the resilience of uk regional employment cycles · distinguish turning points between two phases:...
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ESPON Economic Crises: Resilience of Regions This work was supported by the European Spatial Planning and Observation Network grant 2013/1/25
17/06/2016
The Resilience of UK Regional Employment Cycles
Marianne Sensier, University of Manchester E-mail: [email protected]
http://www.cf.ac.uk/cplan/
research/economic-crisis
Business cycles are of interest to policy makers, businesses and, at a regional level, the Local Enterprise Partnerships and councils.
We assess the turning points in the quarterly UK aggregate series (GDP, employment and unemployment) and UK region’s employment.
We analyse synchronicity of regional employment cycles and test for regional clusters.
We assess the regional employment series for their resilience to the financial crisis.
2
Summary
Resilience of regions
Description of Business Cycle Dating Algorithm
National business cycle dates
Regional cycles and synchronisation
Clustering of regions
Conclusions
3
Overview
Country level analysis: Burns and Mitchell (1946, NBER); Bry and Boschan (1971); Harding and Pagan (2002, JME) + (2002, JEDC) + (2006, JoE); Harding (2012).
Regional studies: UK in Martin (2012, JEG); US in Hamilton and Owyang (2012, REStat); NZ in Hall and McDermott (2007, Papers in Regional Science); Spanish in Gadea, Loscos and Montanes (2010 working paper).
4
Business Cycle Dating papers
Four dimensions, Martin (2012):
1. Resistance - the sensitivity of a region compared to the nation during the recession.
2. The speed and extent of Recovery from the recession.
3. Structural Re-orientation, what implications this has for the region’s jobs, output and income.
4. The degree of Renewal a region will undergo following the shock.
5
Economic Resilience to a Shock
We apply the classical business cycle dating algorithm of Artis, Marcellino and Proietti (2004, OBES), nonparametric Markov Chain.
The economy is in one of two mutually exclusive states: expansion or recession. From the expansion continuation (ECt) we can make a transition to a peak (Pt) or continue the expansion, but not vice versa as only is allowed.
Analogously, from recession continuation (RCt) we can make a transition to the trough (Tt) but move from with the probability of 1.
6
Business Cycle Dating Algorithm
1 tt RCP
1 tt ECT
We impose a minimum phase duration and enforce the alternation of peaks and troughs, distinguish turning points between two phases:
We impose a minimum phase duration of 2 quarters from peak to trough and a minimum length of the entire business cycle (from peak to peak) to be 5 quarters.
7
Business Cycle Dating Rules
t
t
t
t
t
tT
RCR
P
ECE
The synchronisation of cycles is measured with the concordance index which calculates the percentage of time that two regions (i and j) spend in the same phase of the cycle. St is the business cycle binary indicator variable that takes the value of 1 when the region is in expansion and 0 when in recession.
Mean-corrected concordance index:
8
Synchronisation: Concordance Index
T
t
jtitjtitij SSSST
I1
111
T
t
jtjtititij SSSST
I1
* 12
The aggregate series cover the sample 1971q1 to 2014q4 and for UK employment (ONS: MGRZ) and include all the workforce over the age of 16.
We also date turning points in output (Gross Domestic Product , (chained volume measure ONS: ABMI) and unemployment (ONS: MGSC).
The employment data is from the Labour Force Survey and commences in 1992 Quarter 2 for 9 English Regions (NE, NW, YH, EM, WM, ET, SE, SW and LN), Wales, Scotland, and Northern Ireland.
All are seasonally adjusted.
9
UK Aggregate & Regional Series
0
1970 1975 1980 1985 1990 1995 2000 2005 2010 2015
1973.2 1974.3 1979.2 1990.2 2008.1
1974.1 1975.3 1981.1 1991.3 2009.2
UK GDP (£millions)
428514
163732
28464
2008/09 recession:
-6% GDP loss
22 quarters to
recover in 2013q3
1990/91 recession:
-2.2% GDP loss
11 quarters to
recover in 1993q1
0
1970 1975 1980 1985 1990 1995 2000 2005 2010 2015
1974.3 1979.4 1990.2 2008.2
1971.4 1976.3 1983.2 1993.1 2010.1
UK Employment (thousands)
23647
2653
308962008/10 recession:
-2.4% emp loss
17 quarters to
recover in 2012q3
1990/3 recession:
-6.1% emp loss
34 quarters to
recover in 1998q4
0
1970 1975 1980 1985 1990 1995 2000 2005 2010 2015
1972.1 1977.4 1984.2 1986.3 1993.1 2002.3 2007.1 2010.1 2011.4
1973.4 1979.2 1985.4 1990.2 2001.2 2004.3 2007.4 2010.3
UK Unemployment (thousands)
888
3265
201
1990/3 recession:
50% unem. gain
29 quarters to
recover in 1997q3
2008/10 recession:
57% unem. gain
not yet recovered
67% unem. gain
double dip to 2011
ECRI GDP Emp. Unem.
Peak 2008m5 2008q1 2008q2 2007q4
Trough 2010m1 2009q2 2010q1 2010q1
Duration 7 q 5 q 7 q 9 q
Change P
to T
-6.04% -2.39% 57%
Recovery
Date
2013q3 2012q3 Not yet
13
2008 Recession: UK Aggregate Series
ECRI - Economic Cycle Research Institute
Web-site: www.businesscycle.com
GDP Emp. Unem.
Exp. Prob. 0.86 0.75 0.48
Rec. Prob. 0.14 0.25 0.52
Exp. Duration 30.4 q 33 q 11.5 q
Rec. Duration 4.8 q 8.8 q 9.3 q
E. Amplitude 64,255 2,698.5 -542.6
R. Amplitude -11,298 -902.2 580.3
E. Steepness 2113.6 81.8 -47.2
R. Steepness -2353.8 -102.5 62.2
14
UK Aggregate Series: Summary Stats
GDP Emp. Unem.
GDP 1 0.14** -0.12**
Employment 0.82 1 -0.26**
Unemployment 0.36 0.23 1
15
UK Aggregate Series: Synchronisation
Notes: concordance index (bottom left), mean-
corrected concordance index (top right), test t-statistics
significant at 5% level (**).
Sample: 1971q1-2014q4.
The summary statistics over 1992q1-2014q4 show:
Highest expansion probability (0.82): South East
Highest recession probability (0.4): North East
Longest expansion duration (15q): South East
Longest recession phase duration (5.8q): Wales
Steepest expansion (23,170 per quarter): London
Steepest recession (-16,590 per q): South East
Steeper recessions than expansions in NW, YH, WM, SE, SC and UK.
16
Region employment cycle statistics
The concordance index over 1992q1-2014q4 show:
The South West is significantly synchronised with 6 other regions: NE, NW, WM, SE, WL & SC. Yorkshire & Humberside with none.
The highest concordance index is between the South West and North West which are in the same business cycle phase for 84% of the time, the mean corrected index for this is 0.25.
The regions which are not synchronised with UK employment are London, the East Midlands and the North East.
17
Region employment synchronisation
0
1990 1995 2000 2005 2010 2015
1993.2 1997.3 2000.2 2001.4 2007.4 2010.3 2012.3
1992.4 1994.4 1999.2 2001.1 2003.1 2009.2 2011.3 2013.1
North East Employment
1185
109
1017
2008/09 recession:
-5.56% emp loss
28 quarters to
recover in 2014q4
0
1990 1995 2000 2005 2010 2015
1992.3 1995.4 2000.4 2006.1 2008.1 2010.2
1993.1 1996.4 2001.2 2007.1 2009.2 2010.4
Yorkshire & Humberside Employment
2138
230
2517
2008/10 recession:
-4% emp. loss
23 quarters to
recover in 2013q4
0
1990 1995 2000 2005 2010 2015
1992.4 1997.2 1999.4 2001.2 2003.3 2008.4 2011.1
1993.4 1997.4 2000.2 2003.1 2004.3 2009.2 2011.3
London Employment
4302
352
2946
2008/09 recession:
-2.37% emp loss
7 quarters to
recover in 2010q3
NI NE SC WL
Peak 2008q2 2007q4 2008q2 2008q2
Trough 2009q2 2009q2 2010q1 2010q1
Duration 4 q 6 q 7 q 7 q
Change P
to T
-5.87% -5.56% -4.5% -4.19%
Recovery 2011q2 2014q4 2013q3 2013q2
Length to R 12 28 21 20
21
2008 Recession: Regions over 4% fall
Note: bold font indicates region is leading UK employment peak
(2008q2) and italics indicate lagging national (2010q1).
YH WM EM SW
Peak 2008q1 2008q1 2008q1 2007q4
Trough 2010q4 2009q1 2010q3 2010q1
Duration 11 q 4 q 10 q 9 q
Change P
to T
-3.94% -3.49% -3.28% -3.19%
Recovery 2013q4 2012q3 2013q4 2014q1
Length to R 23 18 23 25
22
2008 Recession: Regions less 4% falls
ET SE NW LN
Peak 2008q4 2008q2 2007q4 2008q4
Trough 2010q1 2009q3 2009q4 2009q2
Duration 5 q 5 q 8 q 2 q
Change P
to T
-2.65% -2.5% -2.48% -2.37%
Recovery 2011q1 2013q2 2014q1 2010q3
Length to R 9 20 25 7
23
2008 Recession: Regions less 3% falls
Cluster 2
In-phase Out-of-phase
Cluster 1 In-phase
Out-of-
phase
24
McNemar Test for Clusters
The non-parametric McNemar test analyses the
frequency of synchronisation for clusters of regions.
The McNemar test statistic (with a continuity correction
suggested in Sheshkin, 2002) is distributed as chi-
squared test with one degree of freedom:
11, NN inin
12, NN outin
21, NN inout
22, NN outout
2112
2
211221
1NN
NN
Grouping 1 (N12= 18 > N21=7 )
1992q1-
2014q4
“South”: London, South East, Eastern, East
Midlands, South West and West Midlands
4.0
(0.05)
“North”: Wales, Scotland, North West,
North East, Yorkshire and Humberside and
Northern Ireland
Grouping 2 (N12=13 < N21=22 )
“East”: London, South East, Eastern, North
East, East Midlands and Yorkshire and
Humberside
1.83
(0.18)
“West”: Wales, West Midlands, North West,
South West, Scotland and Northern Ireland
25
McNemar Test: Regional Clusters
Region name share code
North East 3.9% C
North West 11% D
Yorks. & H. 8.3% E
East Midlands 7.3% F
West Midlands 8.7% G
Eastern 9.6% H
London 12.6% I
South East 14.4% J
South West 8.6% K
Wales 4.6% L
Scotland 8.6% M
N. Ireland 2.6% N
UK Regional Map and Employment Shares
We construct a weighted diffusion index across all regions, as follows:
The weights (wit) are calculated as the proportion of the regions employment of aggregate UK employment. We also calculate Northern (39% employment share) and Southern (61% share) diffusion indices based on our region clusters.
27
Common Cycle: Diffusion Index
,1
it
N
i
itt SwD
.1,,.....,1 i
itwTt
28
Diffusion Index
0
0.2
0.4
0.6
0.8
1
1.2
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Q1
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92
Q3
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Q1
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Q3
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Q3
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Q1
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Q3
Diffusion North South
In 2008 UK GDP had a more severe recession than Employment and took longer to recover its peak level. Employment was more resilient than GDP and more resilient recovering from this crisis than it was recovering from the 1990s recession.
Unemployment has had a greater number of cycles and is yet to recover its 2007 low. In the 1990s recession unemployment increased by 50% and this time it has proved less resilient with 57% gain to 2010 but 67% gain to the double dip in 2011, 28 quarters later it has still not recovered the 2007 level.
29
Conclusions: aggregate data
The most resilient region in the 2008 recession has been London with Northern Ireland the least resilient and the North East the least resilient region in England.
How did London “Get away with it”? Overman (2011) suggests the larger proportion of middle income earners and jobs in the service industry helped London recover quicker. London being a larger region with a more diverse labour market.
30
Conclusions: regional data