Can the Distributional Impacts of Macroeconomic Shocks be Predicted? A Comparison of the Performance of Macro-Micro Models with Historical Data for Brazil

What was the impact of Brazil's 1998-99 currency crisis-which resulted in a change of exchange rate regime and a large real devaluation-on the occupational structure of the labor force and the distribution of incomes? Would it have been possib...

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Main Authors: Ferreira, Francisco H.G., Leite, Phillippe George, Pereira da Silva, Luiz A., Picchetti, Paulo
Format: Policy Research Working Paper
Language:English
en_US
Published: World Bank, Washington, D.C. 2013
Subjects:
CPI
GDP
GNP
MPS
Online Access:http://documents.worldbank.org/curated/en/2004/05/4972852/can-distributional-impacts-macroeconomic-shocks-predicted-comparison-performance-macro-micro-models-historical-data-brazil
http://hdl.handle.net/10986/14030
id okr-10986-14030
recordtype oai_dc
repository_type Digital Repository
institution_category Foreign Institution
institution Digital Repositories
building World Bank Open Knowledge Repository
collection World Bank
language English
en_US
topic ACCELERATOR
AGGREGATE DEMAND
AGGREGATE GROWTH
AGGREGATE SUPPLY
AGGREGATE SUPPLY CURVE
AVERAGE ANNUAL
AVERAGE INCOME
AVERAGE RESULTS
BALANCE OF PAYMENTS
BALANCE SHEETS
BANK DEPOSITS
BONDS
CAPITAL FLOWS
CAPITAL INFLOWS
CAPITAL OUTFLOWS
CENTRAL BANK
COMMERCIAL BANKS
CPI
CROSS-COUNTRY ANALYSIS
CROSS-SECTION DATA
CURRENCY CRISES
CURRENT ACCOUNT
DEBT
DEFLATION
DEFLATORS
DEMAND FOR MONEY
DEMAND FUNCTIONS
DEVALUATION
DEVELOPED ECONOMIES
DEVELOPING COUNTRIES
DISPOSABLE INCOME
DISTRIBUTIONAL EFFECTS
DOMESTIC INTEREST RATES
DOMESTIC PRICES
DYNAMIC STRUCTURE
ECONOMETRIC MODEL
ECONOMETRIC MODELS
ECONOMIC ACTIVITY
ECONOMIC CONDITIONS
ELASTICITIES
EMERGING MARKETS
ENDOGENOUS VARIABLES
EQUATIONS
EQUILIBRIUM
EQUILIBRIUM WAGE
EXCHANGE RATE
EXCHANGE RATE REGIME
EXCHANGE RATE REGIMES
EXPORTS
EXTERNAL SHOCKS
FACTOR DEMAND
FACTOR MARKETS
FINANCIAL ASSETS
FINANCIAL CRISES
FINANCIAL CRISIS
FINANCIAL LIBERALIZATION
FINANCIAL MARKETS
FINANCIAL SECTOR
FISCAL POLICY
FLOATING EXCHANGE RATE
FLOATING EXCHANGE RATE REGIME
FOREIGN CURRENCY
FOREIGN EXCHANGE
GDP
GDP DEFLATOR
GENERAL EQUILIBRIUM MODEL
GNP
GROSS FIXED CAPITAL FORMATION
GROWTH RATE
GROWTH RATES
HISTORICAL DATA
HOUSEHOLD DATA
HOUSEHOLD INCOME
HOUSEHOLD INCOMES
HOUSEHOLD LEVEL
HOUSEHOLD SURVEYS
IMPORTS
INCOME
INCOME DISTRIBUTION
INCOMES
INCREASE POVERTY
INDIVIDUAL INCOMES
INEQUALITY
INFLATION
INFLATION TARGETING
INFORMAL SECTOR
INTEREST RATE
INTEREST RATES
INTERNATIONAL RESERVES
LABOR FORCE
LABOR MARKET
LABOR MARKETS
LOCAL CURRENCY
MACRO MODELS
MACRO STABILITY
MACROECONOMIC MODELS
MACROECONOMIC POLICIES
MACROECONOMIC SHOCKS
MARGINAL PRODUCT
MARGINAL PRODUCTS
MONETARY POLICY
MONETARY SHOCKS
MPS
MULTIPLIERS
NEGATIVE IMPACT
NOMINAL EXCHANGE RATE
NOMINAL RATE
POLICY CHANGES
POLICY INSTRUMENTS
POLICY PACKAGE
POLICY RESEARCH
PRIMARY SURPLUS
PRIVATE CONSUMPTION
PRIVATE INVESTMENT
PRIVATE SECTOR
PRODUCT MARKETS
PRODUCTION FUNCTION
PRODUCTION FUNCTIONS
PUBLIC SECTOR
RATIONAL EXPECTATIONS
REAL APPRECIATION
REAL EXCHANGE
REAL EXCHANGE RATE
REAL GDP
REAL GROWTH
REAL INTEREST
REAL INTEREST RATES
REAL WAGES
REAL_GROWTH
RELATIVE PRICES
RISK PREMIUM
SECTORAL COMPOSITION
SERIES DATA
SKILL LEVEL
SKILL WORKERS
SKILLED WORKERS
SUPPLY CURVES
TAX REVENUES
TIME SERIES
TOTAL OUTPUT
TRANSMISSION MECHANISM
TRANSMISSION MECHANISMS
UNEMPLOYMENT
UNEMPLOYMENT RATE
UNEMPLOYMENT RATES
WAGE RATES
WAGES
WEALTH
WHOLESALE PRICE INDEX BALANCE OF PAYMENTS
CURRENCY
CURRENCY CRISES
CURRENT ACCOUNT BALANCES
DEFLATION
DEMAND FOR MONEY
DEVALUATION
DISPOSABLE INCOME
ECONOMETRIC MODELS
ECONOMIC CONDITIONS
ELASTICITIES
EXCHANGE RATE
FACTOR DEMAND
FINANCIAL CRISIS
FINANCIAL MARKETS
FINANCIAL SECTOR
GENERAL EQUILIBRIUM MODEL
HOUSEHOLD CHARACTERISTICS
INCOME DISTRIBUTION
INCOME LEVELS
INFLATION
INTEREST PAYMENTS
INTEREST RATES
LABOR MARKET
LABOR SUPPLY
LOCAL CURRENCY
MACROECONOMIC MODELS
MACROECONOMIC POLICIES
MACROECONOMIC SHOCKS
MARKET EQUILIBRIUM
MARKET PARTICIPANTS
MONETARY POLICY
PER CAPITA INCOME
PRIVATE CONSUMPTION
REAL GDP
REAL INTEREST RATE
STOCKS
UNEMPLOYMENT RATE
URBAN AREAS
WAGE RATES
spellingShingle ACCELERATOR
AGGREGATE DEMAND
AGGREGATE GROWTH
AGGREGATE SUPPLY
AGGREGATE SUPPLY CURVE
AVERAGE ANNUAL
AVERAGE INCOME
AVERAGE RESULTS
BALANCE OF PAYMENTS
BALANCE SHEETS
BANK DEPOSITS
BONDS
CAPITAL FLOWS
CAPITAL INFLOWS
CAPITAL OUTFLOWS
CENTRAL BANK
COMMERCIAL BANKS
CPI
CROSS-COUNTRY ANALYSIS
CROSS-SECTION DATA
CURRENCY CRISES
CURRENT ACCOUNT
DEBT
DEFLATION
DEFLATORS
DEMAND FOR MONEY
DEMAND FUNCTIONS
DEVALUATION
DEVELOPED ECONOMIES
DEVELOPING COUNTRIES
DISPOSABLE INCOME
DISTRIBUTIONAL EFFECTS
DOMESTIC INTEREST RATES
DOMESTIC PRICES
DYNAMIC STRUCTURE
ECONOMETRIC MODEL
ECONOMETRIC MODELS
ECONOMIC ACTIVITY
ECONOMIC CONDITIONS
ELASTICITIES
EMERGING MARKETS
ENDOGENOUS VARIABLES
EQUATIONS
EQUILIBRIUM
EQUILIBRIUM WAGE
EXCHANGE RATE
EXCHANGE RATE REGIME
EXCHANGE RATE REGIMES
EXPORTS
EXTERNAL SHOCKS
FACTOR DEMAND
FACTOR MARKETS
FINANCIAL ASSETS
FINANCIAL CRISES
FINANCIAL CRISIS
FINANCIAL LIBERALIZATION
FINANCIAL MARKETS
FINANCIAL SECTOR
FISCAL POLICY
FLOATING EXCHANGE RATE
FLOATING EXCHANGE RATE REGIME
FOREIGN CURRENCY
FOREIGN EXCHANGE
GDP
GDP DEFLATOR
GENERAL EQUILIBRIUM MODEL
GNP
GROSS FIXED CAPITAL FORMATION
GROWTH RATE
GROWTH RATES
HISTORICAL DATA
HOUSEHOLD DATA
HOUSEHOLD INCOME
HOUSEHOLD INCOMES
HOUSEHOLD LEVEL
HOUSEHOLD SURVEYS
IMPORTS
INCOME
INCOME DISTRIBUTION
INCOMES
INCREASE POVERTY
INDIVIDUAL INCOMES
INEQUALITY
INFLATION
INFLATION TARGETING
INFORMAL SECTOR
INTEREST RATE
INTEREST RATES
INTERNATIONAL RESERVES
LABOR FORCE
LABOR MARKET
LABOR MARKETS
LOCAL CURRENCY
MACRO MODELS
MACRO STABILITY
MACROECONOMIC MODELS
MACROECONOMIC POLICIES
MACROECONOMIC SHOCKS
MARGINAL PRODUCT
MARGINAL PRODUCTS
MONETARY POLICY
MONETARY SHOCKS
MPS
MULTIPLIERS
NEGATIVE IMPACT
NOMINAL EXCHANGE RATE
NOMINAL RATE
POLICY CHANGES
POLICY INSTRUMENTS
POLICY PACKAGE
POLICY RESEARCH
PRIMARY SURPLUS
PRIVATE CONSUMPTION
PRIVATE INVESTMENT
PRIVATE SECTOR
PRODUCT MARKETS
PRODUCTION FUNCTION
PRODUCTION FUNCTIONS
PUBLIC SECTOR
RATIONAL EXPECTATIONS
REAL APPRECIATION
REAL EXCHANGE
REAL EXCHANGE RATE
REAL GDP
REAL GROWTH
REAL INTEREST
REAL INTEREST RATES
REAL WAGES
REAL_GROWTH
RELATIVE PRICES
RISK PREMIUM
SECTORAL COMPOSITION
SERIES DATA
SKILL LEVEL
SKILL WORKERS
SKILLED WORKERS
SUPPLY CURVES
TAX REVENUES
TIME SERIES
TOTAL OUTPUT
TRANSMISSION MECHANISM
TRANSMISSION MECHANISMS
UNEMPLOYMENT
UNEMPLOYMENT RATE
UNEMPLOYMENT RATES
WAGE RATES
WAGES
WEALTH
WHOLESALE PRICE INDEX BALANCE OF PAYMENTS
CURRENCY
CURRENCY CRISES
CURRENT ACCOUNT BALANCES
DEFLATION
DEMAND FOR MONEY
DEVALUATION
DISPOSABLE INCOME
ECONOMETRIC MODELS
ECONOMIC CONDITIONS
ELASTICITIES
EXCHANGE RATE
FACTOR DEMAND
FINANCIAL CRISIS
FINANCIAL MARKETS
FINANCIAL SECTOR
GENERAL EQUILIBRIUM MODEL
HOUSEHOLD CHARACTERISTICS
INCOME DISTRIBUTION
INCOME LEVELS
INFLATION
INTEREST PAYMENTS
INTEREST RATES
LABOR MARKET
LABOR SUPPLY
LOCAL CURRENCY
MACROECONOMIC MODELS
MACROECONOMIC POLICIES
MACROECONOMIC SHOCKS
MARKET EQUILIBRIUM
MARKET PARTICIPANTS
MONETARY POLICY
PER CAPITA INCOME
PRIVATE CONSUMPTION
REAL GDP
REAL INTEREST RATE
STOCKS
UNEMPLOYMENT RATE
URBAN AREAS
WAGE RATES
Ferreira, Francisco H.G.
Leite, Phillippe George
Pereira da Silva, Luiz A.
Picchetti, Paulo
Can the Distributional Impacts of Macroeconomic Shocks be Predicted? A Comparison of the Performance of Macro-Micro Models with Historical Data for Brazil
geographic_facet Latin America & Caribbean
Brazil
relation Policy Research Working Paper;No.3303
description What was the impact of Brazil's 1998-99 currency crisis-which resulted in a change of exchange rate regime and a large real devaluation-on the occupational structure of the labor force and the distribution of incomes? Would it have been possible to predict such effects ahead of the crisis? The authors present an integrated macro-micro model of the Brazilian economy in 1998. The model consists of an applied general equilibrium macroeconometric component, connected through a set of linkage aggregate variables to a microeconomic model of household incomes. The authors use this framework to predict the employment and distributional consequences of the 1999 Brazilian currency crisis, based on 1998 household survey data. They then test the predictive performance of the model by comparing its simulated results with the actual household survey data observed in 1999. In addition to the fully integrated macro-micro model, the authors also test the performances of the microeconometric model on its own, and of a "representative household groups" approach. They find that the integrated macro-micro econometric model, while still inaccurate on many dimensions, can actually predict the broad pattern of the incidence of changes in household incomes across the distribution reasonably well, and much better than the alternative approaches. The authors conclude that further experimentation with these tools might be of considerable potential usefulness to policymakers.
format Publications & Research :: Policy Research Working Paper
author Ferreira, Francisco H.G.
Leite, Phillippe George
Pereira da Silva, Luiz A.
Picchetti, Paulo
author_facet Ferreira, Francisco H.G.
Leite, Phillippe George
Pereira da Silva, Luiz A.
Picchetti, Paulo
author_sort Ferreira, Francisco H.G.
title Can the Distributional Impacts of Macroeconomic Shocks be Predicted? A Comparison of the Performance of Macro-Micro Models with Historical Data for Brazil
title_short Can the Distributional Impacts of Macroeconomic Shocks be Predicted? A Comparison of the Performance of Macro-Micro Models with Historical Data for Brazil
title_full Can the Distributional Impacts of Macroeconomic Shocks be Predicted? A Comparison of the Performance of Macro-Micro Models with Historical Data for Brazil
title_fullStr Can the Distributional Impacts of Macroeconomic Shocks be Predicted? A Comparison of the Performance of Macro-Micro Models with Historical Data for Brazil
title_full_unstemmed Can the Distributional Impacts of Macroeconomic Shocks be Predicted? A Comparison of the Performance of Macro-Micro Models with Historical Data for Brazil
title_sort can the distributional impacts of macroeconomic shocks be predicted? a comparison of the performance of macro-micro models with historical data for brazil
publisher World Bank, Washington, D.C.
publishDate 2013
url http://documents.worldbank.org/curated/en/2004/05/4972852/can-distributional-impacts-macroeconomic-shocks-predicted-comparison-performance-macro-micro-models-historical-data-brazil
http://hdl.handle.net/10986/14030
_version_ 1764430383831580672
spelling okr-10986-140302021-04-23T14:03:21Z Can the Distributional Impacts of Macroeconomic Shocks be Predicted? A Comparison of the Performance of Macro-Micro Models with Historical Data for Brazil Ferreira, Francisco H.G. Leite, Phillippe George Pereira da Silva, Luiz A. Picchetti, Paulo ACCELERATOR AGGREGATE DEMAND AGGREGATE GROWTH AGGREGATE SUPPLY AGGREGATE SUPPLY CURVE AVERAGE ANNUAL AVERAGE INCOME AVERAGE RESULTS BALANCE OF PAYMENTS BALANCE SHEETS BANK DEPOSITS BONDS CAPITAL FLOWS CAPITAL INFLOWS CAPITAL OUTFLOWS CENTRAL BANK COMMERCIAL BANKS CPI CROSS-COUNTRY ANALYSIS CROSS-SECTION DATA CURRENCY CRISES CURRENT ACCOUNT DEBT DEFLATION DEFLATORS DEMAND FOR MONEY DEMAND FUNCTIONS DEVALUATION DEVELOPED ECONOMIES DEVELOPING COUNTRIES DISPOSABLE INCOME DISTRIBUTIONAL EFFECTS DOMESTIC INTEREST RATES DOMESTIC PRICES DYNAMIC STRUCTURE ECONOMETRIC MODEL ECONOMETRIC MODELS ECONOMIC ACTIVITY ECONOMIC CONDITIONS ELASTICITIES EMERGING MARKETS ENDOGENOUS VARIABLES EQUATIONS EQUILIBRIUM EQUILIBRIUM WAGE EXCHANGE RATE EXCHANGE RATE REGIME EXCHANGE RATE REGIMES EXPORTS EXTERNAL SHOCKS FACTOR DEMAND FACTOR MARKETS FINANCIAL ASSETS FINANCIAL CRISES FINANCIAL CRISIS FINANCIAL LIBERALIZATION FINANCIAL MARKETS FINANCIAL SECTOR FISCAL POLICY FLOATING EXCHANGE RATE FLOATING EXCHANGE RATE REGIME FOREIGN CURRENCY FOREIGN EXCHANGE GDP GDP DEFLATOR GENERAL EQUILIBRIUM MODEL GNP GROSS FIXED CAPITAL FORMATION GROWTH RATE GROWTH RATES HISTORICAL DATA HOUSEHOLD DATA HOUSEHOLD INCOME HOUSEHOLD INCOMES HOUSEHOLD LEVEL HOUSEHOLD SURVEYS IMPORTS INCOME INCOME DISTRIBUTION INCOMES INCREASE POVERTY INDIVIDUAL INCOMES INEQUALITY INFLATION INFLATION TARGETING INFORMAL SECTOR INTEREST RATE INTEREST RATES INTERNATIONAL RESERVES LABOR FORCE LABOR MARKET LABOR MARKETS LOCAL CURRENCY MACRO MODELS MACRO STABILITY MACROECONOMIC MODELS MACROECONOMIC POLICIES MACROECONOMIC SHOCKS MARGINAL PRODUCT MARGINAL PRODUCTS MONETARY POLICY MONETARY SHOCKS MPS MULTIPLIERS NEGATIVE IMPACT NOMINAL EXCHANGE RATE NOMINAL RATE POLICY CHANGES POLICY INSTRUMENTS POLICY PACKAGE POLICY RESEARCH PRIMARY SURPLUS PRIVATE CONSUMPTION PRIVATE INVESTMENT PRIVATE SECTOR PRODUCT MARKETS PRODUCTION FUNCTION PRODUCTION FUNCTIONS PUBLIC SECTOR RATIONAL EXPECTATIONS REAL APPRECIATION REAL EXCHANGE REAL EXCHANGE RATE REAL GDP REAL GROWTH REAL INTEREST REAL INTEREST RATES REAL WAGES REAL_GROWTH RELATIVE PRICES RISK PREMIUM SECTORAL COMPOSITION SERIES DATA SKILL LEVEL SKILL WORKERS SKILLED WORKERS SUPPLY CURVES TAX REVENUES TIME SERIES TOTAL OUTPUT TRANSMISSION MECHANISM TRANSMISSION MECHANISMS UNEMPLOYMENT UNEMPLOYMENT RATE UNEMPLOYMENT RATES WAGE RATES WAGES WEALTH WHOLESALE PRICE INDEX BALANCE OF PAYMENTS CURRENCY CURRENCY CRISES CURRENT ACCOUNT BALANCES DEFLATION DEMAND FOR MONEY DEVALUATION DISPOSABLE INCOME ECONOMETRIC MODELS ECONOMIC CONDITIONS ELASTICITIES EXCHANGE RATE FACTOR DEMAND FINANCIAL CRISIS FINANCIAL MARKETS FINANCIAL SECTOR GENERAL EQUILIBRIUM MODEL HOUSEHOLD CHARACTERISTICS INCOME DISTRIBUTION INCOME LEVELS INFLATION INTEREST PAYMENTS INTEREST RATES LABOR MARKET LABOR SUPPLY LOCAL CURRENCY MACROECONOMIC MODELS MACROECONOMIC POLICIES MACROECONOMIC SHOCKS MARKET EQUILIBRIUM MARKET PARTICIPANTS MONETARY POLICY PER CAPITA INCOME PRIVATE CONSUMPTION REAL GDP REAL INTEREST RATE STOCKS UNEMPLOYMENT RATE URBAN AREAS WAGE RATES What was the impact of Brazil's 1998-99 currency crisis-which resulted in a change of exchange rate regime and a large real devaluation-on the occupational structure of the labor force and the distribution of incomes? Would it have been possible to predict such effects ahead of the crisis? The authors present an integrated macro-micro model of the Brazilian economy in 1998. The model consists of an applied general equilibrium macroeconometric component, connected through a set of linkage aggregate variables to a microeconomic model of household incomes. The authors use this framework to predict the employment and distributional consequences of the 1999 Brazilian currency crisis, based on 1998 household survey data. They then test the predictive performance of the model by comparing its simulated results with the actual household survey data observed in 1999. In addition to the fully integrated macro-micro model, the authors also test the performances of the microeconometric model on its own, and of a "representative household groups" approach. They find that the integrated macro-micro econometric model, while still inaccurate on many dimensions, can actually predict the broad pattern of the incidence of changes in household incomes across the distribution reasonably well, and much better than the alternative approaches. The authors conclude that further experimentation with these tools might be of considerable potential usefulness to policymakers. 2013-06-19T20:06:45Z 2013-06-19T20:06:45Z 2004-05 http://documents.worldbank.org/curated/en/2004/05/4972852/can-distributional-impacts-macroeconomic-shocks-predicted-comparison-performance-macro-micro-models-historical-data-brazil http://hdl.handle.net/10986/14030 English en_US Policy Research Working Paper;No.3303 CC BY 3.0 IGO http://creativecommons.org/licenses/by/3.0/igo World Bank World Bank, Washington, D.C. Publications & Research :: Policy Research Working Paper Publications & Research Latin America & Caribbean Brazil