Bayesian Prior Elicitation in DSGE Models

Bayesian Prior Elicitation in DSGE Models PDF Author: Marco J. Lombardi
Publisher:
ISBN:
Category :
Languages : en
Pages : 49

Get Book Here

Book Description
Bayesian approaches to the estimation of DSGE models are becoming increasingly popular. Prior knowledge is normally formalized either directly on deep parameters' values ('microprior') or indirectly, on macroeconomic indicators, e.g. moments of observable variables ('macroprior'). We introduce a non-parametric macroprior which is elicited from impulse response functions and assess its performance in shaping posterior estimates. We find that using a macroprior can lead to substantially different posterior estimates. We probe into the details of our result, showing that model misspecification is likely to be responsible of that. In addition, we assess to what extent the use of macropriors is impaired by the need of calibrating some hyperparameters.

Bayesian Prior Elicitation in DSGE Models

Bayesian Prior Elicitation in DSGE Models PDF Author: Marco J. Lombardi
Publisher:
ISBN:
Category :
Languages : en
Pages : 49

Get Book Here

Book Description
Bayesian approaches to the estimation of DSGE models are becoming increasingly popular. Prior knowledge is normally formalized either directly on deep parameters' values ('microprior') or indirectly, on macroeconomic indicators, e.g. moments of observable variables ('macroprior'). We introduce a non-parametric macroprior which is elicited from impulse response functions and assess its performance in shaping posterior estimates. We find that using a macroprior can lead to substantially different posterior estimates. We probe into the details of our result, showing that model misspecification is likely to be responsible of that. In addition, we assess to what extent the use of macropriors is impaired by the need of calibrating some hyperparameters.

Bayesian prior elicitation in DSGE models : macro- vs micropriors

Bayesian prior elicitation in DSGE models : macro- vs micropriors PDF Author: Marco J. Lombardi
Publisher:
ISBN:
Category :
Languages : en
Pages :

Get Book Here

Book Description


System Priors

System Priors PDF Author: Michal Andrle
Publisher: International Monetary Fund
ISBN: 1475548818
Category : Business & Economics
Languages : en
Pages : 26

Get Book Here

Book Description
This paper proposes a novel way of formulating priors for estimating economic models. System priors are priors about the model's features and behavior as a system, such as the sacrifice ratio or the maximum duration of response of inflation to a particular shock, for instance. System priors represent a very transparent and economically meaningful way of formulating priors about parameters, without the unintended consequences of independent priors about individual parameters. System priors may complement or also substitute for independent marginal priors. The new philosophy of formulating priors is motivated, explained and illustrated using a structural model for monetary policy.

Bayesian Estimation of DSGE Models

Bayesian Estimation of DSGE Models PDF Author: Edward P. Herbst
Publisher: Princeton University Press
ISBN: 1400873738
Category : Business & Economics
Languages : en
Pages : 296

Get Book Here

Book Description
Dynamic stochastic general equilibrium (DSGE) models have become one of the workhorses of modern macroeconomics and are extensively used for academic research as well as forecasting and policy analysis at central banks. This book introduces readers to state-of-the-art computational techniques used in the Bayesian analysis of DSGE models. The book covers Markov chain Monte Carlo techniques for linearized DSGE models, novel sequential Monte Carlo methods that can be used for parameter inference, and the estimation of nonlinear DSGE models based on particle filter approximations of the likelihood function. The theoretical foundations of the algorithms are discussed in depth, and detailed empirical applications and numerical illustrations are provided. The book also gives invaluable advice on how to tailor these algorithms to specific applications and assess the accuracy and reliability of the computations. Bayesian Estimation of DSGE Models is essential reading for graduate students, academic researchers, and practitioners at policy institutions.

Forming Priors for DSGE Models and how it Affects the Assessment of Nominal Rigidities

Forming Priors for DSGE Models and how it Affects the Assessment of Nominal Rigidities PDF Author: Marco Del Negro
Publisher:
ISBN:
Category :
Languages : en
Pages : 37

Get Book Here

Book Description
The paper discusses prior elicitation for the parameters of dynamic stochastic general equilibrium (DSGE) models, and provides a method for constructing prior distributions for a subset of these parameters from beliefs about the moments of the endogenous variables. The empirical application studies the role of price and wage rigidities in a New Keynesian DSGE model and finds that standard macro time series cannot discriminate among theories that differ in the quantitative importance of nominal frictions.

Catching the Flu from the United States

Catching the Flu from the United States PDF Author: Filippo di Mauro
Publisher: Springer
ISBN: 0230282075
Category : Business & Economics
Languages : en
Pages : 236

Get Book Here

Book Description
Looking at historical cross-country interactions, this book examines the role of the US in the world economy. Illustrating that US shocks tend to have a global nature and that Monetary Union only partially shelters the Euro area from its external environment, the US should fully assume its responsibility, minimizing shock transmission.

Interest and Prices

Interest and Prices PDF Author: Michael Woodford
Publisher: Princeton University Press
ISBN: 1400830168
Category : Business & Economics
Languages : en
Pages : 805

Get Book Here

Book Description
With the collapse of the Bretton Woods system, any pretense of a connection of the world's currencies to any real commodity has been abandoned. Yet since the 1980s, most central banks have abandoned money-growth targets as practical guidelines for monetary policy as well. How then can pure "fiat" currencies be managed so as to create confidence in the stability of national units of account? Interest and Prices seeks to provide theoretical foundations for a rule-based approach to monetary policy suitable for a world of instant communications and ever more efficient financial markets. In such a world, effective monetary policy requires that central banks construct a conscious and articulate account of what they are doing. Michael Woodford reexamines the foundations of monetary economics, and shows how interest-rate policy can be used to achieve an inflation target in the absence of either commodity backing or control of a monetary aggregate. The book further shows how the tools of modern macroeconomic theory can be used to design an optimal inflation-targeting regime--one that balances stabilization goals with the pursuit of price stability in a way that is grounded in an explicit welfare analysis, and that takes account of the "New Classical" critique of traditional policy evaluation exercises. It thus argues that rule-based policymaking need not mean adherence to a rigid framework unrelated to stabilization objectives for the sake of credibility, while at the same time showing the advantages of rule-based over purely discretionary policymaking.

Monetary Policy, Inflation, and the Business Cycle

Monetary Policy, Inflation, and the Business Cycle PDF Author: Jordi Galí
Publisher: Princeton University Press
ISBN: 1400866278
Category : Business & Economics
Languages : en
Pages : 295

Get Book Here

Book Description
The classic introduction to the New Keynesian economic model This revised second edition of Monetary Policy, Inflation, and the Business Cycle provides a rigorous graduate-level introduction to the New Keynesian framework and its applications to monetary policy. The New Keynesian framework is the workhorse for the analysis of monetary policy and its implications for inflation, economic fluctuations, and welfare. A backbone of the new generation of medium-scale models under development at major central banks and international policy institutions, the framework provides the theoretical underpinnings for the price stability–oriented strategies adopted by most central banks in the industrialized world. Using a canonical version of the New Keynesian model as a reference, Jordi Galí explores various issues pertaining to monetary policy's design, including optimal monetary policy and the desirability of simple policy rules. He analyzes several extensions of the baseline model, allowing for cost-push shocks, nominal wage rigidities, and open economy factors. In each case, the effects on monetary policy are addressed, with emphasis on the desirability of inflation-targeting policies. New material includes the zero lower bound on nominal interest rates and an analysis of unemployment’s significance for monetary policy. The most up-to-date introduction to the New Keynesian framework available A single benchmark model used throughout New materials and exercises included An ideal resource for graduate students, researchers, and market analysts

NBER Macroeconomics Annual 2005

NBER Macroeconomics Annual 2005 PDF Author: Kenneth S. Rogoff
Publisher: MIT Press
ISBN: 0262072726
Category : Business & Economics
Languages : en
Pages : 479

Get Book Here

Book Description
The 20th NBER Macroeconomics Annual, covering questions at the cutting edge of macroeconomics that are central to current policy debates.

Towards a New Paradigm in Monetary Economics

Towards a New Paradigm in Monetary Economics PDF Author: Joseph Stiglitz
Publisher: Cambridge University Press
ISBN: 9780521008051
Category : Business & Economics
Languages : en
Pages : 356

Get Book Here

Book Description
A pioneer treatment of monetary economics written by two of world's leading authorities.