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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 on theme: "Forecasting. Aruoba-Diebold-Scotti (ADSA) Business Index, Fed at Philadelphia The Aruoba-Diebold-Scotti business conditions index is designed to track."— Presentation transcript:

1 Forecasting

2 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.

3 Last Two years

4 Since 2000

5 Since 1960

6 Survey of Professional Forecasters

7 Probability Distribution on Annual growth

8 Lab 9 ARMA(1,1) model for dlnppifgs

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10 Validation

11 Correlogram unsatisfactory

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13 Serial correlation test; unsatisfactory

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

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17 Try Arch/Garch

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19 Validation; standardized residuals

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21 Standardized residuals

22 Standardized residuals squared

23 Arch LM test

24 Histogram of Standardized residuals

25 Conditional variance

26 Forecast

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29 Cross-correlation of dlnppifgs & Garch01

30 Granger test

31

32 VAR

33 Impulse response functions

34 Reverse order

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