redistribution without express permission strictly … · redistribution without express permission...

2
REDISTRIBUTION WITHOUT EXPRESS PERMISSION STRICTLY PROHIBITED 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 1.1 13,000 14,000 15,000 16,000 17,000 18,000 19,000 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 Real Gross Domestic Income NBER GDI GDI Recession Probability 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 1.1 13,000 14,000 15,000 16,000 17,000 18,000 19,000 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 Real Gross Domestic Product NBER GDP GDP Recession Probability 0 0.2 0.4 0.6 0.8 1 1.2 -2.5 -2.0 -1.5 -1.0 -0.5 0.0 0.5 1.0 1.5 2.0 2.5 3.0 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 Real GDI Qtr-on-Qtr growth NBER GDI Q-ON-Q % CH 0 0.2 0.4 0.6 0.8 1 1.2 -2.5 -2.0 -1.5 -1.0 -0.5 0.0 0.5 1.0 1.5 2.0 2.5 3.0 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 Real GDP Qtr-on-Qtr growth NBER GDP Q-ON-Q % CH 0 0.2 0.4 0.6 0.8 1 1.2 -3.0 -2.0 -1.0 0.0 1.0 2.0 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 Real GDI HeadWinds Index NBER GDI 1YR HEADWINDS 0 0.2 0.4 0.6 0.8 1 1.2 -3.0 -2.0 -1.0 0.0 1.0 2.0 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 Real GDP HeadWinds Index NBER GDP 1YR HEADWINDS 0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1.0 1.1 0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1.0 1.1 1948 1949 1950 1951 1952 1953 1954 1955 1956 1957 1958 1959 1960 1961 1962 1963 1964 1965 1966 1967 1968 1969 1970 1971 1972 1973 1974 1975 1976 1977 1978 1979 1980 1981 1982 1983 1984 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 Combined GDP/GDI Multifactor Dynamic Probability of Recession NBER PROBABILITY OF RECESSION NOW TRIGGER Above this line implies 1-4 qtrs to recession Above this line implies we are in recession As is taught in introductory macroeconomics courses, it is possible to think of GDP in two different ways. One is as the dol lar value of all final sales of goods and services produced by factors of production located within the United States (classic GDP) and the second is as the dollar value of all the income generated by that production (Gross Domestic Income or GDI.) The two measures are equal to each other by definition. But in practice, one can try to calculate GDP either using production data or using income data. If we obtain the production and income numbers from different sources, we're certain to end up with different numbers for what is supposed to be the nation's GDP. The difference between "gross domestic product" (GDP) and "gross domestic income" (GDI) is simply reported by the BEA as a "statistical discrepancy." The appeal of exploiting the information in GDI to date recessions is simple: it is as comprehensive as GDP, but it may capture information about the economy missed by measured GDP. Whilst most economists and business cycle analysts utilise classic real-GDP to determine recessions, several research papers have shown real-GDI to be much more accurate at signalling recession starts in real-time. This is because GDI tends to weaken much faster in onset to recession than GDP. The 2008 recession (see below 2 charts) is a classic example of this. The BEA release GDP one months after the quarter has ended whilst GDI for the quarter only gets published a month after that. A model that deploys both GDP and GDI for economy estimation is desirable from the point of timeliness. We therefore forecast GDI using the prior quarters GDI growth and the current quarters GDP growth which provides exceptionally low tracking error and forecast accuracy of 99% We utilise the 1-quarter growth rate of each of GDP and GDI as input into our dynamic factor recession dating model, as we have found this to be the single most powerful factor for recognising recessions (R 2 =0.68) However we have found that incorporation of the prior 2 quarters readings for these numbers into a multifactor model substantially improves accuracy of the model to R 2 =0.89. We have also deployed stylized approaches to the observed behaviour of GDP and GDI using the methodology described on http://recessionalert.com/a-stylized-approach-to-recession-forecasting/ which further improves the model to R 2 =0.92. The recession probability model deploys 7-factors. Real GDP quarterly growth, and the prior quarters' readings, and a GDP Headwinds index form the 3 factors contributed by GDP to the model. Real GDI quarterly growth, and the prior two quarters' readings, and a GDI HeadWinds index form the 4 factors contributed by GDI to the model. Being quarterly, the model has the advantage of extending at least 4 recessions further back into history than most monthly models, giving it a more robust track record. CLICK HERE TO READ THE DETAILED RESEARCH NOTE ON THIS MODEL 4.9% 4Q2018 FORECAST 4Q2018 1st 4Q2018 FORECAST 4Q2018 1st 4Q2018 FORECAST 4Q2018 1st 4Q2018 1st GDI-01 GDP-01 GDI-02 GDP-02 GDI-03 GDP-03 GDI_GDP-01 GDI: 4Q2018 FORECAST GDP: HIT CTRL-3 ON YOUR KEYBOARD TO MAXIMISE VIEW IN YOUR PDF READER Above this line implies recession Above this line implies recession Below this line implies recession Below this line implies recession Below this line implies recession Below this line implies recession 0.64% 0.77% (c)2013, RecessionALERT.com, all rights reserved. 1 of 2 pages

Upload: others

Post on 17-Oct-2020

19 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: REDISTRIBUTION WITHOUT EXPRESS PERMISSION STRICTLY … · redistribution without express permission strictly prohibited 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 1.1 13,000 14,000 15,000

REDISTRIBUTION WITHOUT EXPRESS

PERMISSION STRICTLY PROHIBITED

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

1.1

13,000

14,000

15,000

16,000

17,000

18,000

19,000

2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018

Real Gross Domestic Income NBER GDI GDI Recession Probability

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

1.1

13,000

14,000

15,000

16,000

17,000

18,000

19,000

2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018

Real Gross Domestic Product NBER GDP GDP Recession Probability

0

0.2

0.4

0.6

0.8

1

1.2

-2.5

-2.0

-1.5

-1.0

-0.5

0.0

0.5

1.0

1.5

2.0

2.5

3.0

2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018

Real GDI Qtr-on-Qtr growth NBER GDI Q-ON-Q % CH

0

0.2

0.4

0.6

0.8

1

1.2

-2.5

-2.0

-1.5

-1.0

-0.5

0.0

0.5

1.0

1.5

2.0

2.5

3.0

2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018

Real GDP Qtr-on-Qtr growth NBER GDP Q-ON-Q % CH

0

0.2

0.4

0.6

0.8

1

1.2

-3.0

-2.0

-1.0

0.0

1.0

2.0

2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018

Real GDI HeadWinds Index NBER GDI 1YR HEADWINDS

0

0.2

0.4

0.6

0.8

1

1.2

-3.0

-2.0

-1.0

0.0

1.0

2.0

2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018

Real GDP HeadWinds Index NBER GDP 1YR HEADWINDS

0.0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1.0

1.1

0.0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1.0

1.1

194

8

194

9

195

0

195

1

195

2

195

3

195

4

195

5

195

6

195

7

195

8

195

9

196

0

196

1

196

2

196

3

196

4

196

5

196

6

196

7

196

8

196

9

197

0

197

1

197

2

197

3

197

4

197

5

197

6

197

7

197

8

197

9

198

0

198

1

198

2

198

3

198

4

198

5

198

6

198

7

198

8

198

9

199

0

199

1

199

2

199

3

199

4

199

5

199

6

199

7

199

8

199

9

200

0

200

1

200

2

200

3

200

4

200

5

200

6

200

7

200

8

200

9

201

0

201

1

201

2

201

3

201

4

201

5

201

6

201

7

201

8

Combined GDP/GDI Multifactor Dynamic Probability of Recession NBER PROBABILITY OF RECESSION NOW TRIGGER

Above this line implies 1-4 qtrs to recession

Above this line implies we are in recession

As is taught in introductory macroeconomics courses, it is possible to think of GDP in two different ways. One is as the dol lar value of all final sales of goods and services produced by factors of production located within the United States (classic GDP) and the second is as the dollar value of all the income generated by that production (Gross Domestic Income or GDI.) The two measures are equal to each other by definition. But in practice, one can try to calculate GDP either using production data or using income data. If we obtain the production and income numbers from different sources, we're certain to end up with different numbers for what is supposed to be the nation's GDP. The difference between "gross domestic product" (GDP) and "gross domestic income" (GDI) is simply reported by the BEA as a "statistical discrepancy." The appeal of exploiting the information in GDI to date recessions is simple: it is as comprehensive as GDP, but it may capture information about the economy missed by measured GDP. Whilst most economists and business cycle analysts utilise classic real-GDP to determine recessions, several research papers have shown real-GDI to be much more accurate at signalling recession starts in real-time. This is because GDI tends to weaken much faster in onset to recession than GDP. The 2008 recession (see below 2 charts) is a classic example of this.

The BEA release GDP one months after the quarter has ended whilst GDI for the quarter only gets published a month after that. A model that deploys both GDP and GDI for economy estimation is desirable from the point of timeliness. We therefore forecast GDI using the prior quarters GDI growth and the current quarters GDP growth which provides exceptionally low tracking error and forecast accuracy of 99% We utilise the 1-quarter growth rate of each of GDP and GDI as input into our dynamic factor recession dating model, as we have found this to be the single most powerful factor for recognising recessions (R2=0.68) However we have found that incorporation of the prior 2 quarters readings for these numbers into a multifactor model substantially improves accuracy of the model to R2=0.89. We have also deployed stylized approaches to the observed behaviour of GDP and GDI using the methodology described on http://recessionalert.com/a-stylized-approach-to-recession-forecasting/ which further improves the model to R2=0.92. The recession probability model deploys 7-factors. Real GDP quarterly growth, and the prior quarters' readings, and a GDP Headwinds index form the 3 factors contributed by GDP to the model. Real GDI quarterly growth, and the prior two quarters' readings, and a GDI HeadWinds index form the 4 factors contributed by GDI to the model. Being quarterly, the model has the advantage of extending at least 4 recessions further back into history than most monthly models, giving it a more robust track record. CLICK HERE TO READ THE DETAILED RESEARCH NOTE ON THIS MODEL

4.9%

4Q2018 FORECAST 4Q2018 1st

4Q2018 FORECAST 4Q2018 1st

4Q2018 FORECAST 4Q2018 1st

4Q2018 1st

GDI-01 GDP-01

GDI-02 GDP-02

GDI-03 GDP-03

GDI_GDP-01 GDI: 4Q2018 FORECAST GDP:

HIT CTRL-3 ON YOUR KEYBOARD TO MAXIMISE VIEW IN YOUR PDF READER

Above this line implies recession

Above this line implies recession

Below this line implies recession

Below this line implies recession

Below this line implies recession

Below this line implies recession

0.64% 0.77%

(c)2013, RecessionALERT.com, all rights reserved. 1 of 2 pages

Page 2: REDISTRIBUTION WITHOUT EXPRESS PERMISSION STRICTLY … · redistribution without express permission strictly prohibited 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 1.1 13,000 14,000 15,000

REDISTRIBUTION WITHOUT EXPRESS

PERMISSION STRICTLY PROHIBITED

LONG-TERM HISTORICAL CHARTS

0.0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1.0

1.1

-3.0

-2.0

-1.0

0.0

1.0

2.0

3.0

4.0

5.0

194

8

194

9

195

0

195

1

195

2

195

3

195

4

195

5

195

6

195

7

195

8

195

9

196

0

196

1

196

2

196

3

196

4

196

5

196

6

196

7

196

8

196

9

197

0

197

1

197

2

197

3

197

4

197

5

197

6

197

7

197

8

197

9

198

0

198

1

198

2

198

3

198

4

198

5

198

6

198

7

198

8

198

9

199

0

199

1

199

2

199

3

199

4

199

5

199

6

199

7

199

8

199

9

200

0

200

1

200

2

200

3

200

4

200

5

200

6

200

7

200

8

200

9

201

0

201

1

201

2

201

3

201

4

201

5

201

6

201

7

201

8

Quarter on quarter Growth Rates NBER REAL GDI REAL GDP

0.0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1.0

1.1

-3.0

-2.0

-1.0

0.0

1.0

194

8

194

9

195

0

195

1

195

2

195

3

195

4

195

5

195

6

195

7

195

8

195

9

196

0

196

1

196

2

196

3

196

4

196

5

196

6

196

7

196

8

196

9

197

0

197

1

197

2

197

3

197

4

197

5

197

6

197

7

197

8

197

9

198

0

198

1

198

2

198

3

198

4

198

5

198

6

198

7

198

8

198

9

199

0

199

1

199

2

199

3

199

4

199

5

199

6

199

7

199

8

199

9

200

0

200

1

200

2

200

3

200

4

200

5

200

6

200

7

200

8

200

9

201

0

201

1

201

2

201

3

201

4

201

5

201

6

201

7

201

8

Stylized HeadWinds Indexes NBER REAL GDI REAL GDP

0.0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1.0

1.1

-3.0

-2.5

-2.0

-1.5

-1.0

-0.5

0.0

0.5

1.0

1.5

2.0

2.5

3.0

3.5

4.0

4.5

5.0

194

8

194

9

195

0

195

1

195

2

195

3

195

4

195

5

195

6

195

7

195

8

195

9

196

0

196

1

196

2

196

3

196

4

196

5

196

6

196

7

196

8

196

9

197

0

197

1

197

2

197

3

197

4

197

5

197

6

197

7

197

8

197

9

198

0

198

1

198

2

198

3

198

4

198

5

198

6

198

7

198

8

198

9

199

0

199

1

199

2

199

3

199

4

199

5

199

6

199

7

199

8

199

9

200

0

200

1

200

2

200

3

200

4

200

5

200

6

200

7

200

8

200

9

201

0

201

1

201

2

201

3

201

4

201

5

201

6

201

7

201

8

Combined GDP/GDI Growth Model Extracted from Multifactor Probability Model

NBER COMBINED Q-ON-Q GROWTH MODELR2=0.896 to recession

0.0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1.0

1.1

11,000

12,000

13,000

14,000

15,000

16,000

17,000

18,000

19,000

1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018

Combined GDP/GDI Cumulative Output Extracted from Multifactor Probability Model NBER COMBINED GDP/GDI CUMULATIVE OUTPUT (log scale)

Using the 7-factor dynamic factor recession probability model that incorporates 3 factors from GDP and 4 from GDI, we can extract a new modified combined representation of the U.S production of goods and services that incoporates the output and the income side of the equation. Note that this is far more sophisticated than merely aggregating GDP and GDI together to achieve a dual-sided representation of output. We extract a month-by-month growth index (1st chart below) from the dynamic factor recession probability model and a cumulative output index (2nd chart below) from the growth index. These are more reflective representations of GDP or GDI for the U.S economy and include the benefits of both GDP and GDI into one economic growth and cumulative output index.

GDI_GDP-02

GDI_GDP-03

GDI_GDP-04

GDI_GDP-05

4Q2018 1st GDI: 4Q2018 FORECAST GDP:

4Q2018 1st GDI: 4Q2018 FORECAST GDP:

4Q2018 1st GDI: 4Q2018 FORECAST GDP:

4Q2018 1st GDI: 4Q2018 FORECAST GDP:

Below this line implies recession

Below this line implies recession

Below this line implies recession

(c)2013, RecessionALERT.com, all rights reserved. 2 of 2 pages