to float or to fix evidence on the impact of exchange rate regimes on growth we study the relationship between exchange rate regimes and economic growth for a sample of 183 countries over the post bretton woods period using a new de facto classification of regimes based on the actual behavior of the relevant macroeconomic variables in contrast with previous studies we find that for developing countries less flexible exchange rate regimes are associated with slower growth as well as with greater output volatility for industrial countries regimes do not appear to have any significant impact on growth the results are robust to endogeneity corrections and a number of alternative specifications borrowed from the growth literature

exchange rate policy for developing countries according to the imf in the mid 1970 s approximately 85 percent of developing countries had pegged exchange rate arrangements since then the situation has changed drastically today most developing countries have either managed floats or flexible exchange rates argentina hong kong and a few others may persevere with their currency boards additional nations may well imitate them and movements toward common currencies a la the european union may gain strength here and there nonetheless it seems clear that the political and financial prerequisites to adopt such hard pegs are extremely stringent new attempts are the exception not the rule the question for most emerging market economies is no longer to float or not to float but how to float in this note we review some key issues in defining the right answer to this question

macroeconomic forecasting in the euro area country specific versus area wide information abstract this paper compares several time series methods for short run forecasting of euro wide inflation and real activity using data from 1982 to 1997 forecasts are constructed from univariate autoregressions vector autoregressions single equation models that include euro wide and us aggregates and large model methods in which forecasts are based on estimates of common dynamic factors aggregate euro wide forecasts are constructed from models that utilize only aggregate euro wide variables and by aggregating country specific models the results suggest that forecasts constructed by aggregating the country specific models are more accurate than forecasts constructed using the aggregate data

energy consumption and gdp in developing countries a cointegrated panel analysis in this paper we re investigate the co movement and the causality relationship between energy consumption and gdp in 18 developing countries using data for the period 1975 to 2001 recently developed tests for the panel unit root heterogeneous panel cointegration and panel based error correction models are employed the empirical results provide clear support of a long run cointegration relationship after allowing for the heterogeneous country effect the long run relationship is estimated using a full modified ols the evidence shows that long run and short run causalities run from energy consumption to gdp but not vice versa this result indicates that energy conservation may harm economic growth in developing countries regardless of being transitory or permanent

forecasting and trading monetary policy effects on the riskless yield curve with regime switching nelson siegel models abstract we use 1982 2014 data on the us riskless yield curve to show that regime switching dynamics in nelson siegel factor models extended to encompass variables that summarize the state of monetary policy lead to superior predictive accuracy such spread in forecasting power turns out to be statistically significant even controlling for parameter uncertainty and sample variation exploiting regimes we obtain evidence that the increase in predictive accuracy is stronger during the great financial crisis when monetary policy underwent a significant sudden shift although more caution applies in comparisons to a naive random walk benchmark over a few sub samples and when transaction costs are accounted for we report that the increase in predictive power owed to the combination of regimes and of variables that capture the stance of unconventional monetary policies is tradeable we devise and test butterfly strategies that exploit the forecasts from the models and obtain evidence of risk adjusted profits both per se and in comparisons to simpler models

crises and exchange rate regimes time to break down the bipolar view we revisit the link between crises and exchange rate regimes err using a panel of 90 developed and developing countries over the period 1980 2009 we find that corner err are not more prone to crises compared to intermediate err this finding holds for different types of crises banking currency and debt and is robust to a wide set of alternative specifications consequently we clearly break down the traditional bipolar view countries that aim at preventing crisis episodes should focus less on the choice of the err and instead implement sound structural macroeconomic policies

a new index of financial conditions we use factor augmented vector autoregressive models with time varying coefficients and stochastic volatility to construct a financial conditions index that can accurately track expectations about growth in key us macroeconomic variables time variation in the models parameters allows for the weights attached to each financial variable in the index to evolve over time furthermore we develop methods for dynamic model averaging or selection which allow the financial variables entering into the financial conditions index to change over time we discuss why such extensions of the existing literature are important and show them to be so in an empirical application involving a wide range of financial variables

capital markets and the exchange rate with special reference to the dollarization debate in latin america the paper reviews the main challenges faced by policymakers in emerging market economies em in light of recent financial crises and taking into account salient factors like the existence of partial dollarization imperfect credibility weak financial systems and contagion the standard theory of optimal currency areas is discussed and criticized for omitting the above factors when these factors are taken into account an extreme foreign exchange regime like dollarization is shown to become much more attractive the paper discusses the pros and cons of dollarization and among other things shows that the lack of a lender of last resort is not necessarily a major drawback in em the paper also discusses inflation targeting it in a formal model it is shown that it could be subject to credibility problems similar to those found in exchange rate based stabilization programs

the exchange rate regime and the currency composition of corporate debt the mexican experience abstract this paper analyzes the effect that the change from a fixed to a floating exchange rate regime that took place in mexico in december 1994 had on the currency composition of corporate debt in particular the paper asks whether a fixed exchange rate regime biases corporate borrowing towards foreign currency due to an implicit exchange rate guarantee given by the government therefore under a predetermined regime firms will not fully internalize their exchange rate risk and will be more likely to engage in balance sheet mismatches than under a floating regime we study the main determinants of foreign currency borrowing of those firms listed in the mexican stock exchange from 1992 to 2000 to test whether balance sheet currency mismatches fell after the adoption of the floating exchange rate regime the results found support the view that the floating exchange rate regime has been useful in reducing exchange rate exposure

modelling industrial energy demand in saudi arabia abstract between 1986 and 2016 industrial energy consumption in saudi arabia increased by tenfold making it one of the largest end use sectors in the kingdom despite its importance there appear to be no published econometric studies on aggregate industrial energy demand in saudi arabia we model aggregate industrial energy demand in saudi arabia using harvey s 1989 structural time series model showing that it is both price and income inelastic with estimated long run elasticities of 0 34 and 0 60 respectively the estimated underlying energy demand trend suggests improvements in energy efficiency starting from 2010 applying decomposition analysis to the estimated econometric equation highlights the prominent roles of the activity effect the growth in industrial value added and the structure effect the shift towards energy intensive production in driving industrial energy demand growth moreover the decomposition shows how exogenous factors such as energy efficiency helped mitigate some of that growth delivering cumulative savings of 6 8 million tonnes of oil equivalent mtoe between 2010 and 2016 saudi arabia implemented a broad energy price reform program in 2016 which raised electricity fuel and water prices for households and industry the decomposition results reveal that holding all else constant higher industrial energy prices in 2016 reduced the sector s energy consumption by 6 9 a decrease of around 3 0 mtoe saudi policymakers could therefore build on the current policy of energy price reform and energy efficiency standards to mitigate the rate of growth of industrial energy consumption increase economic efficiency and maintain industrial sector competitiveness

household and industrial electricity demand in europe abstract this paper examines the electricity demand and its determinants in 29 european countries during the liberalization of the electricity market based on panel data for these countries for the years 1995 2015 and using a dynamic partial adjustment model price elasticities are estimated for both residential and industrial electricity demand these elasticities and effects of other variables on electricity consumption are estimated using both gmm generalized method of moments and ml maximum likelihood approaches it is found that the price elasticities are very small especially in the short run while the income elasticities are relatively large especially for households and in the long run

the dynamics of electricity demand in pakistan a panel cointegration analysis abstract this paper examines the dynamics of electricity demand in pakistan at the aggregate and sectoral levels over the period 1978 2012 panel cointegration test and fully modified ordinary least squares method is employed to determine the long run relationship between electricity consumption real income real price of electricity and domestic price of non energy products the results reveal that electricity demand is more responsive to changes in income than changes in prices at the aggregate and disaggregate levels short run and long run income elasticities are positive and statistically significant supporting the conservation hypothesis it appears from the results that long run price elasticities are negative and significant at the aggregate level and for the agriculture commercial residential sectors and public utilities the short run price elasticities are significant but low in magnitude which implies that changes in electricity price exert minimal effect on the electricity consumption in pakistan the domestic price of non energy products is positive and significant for aggregate sample in the short run the domestic price of non energy products exert significant negative positive impact on electricity demand in the agriculture industrial sectors the results thus provide important information to the agents operating in the electricity market regarding the income and pricing policies and helps in planning the future strategy of electricity demand management

the role of no arbitrage on forecasting lessons from a parametric term structure model abstract parametric term structure models have been successfully applied to numerous problems in fixed income markets including pricing hedging managing risk as well as to the study of monetary policy implications in turn dynamic term structure models equipped with stronger economic structure have been mainly adopted to price derivatives and explain empirical stylized facts in this paper we combine flavors of those two classes of models to test whether no arbitrage affects forecasting we construct cross sectional allowing arbitrages and arbitrage free versions of a parametric polynomial model to analyze how well they predict out of sample interest rates based on us treasury yield data we find that no arbitrage restrictions significantly improve forecasts arbitrage free versions achieve overall smaller biases and root mean square errors for most maturities and forecasting horizons furthermore a decomposition of forecasts into forward rates and holding return premia indicates that the superior performance of no arbitrage versions is due to a better identification of bond risk premium

anchoring inflation expectations in the face of oil shocks in the proximity of zlb a tale of two targeters this paper applies a n ardl framework to two longstanding inflation targeting policy regimes in order to assess the relation between oil prices dynamics and inflation expectations and the further consequences created by a proximal zlb situation the application is based on data from january 1994 to june 2018 for new zealand and the uk we focus on oil price shocks as a variable of interest and this was found to have an asymmetric effect on inflation expectations one further key finding is that the real effective exchange rate has significant impacts on inflation expectations and this is indicative of an exchange rate pass through to inflation via an inflation expectations channel in general we find that inflation exchange rate money supply output growth unemployment and fiscal deficit surplus have significant implications for inflation expectations inflation expectations are also influenced by their past behaviour indicating adaptive inflation expectations this study contributes to the debate on the inflation targeting at zlb

international financial crises causes prevention and cures dale jorgenson has bestowed a great honor and no small challenge by inviting me to give this lecture a great honor because of the distinguished list of economists who have preceded me a challenge because of the standard they have set and because there is no greater challenge for any economist than providing a coherent account of significant events to his scientific peers i am sometimes asked by friends about the differences between academic life and life as a public official there are many two stand out first as an academic the gravest sin one can commit is to sign one s name to something one did not write as a public official it is a mark of effectiveness to do so as often as possible second as an academic if a problem is too hard and does not admit of a satisfactory solution there is an obvious response work on a different problem that is not a luxury that one has in government i have been reminded of this often in recent years as we have grappled with financial crises in a number of what had previously been considered emerging markets with unrestrained futures anyone who doubts the social importance of what economists do should consider the debates surrounding these crises hundreds of millions of people who expected rapidly rising standards of living have seen their living standards fall hundreds of thousands if not millions of children have been forced to drop out of school and go to work hundreds of billions of dollars of apparent wealth has been lost the stability of large nations as nations has been called into question and the united states has made its largest nonmilitary foreign policyrelated financial commitments since the marshall plan almost all the issues involved in understanding preventing and mitigating these crises are the stuff of economics courses and research fixed versus flexible exchange rates moral hazard and multiple equilibria speculation and liquidity fiscal and monetary policies regulation and competition what economists think say and do has profound implications for the lives of literally billions of their fellow citizens whether it is discussing the role of derivatives in signaling exchange rate commitments with chinese premier zhu rongji or discussing an nber working paper on inflation targeting with the brazilian central bank governor arminio fraga or discussing alternative approaches to bankruptcy law with indonesia s economic team or optimal debt durations with the mexican authorities i am consistently struck by the impact of the kind of research discussed at the aea meetings the future well being of the world s people in large part will depend on how the ongoing process of global integration works out this is a strong statement but one that is supported by the global economy s post world war i failure and its post world war ii success central to global integration is financial integration the flow of funds and of capital across international borders and as the events of the late 1920 s and early 1930 s remind us central to global disintegration can be international financial breakdowns today i want to reflect on the issue of global financial integration in light of the dramatic and largely unpredicted events of recent years it is perhaps a good time for reflection there has been enough repair that priority can shift from u s department of the treasury 1500 pennsylvania avenue washington dc 20005 this lecture reflects many things i have learned from experiences i have shared with colleagues in the united states government and governments around the world i thank brad delong marty feldstein stephanie flanders ken rogoff andrei shleifer and ted truman for useful comments and suggestions i am especially grateful to nouriel roubini and stephanie flanders for valuable discussions and assistance in the preparation of this lecture the usual disclaimer applies

electricity demand analysis using cointegration and arima modelling a case study of turkey in the early 2000s the republic of turkey has initiated an ambitious reform program in her electricity market which requires privatization liberalization as well as a radical restructuring the most controversial reason behind or justification for recent reforms has been the rapid electricity demand growth that is to say the whole reform process has been a part of the endeavors to avoid the so called energy crisis using cointegration analysis and autoregressive integrated moving average arima modelling the present article focuses on this issue by both providing an electricity demand estimation and forecast and comparing the results with official projections the study concludes first that consumers respond to price and income changes is quite limited and therefore there is a need for economic regulation in turkish electricity market and second that the current official electricity demand projections highly overestimate the electricity demand which may endanger the development of both a coherent energy policy in general and a healthy electricity market in particular

how effective are capital controls a number of authors have recently argued that in order to avoid financial instability emerging countries should rely on capital controls two type of controls have been considered controls on capital outflows and controls on capital inflows in this paper i review the historical evidence on the effectiveness of these two type of controls i argue that controls on outflows have been ineffective they are circumvented and breed corruption i also analyze chile s recent experience with controls on inflows and i argue that their effectiveness has been exaggerated

monetary convergence of the eu accession countries to the eurozone a theoretical framework and policy implications abstract a flexible approach to direct inflation targeting offers the european union accession countries a viable monetary policy choice that is believed to facilitate both the economic transition and the monetary convergence to the eurozone following this assumption a model investigating the nexus between inflation and selected monetary variables in three eu accession countries the czech republic poland and hungary is advanced the empirical analysis is aimed at explaining the sensitivity of the cpi based inflation path in these countries to backward as well as forward looking expectations nominal exchange rate fluctuations the eurozone inflation impulses and output changes the analysis implies that the monetary convergence begins with flexible inflation targeting and concludes with a full fledged euroization

multivariate density forecast evaluation and calibration in financial risk management high frequency returns on foreign exchange we provide a framework for evaluating and improving multivariate density forecasts among other things the multivariate framework lets us evaluate the adequacy of density forecasts involving cross variable interactions such as time varying conditional correlations we also provide conditions under which a technique of density forecast calibration can be used to improve deficient density forecasts and we show how the calibration method can be used to generate good density forecasts from econometric models even when the conditional density is unknown finally motivated by recent advances in financial risk management we provide a detailed application to multivariate high frequency exchange rate density forecasts

inflation targeting does not matter another look at oecd sacrifice ratios recently in this journal goncalves and carvalho 2009 concluded that inflation targeters were able to bring inflation down at less cost than nontargeters p 242 this comment shows that their conclusion is not robust but instead is the result of comparing a particular subset of inflation targeting it disinflations with nonsimultaneous disinflations that occurred under very different macroeconomic conditions in their sample simple extensions such as justifiably varying the treatment group of it disinflations to control for common time varying effects or to control for the maastricht treaty effects suggest that it does not matter

inflation output variance trade offs and optimal monetary policy the author estimates the inflation output gap variance trade off faced by monetary policymakers in the united states for policymakers who care about deviations of inflation around target and output around potential the estimated trade off represents the optimal policy frontier given the structure of the economy policymakers can do no better than to attain weighted variances of inflation and output that lie on the frontier the author finds that the variance trade off becomes quite severe when the standard deviation of inflation or output drops much below 2 percent this suggests that approximately balanced responses to policy goals are consistent with reasonable preferences over inflation and output variability copyright 1997 by ohio state university press

monetary policy and inflation expectations in latin america long run effects and volatility spillovers this paper uses multiple cointegration analysis to estimate simultaneously a monetary reaction function and the determinants of expected inflation for brazil chile colombia and mexico in addition m garch modeling is used to test for the presence of volatility spillovers between the monetary stance and inflation expectations the analysis shows that there are long term relationships between the interest rate expected inflation and the inflation target and that greater volatility in the monetary stance increases the volatility of expected inflation in brazil colombia and mexico

electricity demand analysis and forecasting a panel cointegration approach abstract this article analyzes the demand for electricity and provides out of sample forecasting at the sectoral level using a panel cointegration approach the econometric model permits cross sectional heterogeneity within a dynamic framework that incorporates information on relevant income and prices of domestic and foreign goods both the short run dynamics and the long run slope coefficients are allowed to vary across cross sections also the testing for unit roots and cointegration in panels allows for heterogeneous fixed effects and deterministic trends using egyptian data it is shown that the empirical model produces reliable ex post forecasts near the end of the full sample period these pseudo forecasts are representative of what one would expect if the forecasting relationship is stationary the long run parameter estimates are then used to conduct ex ante forecasting under plausible assumptions for policy making

measures of per capita hours and their implications for the technology hours debate structural vector autoregressions give conflicting results on the effects of technology shocks on hours the results depend crucially on the assumed data generating process for hours per capita we show that the standard measure of hours per capita and productivity have significant low frequency movements that are the source of the conflicting results hodrick prescott hp filtered hours per capita produce results consistent with those obtained when hours are assumed to have a unit root we show that important sources of the low frequency movements in the standard measure are sectoral shifts in hours and the changing age composition of the working age population when we control for these low frequency components to determine the effect of technology shocks on hours using long run restrictions we get one consistent answer hours decline in the short run in response to a positive technology shock we further extend the analysis by examining the effects of demographic controls on the impulse responses to investment specific technology shocks our results are less conclusive

prediction with misspecified models many decision makers in the public and private sectors routinely consult the implications of formal economic and statistical models in their work especially in large organizations and for important decisions there are often competing models of course no model under consider ation is a literal representation of reality for the purposes at hand more succinctly no model is true and different models focus on different aspects of the relevant environment this fact can often be supported by formal econometric tests concluding that the models at hand are indeed misspecified in various dimensions there are well developed practical bayesian procedures with solid theoretical foundations for combining competing models in decisionmaking geweke 2005 section 1 5 but these procedures all condition on one of the models under consideration being true non bayesian model selection procedures may be less formal but proceed under the same maintained hypothesis this leads to the common situation in which decision makers are left to balance informally the various predictions and decisions that are formal consequences of competing economic and statistical models in this circumstance serious attention is typically granted to the implications of models to which formal econometric procedures assign very little credence the approach taken here draws on a literature long established in statistics and recently emerging in econometrics that dispenses with the condition that one of the models under consider ation is true in its place it substitutes a log scor

anchors away the cost and benefits of brazil s devaluation abstract this paper analyzes the impact of brazil s devaluation in 1999 this event represents an abandonment of the exchange rate anchor which had been used as a stabilization plan since the introduction of the real plan in 1994 the reasons behind the abandonment of the exchange rate anchor are determined as well as the explanation for its benign impact

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

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

short and long run elasticities in us residential electricity demand a co integration approach abstract co integration techniques show promise in the analysis of short and long run effects of economic variables on energy use we use these techniques to develop an error correction model of annual us residential electricity demand we construct equipment stock indices and estimate the model for 1949 1993 our analysis suggests a structural shift in consumption during the 1960s we discuss reasons for this shift report the short and long run elasticities provide forecasts for 1994 1995 and compare the model s forecasts with other published forecasts

supplanting the minnesota prior forecasting macroeconomic time series using real business cycle model priors abstract although general equilibrium models are in wide use in the theoretical macroeconomic literature their empirical relevance is uncertain we develop procedures for using dynamic general equilibrium models to aid in analyzing the observed time series relationships among macroeconomic variables our strategy is based on that developed by doan litterman and sims 1984 who constructed a procedure for improving time series forecasts by shrinking vector autoregression coefficient estimates toward a prior view that vector time series are well described as collections of independent random walks in our case the prior is derived from a fully specified general equilibrium model we demonstrate that like the atheoretical random walk priors real business cycle model priors can aid in forecasting

electricity consumption growth nexus evidence from panel data for transition countries abstract this paper investigates the long run relationship and causality issues between electricity consumption and economic growth in 15 transition countries albania belarus bulgaria czech republic estonia latvia lithuania macedonia moldova poland romania russian federation serbia slovak republic and ukraine by using the pedroni panel cointegration method for the 1990 2006 period results suggest that the pedroni panel cointegration tests do not confirm a long term equilibrium relationship between electricity consumption per capita and real gdp per capita moreover since no cointegration was found error correction mechanisms plus causality tests cannot be run for further steps in the long term to investigate the causality between electricity consumption and economic growth overall it can be said that the electricity consumption related policies have no effect or relation on the level of real output in the long run for these countries as a conclusion the literature has conflicting results and there is no consensus either on the existence or the direction of causality between electricity consumption and economic growth thus the findings of this study have important policy implications and it shows that this issue still deserves further attention in future research

federal reserve information and the behavior of interest rates this paper tests for the existence of asymmetric information between the federal reserve and the public by examining federal reserve and commercial inflation forecasts it demonstrates that the federal reserve has considerable information about inflation beyond what is known to commercial forecasters it also shows that monetary policy actions provide signals of the federal reserve s information and that commercial forecasters modify their forecasts in response to those signals these findings may explain why long term interest rates typically rise in response to shifts to tighter monetary policy jel e52 e43 d82 asymmetric information between the federal reserve and the public is a phenomenon that is often posited but rarely tested numerous models of central bank behavior for example show that the existence of asymmetric information has important implications for the effectiveness of policy and the consequences of dynamic inconsistency yet there

the effects of conventional and unconventional monetary policy on forecasting the yield curve abstract we investigate how conventional and unconventional monetary policies affect the dynamics of the yield curve by assessing the performance of individual yield curve models and their mixtures out of sample forecasts for u s bond yields show that the arbitrage free nelson siegel model and its mixtures with other models perform well in the period of conventional monetary policy whereas the random walk model outperforms all the other models in the period of unconventional monetary policy the diminished role of the no arbitrage restriction in forecasting the yield curve since 2009 can be attributed to unconventional monetary policy which resulted in low correlations between short and long term bond yields and little variation in the short term rates during the period of the maturity extension program in 2011 2012 the superiority of the random walk forecasts is more pronounced reinforcing our finding that the monetary policy framework affects yield curve forecast accuracy

evaluating point and density forecasts of dsge models this paper investigates the accuracy of point and density forecasts of four dsge models for inflation output growth and the federal funds rate model parameters are estimated and forecasts are derived successively from historical u s data vintages synchronized with the fed s greenbook projections point forecasts of some models are of similar accuracy as the forecasts of nonstructural large dataset methods despite their common underlying new keynesian modeling philosophy forecasts of different dsge models turn out to be quite distinct weighted forecasts are more precise than forecasts from individual models the accuracy of a simple average of dsge model forecasts is comparable to greenbook projections for medium term horizons comparing density forecasts of dsge models with the actual distribution of observations shows that the models overestimate uncertainty around point forecasts

incentives work getting teachers to come to school we use a randomized experiment and a structural model to test whether monitoring and financial incentives can reduce teacher absence and increase learning in india in treatment schools teachers attendance was monitored daily using cameras and their salaries were made a nonlinear function of attendance teacher absenteeism in the treatment group fell by 21 percentage points relative to the control group and the children s test scores increased by 0 17 standard deviations we estimate a structural dynamic labor supply model and find that teachers respond strongly to financial incentives our model is used to compute cost minimizing compensation policies jel i21 j31 j45 o15

what does monetary policy do to long term interest rates at the zero lower bound this article uses a structural var with daily data to identify the effects of monetary policy shocks on various longer term interest rates since the federal funds rate has been stuck at the zero lower bound the var is identified using the assumption that monetary policy shocks are heteroskedastic monetary policy shocks have especially high variance on days of fomc meetings and certain speeches while there is otherwise nothing unusual about these days a complementary high frequency event study approach is also used i find that stimulative monetary policy shocks lower treasury and corporate bond yields but the effects die off fairly fast

monetary policy and macroeconomic stability in latin america the cases of brazil chile colombia and mexico abstract in 1999 new monetary policy regimes were adopted in brazil chile colombia and mexico combining inflation targeting with floating exchange rates these regime changes have been accompanied by lower volatility in the monetary stance in brazil colombia and mexico despite higher inflation volatility in brazil and colombia this paper estimates a conventional new keynesian model for these four countries and shows that i the post 1999 regime has been associated with greater responsiveness by the monetary authority to changes in expected inflation in brazil and chile while in colombia and mexico monetary policy has become less counter cyclical ii lower interest rate volatility in the post 1999 period owes more to a benign economic environment than to a change in the policy setting and iii the change in the monetary regime has not yet resulted in a reduction in output volatility in these countries

electricity consumption in g7 countries a panel cointegration analysis of residential demand elasticities this article applies recently developed panel unit root and panel cointegration techniques to estimate the long run and short run income and price elasticities for residential demand for electricity in g7 countries the panel results indicate that in the long run residential demand for electricity is price elastic and income inelastic the study concludes that from an environmental perspective there is potential to use pricing policies in the g7 countries to curtail residential electricity demand and thus curb carbon emissions in the long run

distinguished lecture on economics in government exchange rate regimes is the bipolar view correct the choice of appropriate exchange rate regime which for economies with access to international capital markets increasingly means a move away from the middle ground of pegged but adjustable fixed exchange rates towards the two corner regimes of either flexible exchange rates or a fixed exchange rate supported if necessary by a commitment to give up altogether an independent monetary policy lawrence h summers 2000 p 8

modelling and forecasting the demand for natural gas in pakistan abstract this study examines both the short and long term dynamics of natural gas consumption in pakistan through an econometric model sector specific income price and cross price elasticities of natural gas demand are estimated over the period 1978 2011 the estimated income elasticities indicate that real gdp per capita exerts a larger impact on gas consumption as compared to its price the price and cross price elasticities are relatively low indicating consumers indifference in pakistan towards price escalation they neither decrease gas consumption nor try to explore less expensive substitutes for natural gas a validation of the estimated demand equations is performed showing high degree of accuracy through tracking the historical data in order to determine the future outlook of natural gas demand sectoral equations are simulated as baseline both moderate and extreme demand scenarios are projected for the period 2012 2020 ex post simulation resulting through baseline scenario suggests that the power sector is more likely to occupy top position in terms of natural gas consumption it is expected that the natural gas consumption would reach 734 062 mmcft by 2020 followed by the transport sector 238 943 mmcft industrial sector 541 869 mmcft residential sector 304 821 mmcft and the commercial sector 72 784 mmcft furthermore simulation results based on moderate and extreme scenarios reveal that a deliberate increase in natural gas prices reduces per capita natural gas consumption significantly over the forecast time horizon 2012 2020 the findings of this study have significant implications with respect to energy conservation and economic development particularly price and income elasticities have practical relevance for appropriate pricing and income policies additionally forecast results can provide useful support for designing an appropriate infrastructure and investment plan with reference to gas market in future

evaluating density forecasts with applications to financial risk management density forecasting is increasingly more important and commonplace for example in financial risk management yet little attention has been given to the evaluation of density forecasts the authors develop a simple and operational framework for density forecast evaluation they illustrate the framework with a detailed application to density forecasting of asset returns in environments with time varying volatility finally the authors discuss several extensions copyright 1998 by economics department of the university of pennsylvania and the osaka university institute of social and economic research association

monetary policy trade offs and the correlation between nominal interest rates and real output the authors present a structural model of the u s economy that combines their price contracting specification with a term structure relationship an aggregate demand curve and a monetary policy reaction function the model matches important features of postwar data well and provides a structural explanation of the correlation between real output and the short term nominal rate of interest the authors perform a battery of monetary policy experiments that show that as viewed through the lens of this model monetary policy has struck a good balance recently among competing monetary policy objectives copyright 1995 by american economic association

identifying monetary policy in a small open economy under flexible exchange rates abstract previous empirical study on the effects of monetary policy shocks in small open economies has generated puzzling dynamic responses in various macroeconomic variables this paper argues that these puzzles derive from an identification of monetary policy that is inappropriate for such economies to remedy this it is proposed that a structural model be estimated to explicitly account for the features of the small open economy such a model is applied to canada with tightly estimated results overall the dynamic responses to the identified monetary policy shock are consistent with standard theory and highlight the exchange rate as a transmission mechanism

combining var and dsge forecast densities a popular macroeconomic forecasting strategy utilizes many models to hedge against instabilities of unknown timing see among others stock and watson 2004 clark and mccracken 2010 and jore et al 2010 existing studies of this forecasting strategy exclude dynamic stochastic general equilibrium dsge models despite the widespread use of these models by monetary policymakers in this paper we use the linear opinion pool to combine inflation forecast densities from many vector autoregressions vars and a policymaking dsge model the dsge receives a substantial weight in the pool at short horizons provided the var components exclude structural breaks in this case the inflation forecast densities exhibit calibration failure allowing for structural breaks in the vars reduces the weight on the dsge considerably but produces well calibrated forecast densities for inflation

sticky price and limited participation models of money a comparison abstract we provide new evidence that models of the monetary transmission mechanism should be consistent with at least the following facts after a contractionary monetary policy shock the aggregate price level responds very little aggregate output falls interest rates initially rise real wages decline by a modest amount and profits fall we compare the ability of sticky price and limited participation models with frictionless labor markets to account for these facts the key failing of the sticky price model lies in its counterfactual implications for profits the limited participation model can account for all the above facts but only if one is willing to assume a high labor supply elasticity 2 percent and a high markup 40 percent the shortcomings of both models reflect the absence of labor market frictions such as wage contracts or factor hoarding which dampen movements in the marginal cost of production after a monetary policy shock 1997 elsevier science b v

on the credibility of inflation targeting regimes in latin america inflation targeting has been adopted in a set of emerging economies including eight countries in latin america the success of this regime may depend critically on the credibility of the target and the expectation that the authorities will take appropriate actions if the target is breached this paper exploits a database of inflation expectations and attempts to measure whether for a set of inflation targeters in latin america expectations are well anchored a tighter anchoring of expectations is interpreted as a gain in credibility also considered are the effects on the credibility of the regime if the inflation target is breached the results indicate that while inflation expectations have not been fully anchored over the whole sample period credibility has risen but at the same time the cost of breaching the target has grown

electricity demand and conservation potential in the chinese nonmetallic mineral products industry newhuadu business school research fund ministry of education foundation 10jzd0018 10jbg013 china sustainable energy program g 1103 13921 national social science foundation 09zd050

short rate nonlinearities and regime switches abstract using non parametric estimation methods various authors have shown distinct non linearities in the drift and volatility function of the us short rate which are inconsistent with standard affine term structure models we document how a regime switching model with state dependent transition probabilities between regimes can replicate the patterns found by the non parametric studies to do so we use data from the uk and germany in addition to us data and include term spreads in some of our models we also examine the drift and volatility function of the term spread

monetary policy surprises and interest rates evidence from the fed funds futures market abstract this paper estimates the impact of monetary policy actions on bill note and bond yields using data from the futures market for federal funds to separate changes in the target funds rate into anticipated and unanticipated components interest rates response to anticipated target rate changes is small while their response to unanticipated changes is large and highly significant these responses are generally consistent with the expectations hypothesis of the term structure surprise target rate changes have little effect on expectations of future actions however which helps to explain the lack of empirical support for the expectations hypothesis at the short end of the yield curve

targeting the real exchange rate theory and evidence abstract this paper presents a theoretical and empirical analysis of policies aimed at setting a more depreciated level of the real exchange rate an intertemporal optimizing model suggests that in the absence of changes in fiscal policy a more depreciated level of the real exchange rate can only be attained temporarily this can be achieved by means of higher inflation and or higher real interest rates depending on the degree of capital mobility evidence for brazil chile and colombia supports the model s prediction that undervalued real exchange rates are associated with higher inflation

on the use of holdout samples for model selection researchers often hold out data from the estimation of econometric models to use for external validation however the use of holdout samples is suboptimal from a bayesian perspective which prescribes using the entire sample to form posterior model weights this paper examines a possible rationale for the use of holdout samples data inspired modifications of structural models are likely to lead to an exaggeration of model fit the use of holdout samples can in principle set an incentive for the modeler not to exaggerate model fit

regime shifts in a dynamic term structure model of u s treasury bond yields this article develops and empirically implements an arbitrage free dynamic term structure model with priced factor and regime shift risks the risk factors are assumed to follow a discrete time gaussian process and regime shifts are governed by a discrete time markov process with state dependent transition probabilities this model gives closed form solutions for zero coupon bond prices an analytic representation of the likelihood function for bond yields and a natural decomposition of expected excess returns to components corresponding to regime shift and factor risks using monthly data on u s treasury zero coupon bond yields we show a critical role of priced state dependent regime shift risks in capturing the time variations in expected excess returns and document notable differences in the behaviors of the factor risk component of the expected returns across high and low volatility regimes additionally the state dependence of the regime switching probabilities is shown to capture an interesting asymmetry in the cyclical behavior of interest rates the shapes of the term structure of volatility of bond yield changes are also very different across regimes with the well known hump being largely a low volatility regime phenomenon jel g12 this article develops and empirically implements an arbitrage free dynamic term structure model dtsm with priced factor and regimeshift risks the risk factors are assumed to follow a discrete time gaussian process and regime shifts are governed by a discrete time markov process with state dependent transition probabilities agents are assumed to know both the current state of the economy and the regime they are currently in this leads to regime dependent risk neutral pricing and an equilibrium term structure that reflects the risks of both changes in the state and shifts in regimes

inflation targeting in brazil chile and mexico performance credibility and the exchange rate inflation targeting it has been adopted by a growing number of countries and latin america has been part of this world trend this paper reviews the recent it experiences of brazil chile and mexico applying a common empirical framework to the three country cases inflation performance under it and its associated output costs are reported and compared favorably to a control group of other countries the paper analyzes ways by which it has contributed to strengthen credibility the effect of targets on inflation expectations and on actual inflation the low influence of inflation shocks on core inflation and the decline in inflation forecast errors do the three inflation targeters exhibit fear of floating no considering their relatively large exchange rate volatility and moderate international reserve holdings no considering strongly declining inflation to devaluation passthrough coefficients and little evidence for monetary policy reaction to exchange rate shocks yes considering the frequency and intensity of sterilized exchange interventions in comparison to other inflation targeters that float more cleanly

assessing the impact of a school subsidy program in mexico using a social experiment to validate a dynamic behavioral model of child schooling and fertility this paper uses data from a randomized social experiment in mexico to estimate and validate a dynamic behavioral model of parental decisions about fertility and child schooling to evaluate the effects of the progresa school subsidy program and to perform a variety of counterfactual experiments of policy alternatives our method of validation estimates the model without using post program data and then compares the model s predictions about program impacts to the experimental impact estimates the results show that the model s predicted program impacts track the experimental results our analysis of counterfactual policies reveals an alternative subsidy schedule that would induce a greater impact on average school attainment at similar cost to the existing program

a comparison of forecast performance between federal reserve staff forecasts simple reduced form models and a dsge model this paper considers the forecast performance of the federal reserve staff five atheoretical reduced form models and an estimated dynamic stochastic general equilibrium dsge model focusing on the late 1990s through 2001 our analysis finds that the dsge model and atheoretical models forecast real gdp growth better than the federal reserve staff during this period by an economically significant margin we find smaller differences across each method in the quality of inflation forecasts over this period these results provide some support to the notion that richly specified dsge models such the one used in this paper belong in the forecasting toolbox of a central bank rochelle m edge rochelle m edge frb gov michael t kiley michael t kiley frb gov and jeanphilippe laforte jean philippe laforte frb gov are affiliated with the macroeconomic and quantitative studies section at the board of governors of the federal reserve system this paper represents ongoing work in the section on developing dge models that can be useful for policy analysis nevertheless any views expressed in this paper remain solely those of the authors and do not necessarily reflect those of the board of governors of the federal reserve system or it staff all errors are our own

monetary policy in a data rich environment abstract most empirical analyses of monetary policy have been confined to frameworks in which the federal reserve is implicitly assumed to exploit only a limited amount of information despite the fact that the fed actively monitors literally thousands of economic time series this article explores the feasibility of incorporating richer information sets into the analysis both positive and normative of fed policymaking we employ a factor model approach developed by stock j h watson m w diffusion indices journal of business economic statistics 2002 20 2 147 forecasting inflation 1999 journal of monetary economics 44 2 293 that permits the systematic information in large data sets to be summarized by relatively few estimated factors with this framework we reconfirm stock and watson s result that the use of large data sets can improve forecast accuracy and we show that this result does not seem to depend on the use of finally revised as opposed to real time data we estimate policy reaction functions for the fed that take into account its data rich environment and provide a test of the hypothesis that fed actions are explained solely by its forecasts of inflation and real activity finally we explore the possibility of developing an expert system that could aggregate diverse information and provide benchmark policy settings

argentina s currency board collapse weak policy or bad luck two basic views can be discerned in post mortems of argentina s currency board 1 that weak fiscal policy was fundamentally to blame and 2 that the peso had become too severely overvalued for the peg to survive this paper evaluates the evidence for these rival interpretations the real effective exchange rate index did not indicate massive overvaluation but this index does not capture the effects on the equilibrium rate of the sudden stop in capital flows to emerging markets after 1998 it also understates the amount of adjustment required for argentina to reach the equilibrium rate because neighbour countries dollar exchange rates were held up by argentina s overvaluation as is indicated by their depreciation in 2002 argentina was particularly vulnerable to the sudden stop because of the extreme volatility of its portfolio inflows fiscal policy simulations suggest that even with a substantially improved primary balance from 1994 onwards loss of investor confidence would still have triggered unsustainable debt dynamics once the recession began to bite after 1998 the stagnation of output and prices in argentina created a yawning gap between the interest rate on debt and the rate of growth of nominal gdp had the currency been floated in say 1995 the real devaluation of the peso would still have pushed up the debt gdp ratio but higher output would have left greater scope for addressing this by running a sizeable primary surplus moreover the more gradual depreciation under floating might have allowed the economy to adjust to higher debt service payments without resort to default the imf has criticised itself for not pressing for tighter fiscal policy in the 1990s a more fundamental criticism would be that it was seduced by the bipolar model into complacency about adjustment to real shocks and forgetting the teachings of optimum currency area theory

a new normal for interest rates evidence from inflation indexed debt the downtrend in u s interest rates over the past two decades may partly reflect a decline in the longer run equilibrium real rate of interest we examine this issue using dynamic term structure m

currency boards more than a quick fix currency boards more than a quick fix once a popular colonial monetary arrangement currency boards fell into disuse as countries gained political independence but recently currency boards have made a remarkable come back this essay takes a critical look at their performance are currency boards really a panacea for achieving low inflation and high growth or do they merely provide a quick fix allowing authorities to neglect fundamental reforms and thus fail to yield lasting benefits we have three major findings first the historical track record of currency boards is sterling with few instances of speculative attacks and virtually no involuntary exits countries that did exit from currency boards did so mainly for political rather than economic reasons and such exits were usually uneventful second modern currency boards have often been instituted to gain credibility following a period of high or hyperinflation and in this regard have been remarkably successful countries with currency boards experienced lower inflation and higher if more volatile gdp growth compared to both floating regimes and simple pegs the inflation difference reflects both a lower growth rate of money supply a discipline effect and a faster growth of money demand a credibility effect the gdp growth effect is significant but may simply reflect a rebound from depressed levels third case studies reveal the successful introduction of a currency board to be far from trivial requiring lengthy legal and institutional changes as well as a broad economic and social consensus for the implied commitment moreover there are thorny issues as yet untested regarding possible exits from a currency board thus currency boards do not provide easy solutions but if introduced in the right circumstances with some built in flexibility they can be an important tool for gaining credibility and achieving macroeconomic stabilization atish r ghosh anne marie and holger c wolf

estimating and forecasting the yield curve using a markov switching dynamic nelson and siegel model we estimate versions of the nelson siegel model of the yield curve of u s government bonds using a markov switching latent variable model that allows for discrete changes in the stochastic process followed by the interest rates our modeling approach is motivated by evidence suggesting the existence of breaks in the behavior of the u s yield curve that depend for example on whether the economy is in a recession or a boom or on the stance of monetary policy our model is parsimonious relatively easy to estimate and exible enough to match the changing shapes of the yield curve over time we also derive the discrete time non arbitrage restrictions for the markov switching model we compare the forecasting performance of these models with that of the standard dynamic nelson and siegel model and an extension that allows the decay rate parameter to be time varying we show that some parameterizations of our model with regime shifts outperform the single regime nelson and siegel model and other standard empirical models of the yield curve

evaluating energy conservation in china s heating industry abstract energy conservation is a major strategy for china to shift to a low carbon economy and achieve sustainable development the heating industry uses coal as its main fuel source in china energy consumption of china s heating industry grew at an average annual growth rate of 7 75 over 1980 2011 we use the co integration method to explore the long run relationship between energy consumption of the heating industry and the factors including gdp urban population density central heating supply areas and fuel price the results indicate that 1 gdp growth yields 2 24 increase in energy consumption of the heating industry 1 urban population density growth and 1 central heating areas growth result in 0 56 and 0 36 decline in energy consumption of the heating industry respectively under the bau scenario energy consumption of the heating industry will be 157 11 mtce in 2020 energy conservation potential is estimated to be 22 16 mtce under the moderate scenario and 43 6 mtce under the advanced scenario moreover this paper holds the view that the central heating system can be considered as an effective heating method for cities with dense population both in the south and north at last policy recommendations for energy conservation in the heating industry are provided

priors from general equilibrium models for vars abstract this paper uses a simple new keynesian dynamic stochastic general equilibrium model as a prior for a vector autoregression shows that the resulting model is competitive with standard benchmarks in terms of forecasting and can be used for policy analysis jel classification c11 c32 c53 key words bayesian analysis dsge models forecasting vector autoregressions 1 introduction dynamic stochastic general equilibrium dsge models are popular nowadays in macroeconomics they are taught in virtually every economics ph d program and represent a predominant share of publications in the field yet when it comes to policy making these models are scarcely used at least from a quantitative point of view the main quantitative workhorse for policy making at the federal reserve system is frb us a macro econometric model built in the cowles foundation tradition a style of macroeconomics that is no longer taught in many ph d programs 1 in their decision process fed policy makers rely heavily on forecasting they want to know the expected path of inflation in the next few quarters and by how much a 50 basis point increase in the federal funds rate would affect that path frb us offers answers to these questions answers that many macroeconomists would regard with suspicion given both the lucas 1976 critique and the fact that in general the restrictions imposed by cowles foundation models are at odds with dynamic general equilibrium macroeconomics sims 1980 general equilibrium models on the other hand have a hard time providing alternative answers the fact that these models are perceived to do badly in terms of forecasting as they are scarcely parameterized is perhaps one of the reasons why they are not at the forefront of policy making while progress is being made in the development of dsge models that deliver acceptable forecasts e g smets and wouters 2003 this paper proposes an approach that combines a stylized general equilibrium model with a vector autoregression var to obtain a specification that both forecasts well and is usable for policy analysis specifically the approach involves using prior information coming from a dsge model in the estimation of a vector autoregression loosely speaking this prior can be thought of as the result of the following exercise i simulate time series data from the dsge model ii fit a var to these data in practice we replace the sample moments of the simulated data by population moments computed from the dsge model solution since the dsge model depends on unknown structural parameters we use a hierarchical prior in our analysis by placing a distribution on the dsge model parameters a tightness parameter controls the weight of the dsge model prior relative to the weight of the actual sample markov chain monte carlo methods are used to generate draws from the joint posterior distribution of the var and dsge model parameters the paper shows that the approach makes even a fairly stylized new keynesian dsge model competitive with standard benchmarks in terms of forecasting real output growth inflation and the nominal interest rate the three variables that are of most interest to policy makers 2 up to this point our procedure borrows from the work of dejong ingram and whiteman 1993 and ingram and whiteman 1994 who are the first to use priors from dsge models for vars ingram and whiteman showed that prior information from the bare bones stochastic growth model of king plosser and rebelo 1988 is helpful in forecasting real economic activity such as output consumption investment and hours worked in addition to documenting the forecasting performance of a trivariate var with a prior derived from a monetary dsge model this paper makes two contributions that significantly extend the earlier work first we show formally how posterior inference for the var parameters can be translated into posterior inference for dsge model parameters

do financial variables help forecasting inflation and real activity in the euro area abstract this paper uses a large data set consisting of 447 monthly macroeconomic time series concerning the main countries of the euro area to simulate out of sample predictions of the euro area industrial production and the harmonized inflation index and to evaluate the role of financial variables in forecasting we considered two models which allow forecasting based on large panels of time series forni et al rev econom statist 82 2000 540 mimeo 2001b and stock and watson mimeo 1999 performance of both models were compared to that of a simple univariate ar model results show that multivariate methods outperform univariate methods for forecasting inflation at one three six and twelve months and industrial production at one and three months we find that financial variables do help forecasting inflation but do not help forecasting industrial production

on the fit of new keynesian models this article provides new tools for the evaluation of dynamic stochastic general equilibrium dsge models and applies them to a large scale new keynesian model we approximate the dsge model by a vector autoregression and then systematically relax the implied cross equation restrictions and document how the model fit changes we also compare the dsge model s impulse responses to structural shocks with those obtained after relaxing its restrictions we find that the degree of misspecification in this large scale dsge model is no longer so large as to prevent its use in day to day policy analysis yet is not small enough to be ignored

measuring exchange rate misalignment in turkey we propose a new methodology to measure exchange rate misalignment for turkey which has already undergone a severe economic crisis we estimate the real exchange rate within a time varying parameter model where a return to normality assumption about the parameters are assumed contrary to common belief it is found that except the initial four months of the stabilization program the turkish lira remained structurally undervalued for most of 2000 also we observe a pattern where lira has been structurally overvalued after the crisis in 1994 until 1998 and has displayed structural undervaluation after then

inflation targeting in brazil constructing credibility under exchange rate volatility abstract this paper assesses the challenges faced by the inflation targeting regime in brazil the inflation targeting framework has played a critical role in macroeconomic stabilization we stress two important challenges construction of credibility and exchange rate volatility the estimations indicate the following results i the inflation targets have worked as an important coordinator of expectations ii the central bank has reacted strongly to inflation expectations iii there has been a reduction in the degree of inflation persistence and iv the exchange rate pass through for administered or monitored prices is two times higher than for market prices

the choice of exchange rate regime and speculative attacks we develop a framework for studying the choice of exchange rate regime in an open economy where the local currency is vulnerable to speculative attacks the optimal regime is determined by a policymaker who trades off the loss from nominal exchange rate uncertainty against the cost of maintaining a given regime this cost is affected in turn by the likelihood of a speculative attack searching for the optimal regime within the class of exchange rate bands we show that the optimal regime is either a peg a zero width band a free float an infinite width band or a non degenerate finite width band the paper shows that lower costs of moving across currencies induce policymakers to set more flexible exchange rate systems this lowers ceteris paribus the likelihood of financial crises one implication is that a tobin tax does not necessarily reduce the likelihood of currency crises the paper also investigates the effects of country size openess variability in fundamentals and reputation on the choice of exchange rate regime the role of abrupt changes in reputation in triggerering crises even with unchanged fundamentals as an alternative to sunspots is discussed and illustrated

the residential demand for electricity in australia an application of the bounds testing approach to cointegration this paper reports estimates of the long and short run elasticities of residential demand for electricity in australia using the bounds testing procedure to cointegration within an autoregressive distributive lag framework in the long run we find that income and own price are the most important determinants of residential electricity demand while temperature is significant some of the time and gas prices are insignificant our estimates of long run income elasticity and price elasticity of demand are consistent with previous studies although they are towards the lower end of existing estimates as expected the short run elasticities are much smaller than the long run elasticities and the coefficients on the error correction coefficients are small consistent with the fact that in the short run energy appliances are fixed

price and income elasticities of residential energy demand in germany we apply a quadratic expenditure system to estimate price and expenditure elasticities of residential energy demand electricity and heating in germany using official expenditure data from 1993 to 2008 we estimate an expenditure elasticity for electricity of 0 3988 and of 0 4055 for space heating the own price elasticity for electricity is 0 4310 and 0 5008 in the case of space heating disaggregation of households by expenditure and demographic composition reveals that the behavioural response to energy price changes is weaker stronger for low income top income households there are considerable economies of scale in residential energy use but scale effects are not well approximated by the new oedc equivalence scale real increases in energy prices show a regressive pattern of incidence implying that the welfare consequences of direct energy taxation are larger for low income households the application of zero elasticities in assessments of welfare consequences of energy taxation strongly underestimates potential welfare effects the increase in inequality is 22 smaller when compared to the application of rich and disaggregated behavioural response patterns as estimated in this paper