monthly unemployment estimates through greg vs stm statistics netherlands martijn souren boukje...

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Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands Martijn Souren Boukje Janssen Jan van den Brakel Sabine Krieg

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Page 1: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Monthly Unemployment Estimates through

GREG vs STM

Statistics Netherlands

Martijn Souren

Boukje Janssen

Jan van den Brakel

Sabine Krieg

Page 2: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Monthly Unemployment Estimates through

GREG vs STM

Statistics Netherlands

What we do

What we cannot do

What we could do!

What we should do?

Page 3: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

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2002 2003 2004 2005 2006 2007 2008 2009

x 1 000

Three months GREG estimates

Monthly Unemployment Estimates through

Three months GREG (What we do)

Statistics Netherlands

Page 4: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Monthly Unemployment Estimates through

Three months GREG (What we do)

Disadvantages:

Real monthly seasonal patterns are smoothed out and thus biased

Structural changes appear delayed

Rigid RGB correction

Advantages:

Large sample size

Statistics Netherlands

Page 5: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

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2002 2003 2004 2005 2006 2007 2008 2009

x 1 000

Three months GREG estimates

Monthly Unemployment Estimates through

Three months GREG (What we do)

Statistics Netherlands

Page 6: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Monthly Unemployment Estimates through

Monthly GREG (What we cannot do)

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2002 2003 2004 2005 2006 2007 2008 2009

x 1 000

Monthly CAPTI GREG estimates with standard errors Three months CAPTI GREG estimates

Statistics Netherlands

Page 7: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Disadvantages:

Rigid RGB correction

Large standard errors

Advantages:

Real monthly figures

Monthly Unemployment Estimates through

Monthly GREG (What we cannot do)

Statistics Netherlands

Page 8: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Monthly Unemployment Estimates through

Monthly GREG (What we cannot do)

200

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500

550

600

2002 2003 2004 2005 2006 2007 2008 2009

x 1 000

Monthly CAPTI GREG estimates

Statistics Netherlands

Page 9: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

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600

2002 2003 2004 2005 2006 2007 2008 2009

x 1 000

Monthly GREG estimates, CAPTI with standard errors

Monthly Unemployment Estimates through

Monthly GREG (What we cannot do)

Statistics Netherlands

Page 10: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Monthly Unemployment Estimates through

Monthly GREG (What we cannot do)

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2002 2003 2004 2005 2006 2007 2008 2009

x 1 000

SE Monthly CAPTI GREG estimates

Statistics Netherlands

Page 11: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Monthly Unemployment Estimates through

Monthly STM (What we could do!)

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2002 2003 2004 2005 2006 2007 2008 2009

x 1 000

SE Monthly CAPTI GREG estimates SE Monthly STM estimates

Statistics Netherlands

Page 12: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Statistics Netherlands

Structural Time Series Modelling:

The population parameter can be decomposed in a trend component, a seasonal component and an irregular component.

Monthly Unemployment Estimates through

Monthly STM (What we could do!)

Page 13: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Statistics Netherlands

Monthly Unemployment Estimates through

Monthly STM (What we could do!)

Structural Time Series Modelling:

Each component can be seperately modelled and interpreted.

Page 14: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Monthly Unemployment Estimates through

Monthly STM (What we could do!)

Statistics Netherlands

200

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2002 2003 2004 2005 2006 2007 2008 2009

x 1 000

Monthly STM estimates

Page 15: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Monthly Unemployment Estimates through

Monthly STM (What we could do!)

Statistics Netherlands

200

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2002 2003 2004 2005 2006 2007 2008 2009

x 1 000

Seasonally adjusted monthly STM estimates Monthly STM estimates

Page 16: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Statistics Netherlands

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500

550

600

2002 2003 2004 2005 2006 2007 2008 2009

x 1 000

Seasonally adjusted monthly STM estimates

Monthly Unemployment Estimates through

Monthly STM (What we could do!)

Page 17: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Statistics Netherlands

200

250

300

350

400

450

500

550

600

2002 2003 2004 2005 2006 2007 2008 2009

x 1 000

Three months GREG estimates Monthly STM estimates

Monthly Unemployment Estimates through

Monthly STM (What we should do?)

Page 18: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Monthly Unemployment Estimates through

Monthly STM (What we should do?)

Advantages:

Real monthly figures

Real monthly seasonal patterns

Better RGB correction

Disadvantages:

...

Statistics Netherlands

Page 19: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Monthly Unemployment Estimates through

Monthly STM (What we should do?)

Implementation:

(Un)employed- and Total Labour Force

7 Domains: Age(3) x Sex(2) and total

Consistency with Lagrange-method

(Un)employment rates calculated afterwards

Statistics Netherlands

Page 20: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Monthly Unemployment Estimates through

Monthly STM (What we should do?)

Thank you for your attention

Statistics Netherlands

Page 21: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Box-Jenkins ARIMA modelling:

Eliminating trend + seasonal effects by taking differences. Assumed is that local statistical properties of the time series is constant over time

Statistics Netherlands

Monthly Unemployment Estimates through

Monthly STM (What we should do?)

Page 22: Monthly Unemployment Estimates through GREG vs STM Statistics Netherlands  Martijn Souren  Boukje Janssen  Jan van den Brakel  Sabine Krieg

Real series are never stationary, time varying regression coefficients and multivariate extensions are easily handled

Aparantly different methods, but historically quite similar

Statistics Netherlands

Monthly Unemployment Estimates through

Monthly STM (What we should do?)