Forecasting. Aruoba-Diebold-Scotti (ADSA) Business Index, Fed at Philadelphia The Aruoba-Diebold-Scotti business conditions index is designed to track.

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Presentation transcript:

Forecasting

Aruoba-Diebold-Scotti (ADSA) Business Index, Fed at Philadelphia The Aruoba-Diebold-Scotti business conditions index is designed to track real business conditions at high frequency. Its underlying economic indicators (weekly initial jobless claims; monthly payroll employment, industrial production, personal income less transfer payments, manufacturing and trade sales; and quarterly real GDP) blend high- and low-frequency information and stock and flow data. Both the ADS index and this web page are updated as data on the index's underlying components are released.

Last Two years

Since 2000

Since 1960

Survey of Professional Forecasters

Probability Distribution on Annual growth

Lab 9 ARMA(1,1) model for dlnppifgs

Validation

Correlogram unsatisfactory

Serial correlation test; unsatisfactory

Validation Serial correlation test and correlogram of residuals says we need to keep truckinng

Try Arch/Garch

Validation; standardized residuals

Standardized residuals

Standardized residuals squared

Arch LM test

Histogram of Standardized residuals

Conditional variance

Forecast

Cross-correlation of dlnppifgs & Garch01

Granger test

VAR

Impulse response functions

Reverse order