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Institute for Transport Studies 
FACULTY OF ENVIRONMENT 
Quantifying and decomposing the uncertainty in 
appraisal value of travel time savings 
Phill Wheat, Senior Research Fellow 
and Richard Batley 
06/06/2014
Highlights 
• Work to quantify uncertainty in appraisal Values of Travel 
Time Savings (VTTS) (non-work) 
• Important as Travel Time Savings are often major benefits in 
transport projects 
– Uncertainty in VTTS implies uncertainty in CBAs which could impact 
on rankings of projects – at least under sensitivity scenarios 
• Statistical exercise, initially to motivate a new VTTS study in 
Great Britain 
• However in doing the analysis, some wider policy 
implications for the best use of scarce research funds have 
emerged: 
– Do moderate sized VTTS studies often as this minimises uncertainty 
in appraisal VTTS
Background – Appraisal VTTS 
• Current non-work values in Britain (and general approach 
taken in other countries e.g. Switzerland and Netherlands) 
are estimated as follows: 
– In 1994, Stated Preference data used to form a model for VTTS 
Separate models were estimated for Commuting and “Other” leisure 
travel. 
Base VTTS = [/c]. 
Inc C 
C 
. . , 
C 
Inc 
Inc 
  
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
0 0
Background – Appraisal VTTS 
– An overall distance-weighted average was obtained by weighting the 
combinations according to the distribution (for all mechanised modes) 
in the NTS 1995-2000 data defined in income and distance bands. 
V = 
  
y  Inc d  
D 
V . N . 
D 
yd yd d 
  
y  Inc d  
D 
N . 
D 
yd d 
– The base VTTS was then up rated by applying the income elasticity 
from a separate meta analysis model – GDP elasticity of 0.8 
0.8 
GDP 
AppraisalVTTS V t 
1994 
 
  
 
 
  
 
  
GDP 
t 
Thus Appraisal VTTS are much more than just the base VTTS – multiple 
sources of uncertainty
Research approach 
• Construct a confidence interval around the VTTS 
estimates 
– Interval estimation 
– Gives a lower and upper bound estimate for the Appraisal 
VTTS for a given statistical confidence level (typically 
95%) 
• Two stage process utilising both asymptotic 
simulation (Krinsky and Robb, 1986) and the delta 
method 
– Quantifies uncertainty arising from the base VTTS and from the use 
of an estimated GDP uprating factor
Results – Commuting All Modes 
50.00 
45.00 
40.00 
35.00 
30.00 
25.00 
20.00 
15.00 
10.00 
5.00 
0.00 
1980 1990 2000 2010 2020 2030 2040 2050 2060 2070 2080 
Value of Travel Time Saving (pence per minute) 
Year 
Central VOTT estimate (p/min) Lower 95% CI Bound (p/min) Upper 95% CI Bound (p/min)
Results – Commuting All Modes 
50.00 
45.00 
40.00 
35.00 
30.00 
25.00 
20.00 
15.00 
10.00 
5.00 
0.00 
Base VoTT (1994) 
has relatively little 
uncertainty 
associated with it 
Given the functional form, 
uncertainty becomes 
much larger once GDP 
moves away from the 
base level 
1980 1990 2000 2010 2020 2030 2040 2050 2060 2070 2080 
Value of Travel Time Saving (pence per minute) 
Year 
Central VOTT estimate (p/min) Lower 95% CI Bound (p/min) Upper 95% CI Bound (p/min) 
NOTE: the larger intervals for later years does not reflect uncertainty in GDP 
forecasts, merely the effect of uncertainty in the GDP elasticity estimate
Improving the model 
• Two questions: 
– What would be the implication for uncertainty in Appraisal VTTS of a 
new (base) VTTS study if that study was of a similar accuracy of the 
previous study? 
– What if such a study resulted in much greater precision (3 times more 
precise base VTTS) 
• Trade-off: 
– More costly one-off study yielding greater accuracy 
– Or Greater frequency of smaller scale studies 
• Which of the above to go for in terms of spending finite research 
funds?
Resampling in 2015 
39% 
narrower 
in 2075
Resampling in 2015 – Improved 
Precision 
Only 3.4% 
narrower 
in 2075
Don’t ignore the GDP elasticity in 
research… 
60.00 
50.00 
40.00 
30.00 
20.00 
10.00 
0.00 
1980 1990 2000 2010 2020 2030 2040 2050 2060 2070 2080 
Value of Travel Time (pence per minute) 
Year 
Central VoTT Updated Income Elasticity Lower CI Updated Upper CI Updated 
Central VOTT Existing Income Elasticity Lower CI Existing Upper CI Existing 
20% 
narrower 
in 2075 
Updated GDP elasticity of 0.9 (from 0.8) (Abrantes and Wardman, 2011) (SE 
reduced circa 33%)
Summary 
• Scheme time saving benefits often arise five or even ten 
years after a project begins 
• Thus the necessary extrapolation of the base year VTTS to 
Appraisal values adds a large degree of uncertainty (over 
and above the uncertainty in the original VTTS modelling) 
• Resampling is important, but not to get more precise 
estimates, more to minimise the extent of extrapolation to 
form Appraisal VTTS 
– However estimates of base VTTS need to be unbiased 
• The uncertainty in the uprating process is important – here 
the GDP elasticity
Policy Recommendations 
• When faced with a constrained set of research funds: 
– Do moderate size resampling exercises frequently 
• As opposed to very large size resampling exercises less 
frequently 
– Continue to review and update the uprating parameters 
• Improvements to the precision of these can yield large reductions 
in uncertainty of Appraisal VTTS

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Quantifying and decomposing the uncertainty in appraisal value of travel time savings

  • 1. Institute for Transport Studies FACULTY OF ENVIRONMENT Quantifying and decomposing the uncertainty in appraisal value of travel time savings Phill Wheat, Senior Research Fellow and Richard Batley 06/06/2014
  • 2. Highlights • Work to quantify uncertainty in appraisal Values of Travel Time Savings (VTTS) (non-work) • Important as Travel Time Savings are often major benefits in transport projects – Uncertainty in VTTS implies uncertainty in CBAs which could impact on rankings of projects – at least under sensitivity scenarios • Statistical exercise, initially to motivate a new VTTS study in Great Britain • However in doing the analysis, some wider policy implications for the best use of scarce research funds have emerged: – Do moderate sized VTTS studies often as this minimises uncertainty in appraisal VTTS
  • 3. Background – Appraisal VTTS • Current non-work values in Britain (and general approach taken in other countries e.g. Switzerland and Netherlands) are estimated as follows: – In 1994, Stated Preference data used to form a model for VTTS Separate models were estimated for Commuting and “Other” leisure travel. Base VTTS = [/c]. Inc C C . . , C Inc Inc                   0 0
  • 4. Background – Appraisal VTTS – An overall distance-weighted average was obtained by weighting the combinations according to the distribution (for all mechanised modes) in the NTS 1995-2000 data defined in income and distance bands. V =   y  Inc d  D V . N . D yd yd d   y  Inc d  D N . D yd d – The base VTTS was then up rated by applying the income elasticity from a separate meta analysis model – GDP elasticity of 0.8 0.8 GDP AppraisalVTTS V t 1994           GDP t Thus Appraisal VTTS are much more than just the base VTTS – multiple sources of uncertainty
  • 5. Research approach • Construct a confidence interval around the VTTS estimates – Interval estimation – Gives a lower and upper bound estimate for the Appraisal VTTS for a given statistical confidence level (typically 95%) • Two stage process utilising both asymptotic simulation (Krinsky and Robb, 1986) and the delta method – Quantifies uncertainty arising from the base VTTS and from the use of an estimated GDP uprating factor
  • 6. Results – Commuting All Modes 50.00 45.00 40.00 35.00 30.00 25.00 20.00 15.00 10.00 5.00 0.00 1980 1990 2000 2010 2020 2030 2040 2050 2060 2070 2080 Value of Travel Time Saving (pence per minute) Year Central VOTT estimate (p/min) Lower 95% CI Bound (p/min) Upper 95% CI Bound (p/min)
  • 7. Results – Commuting All Modes 50.00 45.00 40.00 35.00 30.00 25.00 20.00 15.00 10.00 5.00 0.00 Base VoTT (1994) has relatively little uncertainty associated with it Given the functional form, uncertainty becomes much larger once GDP moves away from the base level 1980 1990 2000 2010 2020 2030 2040 2050 2060 2070 2080 Value of Travel Time Saving (pence per minute) Year Central VOTT estimate (p/min) Lower 95% CI Bound (p/min) Upper 95% CI Bound (p/min) NOTE: the larger intervals for later years does not reflect uncertainty in GDP forecasts, merely the effect of uncertainty in the GDP elasticity estimate
  • 8. Improving the model • Two questions: – What would be the implication for uncertainty in Appraisal VTTS of a new (base) VTTS study if that study was of a similar accuracy of the previous study? – What if such a study resulted in much greater precision (3 times more precise base VTTS) • Trade-off: – More costly one-off study yielding greater accuracy – Or Greater frequency of smaller scale studies • Which of the above to go for in terms of spending finite research funds?
  • 9. Resampling in 2015 39% narrower in 2075
  • 10. Resampling in 2015 – Improved Precision Only 3.4% narrower in 2075
  • 11. Don’t ignore the GDP elasticity in research… 60.00 50.00 40.00 30.00 20.00 10.00 0.00 1980 1990 2000 2010 2020 2030 2040 2050 2060 2070 2080 Value of Travel Time (pence per minute) Year Central VoTT Updated Income Elasticity Lower CI Updated Upper CI Updated Central VOTT Existing Income Elasticity Lower CI Existing Upper CI Existing 20% narrower in 2075 Updated GDP elasticity of 0.9 (from 0.8) (Abrantes and Wardman, 2011) (SE reduced circa 33%)
  • 12. Summary • Scheme time saving benefits often arise five or even ten years after a project begins • Thus the necessary extrapolation of the base year VTTS to Appraisal values adds a large degree of uncertainty (over and above the uncertainty in the original VTTS modelling) • Resampling is important, but not to get more precise estimates, more to minimise the extent of extrapolation to form Appraisal VTTS – However estimates of base VTTS need to be unbiased • The uncertainty in the uprating process is important – here the GDP elasticity
  • 13. Policy Recommendations • When faced with a constrained set of research funds: – Do moderate size resampling exercises frequently • As opposed to very large size resampling exercises less frequently – Continue to review and update the uprating parameters • Improvements to the precision of these can yield large reductions in uncertainty of Appraisal VTTS