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1
The Company Car’s time and place:
Establishing the spatio-temporal
patterns of a unique form of car
ownership
Scott Le Vine (slevine@imperial.ac.uk)
Peter Jones
John Polak
RGS-IBG Conference
August 2013
2
Relevance
• Car as compensation
taxed at a lower rate
than salary – accident
of history with
substantial inertia
• Transport policy
‘success story’
• Under-appreciated
contributor to broader
trends
3
Motivating questions
• Company car use is
reducing – is it shifting
to personal car use?
• Does another family
member having a
company car mean
you drive less?
• How, when and where
are company cars
used?
-4,000
-3,500
-3,000
-2,500
-2,000
-1,500
-1,000
-500
0
500
1,000
1,500
2,000
2,500
3,000
3,500
-3,500 -3,000 -2,500 -2,000 -1,500 -1,000 -500 0 500 1,000 1,500 2,000 2,500 3,000 3,500
Changeinaverageannualcompanycardrivingmileage(from1995/7)
Change in average annual personal car driving mileage (from 1995/7)
Men aged 30 to 59, in full-time employment
Average for all SEG classes
Employer/manager
Professional
Non-manual
Personal service
Manual
Self-employed non-professional
Other
2000/2
2005/7
2008/10
-
500
1,000
1,500
2,000
2,500
3,000
15 20 25 30 35 40 45 50 55 60 65 70 75
Averageannualcompanycardrivingmileage
Age (5-year-of-age moving average)
Men, 1995/7
Men, 2000/2
Men, 2005/7
Men, 2008/10
Women, 1995/7
Women, 2000/2
Women, 2005/7
Women, 2008/10
4
A middle-aged, male phenomenon
-
500
1,000
1,500
2,000
2,500
3,000
15 20 25 30 35 40 45 50 55 60 65 70 75
Averageannualcompanycardrivingmileage
Age (5-year-of-age moving average)
Men, 1995/7
Men, 2000/2
Men, 2005/7
Men, 2008/10
Women, 1995/7
Women, 2000/2
Women, 2005/7
Women, 2008/10
5
Limited evidence of substitution
-4,000
-3,500
-3,000
-2,500
-2,000
-1,500
-1,000
-500
0
500
1,000
1,500
2,000
2,500
3,000
3,500
-3,500 -3,000 -2,500 -2,000 -1,500 -1,000 -500 0 500 1,000 1,500 2,000 2,500 3,000 3,500
Changeinaverageannualcompanycardrivingmileage(from1995/7)
Change in average annual personal car driving mileage (from 1995/7)
Men aged 30 to 59, in full-time employment
Average for all SEG classes
Employer/manager
Professional
Non-manual
Personal service
Manual
Self-employed non-professional
Other
2000/2
2005/7
2008/10
6
Further investigation of substitution
• Multivariate regression
(with controls for
confounding effects)
of driving mileage
by British adults (‘95-
’10)
• n=201K; r2 = 0.36
• Individual-year
dummy variables to
capture exogenous
shifts
-250
0
250
500
750
1,000
1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011
Milesperyear
Year-specific errorterms
-2,500
0
2,500
5,000
7,500
10,000
12,500
Keeps a company car Keeps a company car &
receives free fuel
Does not keep a
company car, but
another household
member does
Does not keep a
company car and
receive free fuel, but
another household
member does
Milesperyear
Effectsof interest
7
Further investigation of substitution (2)
-2,500
0
2,500
5,000
7,500
10,000
12,500
Keeps a company car Keeps a company car &
receives free fuel
Does not keep a
company car, but
another household
member does
Does not keep a
company car and
receive free fuel, but
another household
member does
Milesperyear
Effectsof interest
8
Changing profile of CC drivers
Average
income of
company car
drivers
1995/7 £41.5K
2000/2 £42.7K
2005/7 £39.7K
2008/10 £37.5K
(2010 prices, RPI-adjusted)
9
When are company cars used?
Distribution of journeys by journey start time
10
How are company cars used? (1)
11
How are company cars used? (2)
Company
car
Personal
car
All other
purposes
10 miles 7 miles
Business 35 miles 16 miles
Commuting 17 miles 9 miles
Average journey length
12
How are company cars used? (3)
13
Where are company cars?
• More prevalent in
Greater South East
than rest of GB in
1990s; less so
today
• We analysed
personal car and
company car
movements using 5
concentric
geographies
A: Central London
(within Inner Ring Road)
B: Rest of Inner London
C: Outer London
D: Greater South East
(SE and Eastern GORs)
E. Rest of GB
A B CDE
14
Where are company cars kept?
15
Where are company cars used?
• More likely than
personal cars to
travel radially
• Company cars are
9% of car-trips
in/out of Central
London;
8% of all radial trips;
4% of others
16
Where are company cars used? (2)
17
Where are company cars used? (3)
• Half (48%) of London
personal car trips are
O.L. to/from O.L.
• 35% of company car
trips are O.L.-O.L.
• But a greater
proportion of company
car travel is between
O.L. and Home
Counties
18
Summary
• Some evidence that company car mileage is
‘excess’ – i.e. not a perfect substitute for
personal car mileage
• No evidence of a company car driver’s presence
in HH suppressing other HH members’ driving
mileage
− But we looked at people, not vehicles
• Company car trips are disproportionately radial,
in peak periods, in peak direction

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Spatial Patterns of Company Car Use Over Time

  • 1. 1 The Company Car’s time and place: Establishing the spatio-temporal patterns of a unique form of car ownership Scott Le Vine (slevine@imperial.ac.uk) Peter Jones John Polak RGS-IBG Conference August 2013
  • 2. 2 Relevance • Car as compensation taxed at a lower rate than salary – accident of history with substantial inertia • Transport policy ‘success story’ • Under-appreciated contributor to broader trends
  • 3. 3 Motivating questions • Company car use is reducing – is it shifting to personal car use? • Does another family member having a company car mean you drive less? • How, when and where are company cars used? -4,000 -3,500 -3,000 -2,500 -2,000 -1,500 -1,000 -500 0 500 1,000 1,500 2,000 2,500 3,000 3,500 -3,500 -3,000 -2,500 -2,000 -1,500 -1,000 -500 0 500 1,000 1,500 2,000 2,500 3,000 3,500 Changeinaverageannualcompanycardrivingmileage(from1995/7) Change in average annual personal car driving mileage (from 1995/7) Men aged 30 to 59, in full-time employment Average for all SEG classes Employer/manager Professional Non-manual Personal service Manual Self-employed non-professional Other 2000/2 2005/7 2008/10 - 500 1,000 1,500 2,000 2,500 3,000 15 20 25 30 35 40 45 50 55 60 65 70 75 Averageannualcompanycardrivingmileage Age (5-year-of-age moving average) Men, 1995/7 Men, 2000/2 Men, 2005/7 Men, 2008/10 Women, 1995/7 Women, 2000/2 Women, 2005/7 Women, 2008/10
  • 4. 4 A middle-aged, male phenomenon - 500 1,000 1,500 2,000 2,500 3,000 15 20 25 30 35 40 45 50 55 60 65 70 75 Averageannualcompanycardrivingmileage Age (5-year-of-age moving average) Men, 1995/7 Men, 2000/2 Men, 2005/7 Men, 2008/10 Women, 1995/7 Women, 2000/2 Women, 2005/7 Women, 2008/10
  • 5. 5 Limited evidence of substitution -4,000 -3,500 -3,000 -2,500 -2,000 -1,500 -1,000 -500 0 500 1,000 1,500 2,000 2,500 3,000 3,500 -3,500 -3,000 -2,500 -2,000 -1,500 -1,000 -500 0 500 1,000 1,500 2,000 2,500 3,000 3,500 Changeinaverageannualcompanycardrivingmileage(from1995/7) Change in average annual personal car driving mileage (from 1995/7) Men aged 30 to 59, in full-time employment Average for all SEG classes Employer/manager Professional Non-manual Personal service Manual Self-employed non-professional Other 2000/2 2005/7 2008/10
  • 6. 6 Further investigation of substitution • Multivariate regression (with controls for confounding effects) of driving mileage by British adults (‘95- ’10) • n=201K; r2 = 0.36 • Individual-year dummy variables to capture exogenous shifts -250 0 250 500 750 1,000 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 Milesperyear Year-specific errorterms -2,500 0 2,500 5,000 7,500 10,000 12,500 Keeps a company car Keeps a company car & receives free fuel Does not keep a company car, but another household member does Does not keep a company car and receive free fuel, but another household member does Milesperyear Effectsof interest
  • 7. 7 Further investigation of substitution (2) -2,500 0 2,500 5,000 7,500 10,000 12,500 Keeps a company car Keeps a company car & receives free fuel Does not keep a company car, but another household member does Does not keep a company car and receive free fuel, but another household member does Milesperyear Effectsof interest
  • 8. 8 Changing profile of CC drivers Average income of company car drivers 1995/7 £41.5K 2000/2 £42.7K 2005/7 £39.7K 2008/10 £37.5K (2010 prices, RPI-adjusted)
  • 9. 9 When are company cars used? Distribution of journeys by journey start time
  • 10. 10 How are company cars used? (1)
  • 11. 11 How are company cars used? (2) Company car Personal car All other purposes 10 miles 7 miles Business 35 miles 16 miles Commuting 17 miles 9 miles Average journey length
  • 12. 12 How are company cars used? (3)
  • 13. 13 Where are company cars? • More prevalent in Greater South East than rest of GB in 1990s; less so today • We analysed personal car and company car movements using 5 concentric geographies A: Central London (within Inner Ring Road) B: Rest of Inner London C: Outer London D: Greater South East (SE and Eastern GORs) E. Rest of GB A B CDE
  • 14. 14 Where are company cars kept?
  • 15. 15 Where are company cars used? • More likely than personal cars to travel radially • Company cars are 9% of car-trips in/out of Central London; 8% of all radial trips; 4% of others
  • 16. 16 Where are company cars used? (2)
  • 17. 17 Where are company cars used? (3) • Half (48%) of London personal car trips are O.L. to/from O.L. • 35% of company car trips are O.L.-O.L. • But a greater proportion of company car travel is between O.L. and Home Counties
  • 18. 18 Summary • Some evidence that company car mileage is ‘excess’ – i.e. not a perfect substitute for personal car mileage • No evidence of a company car driver’s presence in HH suppressing other HH members’ driving mileage − But we looked at people, not vehicles • Company car trips are disproportionately radial, in peak periods, in peak direction