard approach has its limitations some questions which the dominating extant business cycle models are mute on but that we would like to answer are how important are nancial and labor market frictions for the business cycle dynamics of a

comparing shocks and frictions in us and euro area business cycles a bayesian dsge approach this paper estimates a dsge model with many types of shocks and frictions for both the us and the euro area economy over a common sample period 1974 2002 the structural estimation methodology allows us to investigate whether differences in business cycle behaviour are due to differences in the type of shocks that affect the two economies differences in the propagation mechanism of those shocks or differences in the way the central bank responds to those economic developments our main conclusion is that each of these characteristics is remarkably similar across both currency areas copyright 2005 john wiley sons ltd

monetary policy shocks choleski identification and dnk models abstract a popular identifying assumption in structural var studies is that the monetary policy shock does not affect macroeconomic variables contemporaneously we examine the consequences of using this identification strategy when the data generating process is a basic dynamic new keynesian dnk model but without these assumed time delays the principle conclusion is that the standard choleski assumption can severely distort the impulse response functions producing price puzzles and muted responses of inflation and the output gap to monetary shocks

allocative efficiency of markets with zero intelligence traders market as a partial substitute for individual rationality we report market experiments in which human traders are replaced by zero intelligence programs that submit random bids and offers imposing a budget constraint i e not permitting traders to sell below their costs or buy above their values is sufficient to raise the allocative efficiency of these auctions close to 100 percent allocative efficiency of a double auction derives largely from its structure independent of traders motivation intelligence or learning adam smith s invisible hand may be more powerful than some may have thought it can generate aggregate rationality not only from individual rationality but also from individual irrationality

time variation in macro financial linkages summary we analyze the contribution of credit spread house and stock price shocks to the us economy based on a time varying parameter vector autoregressive model we find that the contribution of financial shocks to gross domestic product growth fluctuates from about 20 in normal times to more than 50 during the great recession the great recession and the subsequent weak recovery can largely be traced back to negative housing shocks housing shocks have become more important for the real economy since the early 2000s and negative housing shocks are more important than positive ones unexpected increases in credit spreads have not been deflationary recently copyright 2016 john wiley sons ltd

costly external finance and labor market dynamics abstract we study the role of agency frictions and costly external finance in cyclical labor market dynamics with a focus on how credit market frictions may amplify aggregate tfp shocks the main result is that aggregate tfp shocks lead to large fluctuations of labor market quantities if the model is calibrated to the empirically observed countercyclicality of the finance premium a financial accelerator mechanism thus amplifies labor market fluctuations by rendering rigidity in real wage dynamics in contrast if the finance premium is procyclical which the model can be parameterized to accommodate amplification is absent and labor market fluctuations display the shimer 2005 puzzle

learning about learning in games through experimental control of strategic interdependence we report experiments in which humans repeatedly play one of two games against a computer program that follows either a reinforcement learning or an experience weighted attraction algorithm our experiments show these learning algorithms detect exploitable opportunities more sensitively than humans also learning algorithms respond to detected payo increasing opportunities systematically however the responses are too weak to improve the algorithms payos human play against various decision maker types doesn t vary signicantly these factors lead to a strong linear relationship between the humans and algorithms action choice proportions that is suggestive of the algorithm s best response correspondence these properties are revealed only by our human versus computer experiments and not by our standard human versus human experiments nor our model simulations jel classication c72 c92 c81

does money matter for the identification of monetary policy shocks a dsge perspective this paper investigates how the identification assumptions of monetary policy shocks modify the inference in a standard dsge model considering svar models in which either the interest rate is predetermined for money or money and the interest rate are simultaneously determined two dsge models are estimated by minimum distance estimation the estimation results reveal that real balance effects are necessary to replicate the high persistence implied by the simultaneity assumption in addition the estimated monetary policy rule is sensitive to the identification scheme this suggests that the way money is introduced in the identification scheme is not neutral for the estimation of dsge models c 2010 elsevier b v all rights reserved

do banking shocks matter for the u s economy abstract the quantitative significance of shocks to the financial intermediary fi has not received much attention up to now we estimate a dsge model with what we describe as chained credit contracts using bayesian technique in the model credit constrained fis intermediate funds from investors to credit constrained entrepreneurs through two types of credit contract we find that the shocks to the fis net worth play an important role in the investment dynamics accounting for 17 of its variations in particular in the great recession they are the key determinants of the investment declines accounting for 36 of the variations

financial shocks and the us business cycle employing the financial accelerator fa model of bernanke gertler and gilchrist 1999 enhanced to include a shock to the fa mechanism we construct and study shocks to the efficiency of the financial sector in post war us business cycles we find that financial shocks are very tightly linked with the onset of recessions more so than tfp or monetary shocks the financial shock invariably remains contractionary for sometime after recessions have ended the shock accounts for a large part of the variance of gdp and is strongly negatively correlated with the external finance premium second moments comparisons across variants of the model with and without a stochastic fa mechanism suggests the stochastic fa model helps us understand the data

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

does trade integration alter monetary policy transmission abstract this paper explores the role of trade integration or openness for monetary policy transmission in a medium scale new keynesian model allowing for strategic complementarities in price setting we highlight a new dimension of the exchange rate channel by which monetary policy directly impacts domestic inflation a monetary contraction which appreciates the exchange rate lowers the local currency price of imported goods this in turn induces domestic producers to lower their prices too we pin down key parameters of the model by matching impulse responses obtained from a vector autoregression on time series for the us relative to the euro area our estimation procedure yields plausible parameter values and suggests a strong role for strategic complementarities counterfactual simulations show that openness alters monetary transmission significantly while the contractionary effect of a monetary policy shock on inflation and output tends to increase in openness we find that monetary policy s control over inflation increases as the output decline which is necessary to bring about a given reduction of inflation is smaller in more open economies

cyclical changes in firm volatility we estimate changes in the volatility of firm level sales earnings and employment growth of us firms our method differs from existing measures for firm level sales and employment volatility in that it not only captures longer run changes in volatility but also measures cyclical changes in firm volatility we detect substantial cyclical variation in firm specific volatility around trend firm specific volatility was low in the early 1990s rose in the mid and late 1990s and was high around 2000 our results are consistent with the hypothesis deduced from models with financial frictions that rising idiosyncratic volatility before 2001 contributed to the coincident rise in the external finance premium and to the 2001 recession endogenous pricing models imply that price adjustment is less frequent and disinflation more costly when firm specific volatility is low consistent with endogenous pricing models we find that the output cost of disinflation was three times larger in the early 1990s than in the early 2000s

how important are financial frictions in the united states and the euro area this paper aims to evaluate whether frictions in credit markets are important for business cycles in the united states and the euro area i modify the dsge financial accelerator model developed by bernanke gertler and gilchrist 1999 by adding such frictions as price indexation to past inflation sticky wages consumption habits and variable capital utilization when estimating the model using bayesian methods i find that financial frictions are relevant in both areas according to the posterior odds ratio the data clearly favor the model with financial frictions both in the united states and the euro area moreover financial frictions are larger in the euro area