Quarterly Forecasting Model for India's Economic Growth: Bayesian Vector Autoregression Approach
Iyer, Tara; Gupta, Abhijit Sen | March 2019
Abstract
This study develops a framework to forecast India’s gross domestic product growth on a quarterly frequency from 2004 to 2018. The models, which are based on real and monetary sector descriptions of the Indian economy, are estimated using Bayesian vector autoregression (BVAR) techniques. The real sector groups of variables include domestic aggregate demand indicators and foreign variables, while the monetary sector groups specify the underlying inflationary process in terms of the consumer price index (CPI) versus the wholesale price index given India’s recent monetary policy regime switch to CPI inflation targeting. The predictive ability of over 3,000 BVAR models is assessed through a set of forecast evaluation statistics and compared with the forecasting accuracy of alternate econometric models including unrestricted and structural VARs. Key findings include that capital flows to India and CPI inflation have high informational content for India’s GDP growth. The results of this study provide suggestive evidence that quarterly BVAR models of Indian growth have high predictive ability.
Citation
Iyer, Tara; Gupta, Abhijit Sen. 2019. Quarterly Forecasting Model for India's Economic Growth: Bayesian Vector Autoregression Approach. © Asian Development Bank. http://hdl.handle.net/11540/9736. License: CC BY 3.0 IGO.ISSN
2313-6537(print)
2313-6545(electronic)
Keywords
Macroeconomic
Macroeconomic Analysis
Macroeconomic Framework
Macroeconomic Models
Macroeconomic Performance
Macroeconomic Planning
Macroeconomic Policies
Macroeconomic Reform
Macroeconomic Stabilization
Results-Based Monitoring And Evaluation
Project Evaluation & Review Technique
Project Evaluation
Program Evaluation
Performance Evaluation
Operations Evaluation
Evaluation Methods
Evaluation
Social condition
Economic dependence
Economic assistance
International monetary relations
International monetary relations
International trade
National accounting
Market
Project impact
Development projects
Program management
Performance appraisal
Project appraisal
Technology assessment
Economic indicators
Growth models
Gross domestic product
Macroeconomics
Economic forecast
Exports
Exports
Exchange
Comparative economics
Index number
Monetary policy
Value analysis
Adjustment cost
Transaction cost
Conditionality
International relations
Cumulative effects assessment
Grievance procedures
Participatory monitoring and evaluation
Exchange rate
Economic development projects
Economic policy
Economic forecasting
Exchange rates
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