The effect of attitudes toward cars and public transportation on behavioral intention in commuting mode choice—A comparison across six Asian countries

Hong Tan Van, Kasem Choocharukul, Satoshi Fujii, 2014, in Transportation Research Part A: Policy and Practice

doi:10.1016/j.tra.2014.08.008
Location Japan, Thailand, China, Vietnam, Indonesia, Phillipines
Population Students
Sample size 1118
Factor analysis type principal components, varimax rotation
Stepwise regression nan
Removal of insignificant variables nan
Reviewed by AR

Abstract

This study investigated the contribution of psychological factors in explaining the choice of transportation mode in six Asian countries. Data were collected from 1118 respondents in Japan, Thailand, China, Vietnam, Indonesia, and the Philippines. The dependent variable was the intention to use one of three modes for work travel after getting a job: car, public transit, or other modes. The explanatory variables were three attitude factors taken from a previous study, including: 1/symbolic affective, reflecting affective motives of travel mode use; 2/instrumental, referring to functional attributes of travel modes; and 3/social orderliness which represents for environmental friendliness, safety, altruism, quietness et cetera. Several logit model estimates were made using the samples from the six countries separately and together. We obtained three main findings. First, attitude variables about the car were all significant determinants for the entire sample from Asian countries. Second, the social orderliness aspect of public transit was a common concern of respondents from developing countries in selecting this mode for work trips. Third, in countries in which the intent to use a car was not very high, attitude factors about the car were found to be significant determinants of the behavioral intention to commute by car but were less significant in countries in which the desire to use a car was high. © 2014 Elsevier Ltd.

Factors

Models

Dependent variable Mode choice-All
Model type multinomial logit
Sample size 1096.0
R2 nan
Adjusted R2
Pseudo R2 (nan) 0.131
AIC nan
BIC nan
Log-likelihood at zero nan
Log-likelihood at constants nan
Log-likelihood at convergence nan
Car
Variable Coefficient p-value
Constant 0.64 0.002
Symbolic affective 0.62 0.0
Instrumental 0.5 0.0
Social orderliness 0.78 0.0
Gender -0.5 0.013
License 0.08 0.675
Car ownership 0.81 0.011
Public Transit
Variable Coefficient p-value
Constant 0.14 0.549
Symbolic affective 0.32 0.021
Instrumental 0.24 0.002
Social orderliness 0.6 0.0
Gender -0.34 0.137
License 0.18 0.368
Car ownership 0.62 0.079
Dependent variable Mode choice-Japanese
Model type multinomial logit
Sample size 400.0
R2 nan
Adjusted R2
Pseudo R2 (nan) 0.061
AIC nan
BIC nan
Log-likelihood at zero nan
Log-likelihood at constants nan
Log-likelihood at convergence nan
Car
Variable Coefficient p-value
Constant -1.76 0.014
Symbolic affective 0.93 0.0
Instrumental 0.81 0.0
Social orderliness 0.19 0.281
Gender 0.51 0.43
License 0.19 0.529
Car ownership -0.03 0.944
Public Transit
Variable Coefficient p-value
Constant 1.21 0.007
Symbolic affective 0.35 0.117
Instrumental 0.34 0.004
Social orderliness 0.16 0.259
Gender -0.72 0.084
License -0.08 0.757
Car ownership 0.32 0.454
Dependent variable Mode choice-Thai
Model type multinomial logit
Sample size 92.0
R2 nan
Adjusted R2
Pseudo R2 (nan) 0.111
AIC nan
BIC nan
Log-likelihood at zero nan
Log-likelihood at constants nan
Log-likelihood at convergence nan
Car
Variable Coefficient p-value
Constant 1.63 0.201
Symbolic affective 0.08 0.897
Instrumental 0.37 0.371
Social orderliness 0.53 0.325
Gender 0.21 0.865
License 1.95 0.074
Car ownership -1.45 0.204
Public Transit
Variable Coefficient p-value
Constant -0.39 0.788
Symbolic affective -1.43 0.045
Instrumental -0.64 0.148
Social orderliness 1.93 0.008
Gender -0.28 0.834
License 0.96 0.444
Car ownership -2.0 0.114
Dependent variable Mode choice-Chinese
Model type multinomial logit
Sample size 100.0
R2 nan
Adjusted R2
Pseudo R2 (nan) 0.153
AIC nan
BIC nan
Log-likelihood at zero nan
Log-likelihood at constants nan
Log-likelihood at convergence nan
Car
Variable Coefficient p-value
Constant 0.4 0.376
Symbolic affective 0.68 0.08
Instrumental 0.84 0.011
Social orderliness 0.76 0.026
Gender -0.42 0.426
Public Transit
Variable Coefficient p-value
Constant 0.45 0.57
Symbolic affective 1.11 0.104
Instrumental 0.25 0.498
Social orderliness 0.79 0.057
Gender -1.26 0.084
Dependent variable Mode choice-Vietnamese
Model type multinomial logit
Sample size 209.0
R2 nan
Adjusted R2
Pseudo R2 (nan) 0.111
AIC nan
BIC nan
Log-likelihood at zero nan
Log-likelihood at constants nan
Log-likelihood at convergence nan
Car
Variable Coefficient p-value
Constant -0.8 0.105
Symbolic affective 0.46 0.098
Instrumental 0.69 0.0
Social orderliness 0.51 0.031
Gender 0.9 0.062
Public Transit
Variable Coefficient p-value
Constant -0.71 0.157
Symbolic affective 0.4 0.213
Instrumental 0.4 0.213
Social orderliness 0.56 0.005
Gender 0.48 0.023
Dependent variable Mode choice-Indonesian
Model type multinomial logit
Sample size 122.0
R2 nan
Adjusted R2
Pseudo R2 (nan) 0.037
AIC nan
BIC nan
Log-likelihood at zero nan
Log-likelihood at constants nan
Log-likelihood at convergence nan
Car
Variable Coefficient p-value
Constant 0.66 0.136
Symbolic affective 0.33 0.305
Instrumental 0.35 0.11
Social orderliness 0.22 0.425
License -0.15 0.727
Public Transit
Variable Coefficient p-value
Constant -1.48 0.042
Symbolic affective -0.58 0.253
Instrumental 0.33 0.365
Social orderliness 1.29 0.023
License -0.15 0.826
Dependent variable Mode choice-Filipinos
Model type multinomial logit
Sample size 172.0
R2 nan
Adjusted R2
Pseudo R2 (nan) 0.034
AIC nan
BIC nan
Log-likelihood at zero nan
Log-likelihood at constants nan
Log-likelihood at convergence nan
Car
Variable Coefficient p-value
Constant 2.73 0.0
Symbolic affective 0.71 0.17
Instrumental 0.65 0.221
Social orderliness -0.13 0.765
Gender -0.79 0.295
License -0.51 0.563
Car ownership -0.12 0.928
Public Transit
Variable Coefficient p-value
Constant 1.32 0.213
Symbolic affective 1.38 0.236
Instrumental 0.3 0.597
Social orderliness 0.21 0.803
Gender -1.05 0.375
License -0.15 0.913
Car ownership 0.36 0.857

The Attitudes and Travel Database is produced with support from the Center for Teaching Old Models New Tricks at Arizona State University, a University Transportation Center sponsored by the US Department of Transportation through Grant No. 69A3551747116.

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