SAMBA: Stochastic Analytical Model with a Bayesian Approach

Marcos R. Castro, Solange Gouvea, A. Minella, R. Santos, Nelson F. Souza-Sobrinho
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引用次数: 94

Abstract

We develop and estimate a DSGE model for the Brazilian economy, to be used as part of the macroeconomic modeling framework at the Central Bank of Brazil. The model combines the building blocks of standard DSGE models (e.g., price and wage rigidities and adjustment costs) with the following features that better describe the Brazilian economy: (i) a fiscal authority pursuing an explicit target for the primary surplus; (ii) administered or regulated prices as part of consumer prices; (iii) external finance for imports, amplifying the effects of changes in external financial conditions on the economy; and (iv) imported goods used in the production function of differentiated goods. It also includes the presence of financially constrained households. We estimate the model with Bayesian techniques, using data starting in 1999, when inflation targeting was implemented. Model evaluation, based on impulse response functions, moment conditions, variance error decomposition and initial forecasting exercises, suggests that the model can be a useful tool for policy analysis and forecasting.
SAMBA:基于贝叶斯方法的随机分析模型
我们开发并估计了巴西经济的DSGE模型,作为巴西中央银行宏观经济建模框架的一部分。该模型结合了标准DSGE模型的基本要素(例如,价格和工资刚性以及调整成本)和以下特征,这些特征更好地描述了巴西经济:(i)财政当局追求基本盈余的明确目标;(ii)作为消费者价格一部分的管理或管制价格;(三)进口的外部融资,放大外部金融条件变化对经济的影响;(四)用于差别化商品生产函数的进口商品。它还包括经济拮据家庭的存在。我们使用贝叶斯技术估计模型,使用1999年开始的数据,当时实施了通货膨胀目标制。基于脉冲响应函数、矩条件、方差误差分解和初始预测练习的模型评估表明,该模型可以成为政策分析和预测的有用工具。
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