Vehicle kilometers traveled reduction impacts of Transit-Oriented Development: Evidence from Shanghai City
    Chen, Wu, Chen, and Wang, 2017, in Transportation Research Part D
    doi:10.1016/j.trd.2017.07.006
    
    
    
        
            | Location | 
            Shanghai, China | 
        
        
            | Population | 
            General | 
        
        
            | Sample size | 
            2038 | 
        
        
            | Factor analysis type | 
            exploratory factor analysis, unknown rotation | 
        
        
            | Stepwise regression | 
            no | 
        
        
            | Removal of insignificant variables | 
            yes | 
        
        
            | Reviewed by | 
            MWC | 
        
    
    
        Abstract
        The role of residential self-selection has become a major subject in the debate over the relationships between the built environment and travel behavior. Numerous previous empirical studies on this subject have provided valuable insights into the associations between the built environment and travel behavior. However, the vast majority of the studies were conducted in North American and European cities; yet this research is still in its infancy in most developing countries, including China, where residential and transport choices are likely to be more constrained and travel-related attitudes quite different from those in the developed world. Using the data collected from 2038 residents currently living in TOD neighborhoods and non-TOD neighborhoods in Shanghai City, this paper aims to partly fill the gaps by investigating the causal relationship between the built environment and travel behavior in the Chinese context. More specifically, this paper employs Heckman’s sample selection model to examine the reduction impacts of TOD on personal vehicle kilometers traveled (VKT), controlling for self-selection. The results show that whilst the effects of residential self-selection are apparent; the built environment exhibits the most significant impacts on travel behavior, playing the dominant role. These findings produce a sound basis for local policymakers to better understand the nature and magnitude toward the impacts of the built environment on travel behavior. Providing the government department with reassurance that effective interventions and policies on land use aimed toward altering the built environment would actually lead to meaningful changes in travel behavior.
    
    
Factors
    
    
        
        
            
        
            
        
            
        
            
        
            
        
            
        
    
        
        
            
        
            
        
            
        
            
        
            
        
            
        
    
    Models
    
        
        
            
            
                
                    
                        
                            
                                | Dependent variable | 
                                Daily personal vehicle kilometers traveled | 
                            
                            
                                | Model type | 
                                Heckman sample selection model | 
                            
                            
                                | Sample size | 
                                2038.0 | 
                            
                            
                                
                                    | R2 | 
                                    nan | 
                                
                            
                            
                                
                                    | Adjusted R2 | 
                                     | 
                                
                            
                            
                            
                                
                                    
                                        | 
                                            Pseudo R2
                                            (nan)
                                         | 
                                        nan | 
                                    
                                
                            
                            
                                
                                    | AIC | 
                                    nan | 
                                
                            
                            
                                
                                    | BIC | 
                                    nan | 
                                
                            
                            
                                
                                    
                                        | Log-likelihood at zero | 
                                        nan | 
                                    
                                
                                
                                    
                                        | Log-likelihood at constants | 
                                        nan | 
                                    
                                
                                
                                    
                                        | Log-likelihood at convergence | 
                                        nan | 
                                    
                                
                            
                        
                        
                            
                                
                                    | Selection (probability of living in non-TOD area, binary logit) | 
                                
                                
                                    Variable | 
                                    Coefficient | 
                                    p-value | 
                                
                                
                                    
                                        
                                            | Intercept | 
                                            
                                                1.938
                                                
                                             | 
                                            0 | 
                                        
                                    
                                        
                                            | Age | 
                                            
                                                0.01
                                                
                                             | 
                                            0.028 | 
                                        
                                    
                                        
                                            | Education | 
                                            
                                                -0.095
                                                
                                             | 
                                            0 | 
                                        
                                    
                                        
                                            | Renter | 
                                            
                                                -0.103
                                                
                                             | 
                                            0.047 | 
                                        
                                    
                                        
                                            | Household size | 
                                            
                                                0.274
                                                
                                             | 
                                            0 | 
                                        
                                    
                                        
                                            | Log of household annual income | 
                                            
                                                0.197
                                                
                                             | 
                                            0 | 
                                        
                                    
                                        
                                            | Number of children under 18 in the household | 
                                            
                                                0.062
                                                
                                             | 
                                            0 | 
                                        
                                    
                                        
                                            | Pro alternatives | 
                                            
                                                -0.134
                                                
                                             | 
                                            0.003 | 
                                        
                                    
                                        
                                            | Pro transit | 
                                            
                                                -0.167
                                                
                                             | 
                                            0 | 
                                        
                                    
                                        
                                            | Pro car | 
                                            
                                                0.112
                                                
                                             | 
                                            0.078 | 
                                        
                                    
                                        
                                            | Travel dislike | 
                                            
                                                -0.025
                                                
                                             | 
                                            0.147 | 
                                        
                                    
                                        
                                            | Pro-environmental solutions | 
                                            
                                                -0.087
                                                
                                             | 
                                            0.231 | 
                                        
                                    
                                        
                                            | Safety aware | 
                                            
                                                0.174
                                                
                                             | 
                                            0.104 | 
                                        
                                    
                                        
                                            | Travel accessibility | 
                                            
                                                -0.102
                                                
                                             | 
                                            0 | 
                                        
                                    
                                        
                                            | Facilities accessibility | 
                                            
                                                -0.159
                                                
                                             | 
                                            0.033 | 
                                        
                                    
                                        
                                            | Attractiveness | 
                                            
                                                0.035
                                                
                                             | 
                                            0.121 | 
                                        
                                    
                                        
                                            | Socializing | 
                                            
                                                -0.102
                                                
                                             | 
                                            0.002 | 
                                        
                                    
                                        
                                            | Outdoor spaciousness | 
                                            
                                                0.063
                                                
                                             | 
                                            0.056 | 
                                        
                                    
                                        
                                            | Safety | 
                                            
                                                0.203
                                                
                                             | 
                                            0.34 | 
                                        
                                    
                                
                            
                        
                            
                                
                                    | VKT in TOD areas | 
                                
                                
                                    Variable | 
                                    Coefficient | 
                                    p-value | 
                                
                                
                                    
                                        
                                            | Constant | 
                                            
                                                24.874
                                                
                                             | 
                                            0.026 | 
                                        
                                    
                                        
                                            | Female | 
                                            
                                                -3.051
                                                
                                             | 
                                            0.048 | 
                                        
                                    
                                        
                                            | Renter | 
                                            
                                                -1.225
                                                
                                             | 
                                            0.02 | 
                                        
                                    
                                        
                                            | 1 worker household | 
                                            
                                                1.787
                                                
                                             | 
                                            0.062 | 
                                        
                                    
                                        
                                            | 2 worker household | 
                                            
                                                3.928
                                                
                                             | 
                                            0.052 | 
                                        
                                    
                                        
                                            | 3 or more worker household | 
                                            
                                                4.794
                                                
                                             | 
                                            0 | 
                                        
                                    
                                        
                                            | Employer financial assistance with transit costs | 
                                            
                                                -1.801
                                                
                                             | 
                                            0.049 | 
                                        
                                    
                                        
                                            | Log of household annual income | 
                                            
                                                0.307
                                                
                                             | 
                                            0.5 | 
                                        
                                    
                                        
                                            | Residential density (population/km²) | 
                                            
                                                -1.335
                                                
                                             | 
                                            0.044 | 
                                        
                                    
                                        
                                            | Land use mix | 
                                            
                                                -11.655
                                                
                                             | 
                                            0.051 | 
                                        
                                    
                                        
                                            | Road network density (km/km²) | 
                                            
                                                -0.232
                                                
                                             | 
                                            0.038 | 
                                        
                                    
                                        
                                            | Opportunities to local establishments | 
                                            
                                                -0.094
                                                
                                             | 
                                            0.075 | 
                                        
                                    
                                        
                                            | Proximity to city sub-center (km) | 
                                            
                                                -0.224
                                                
                                             | 
                                            0.015 | 
                                        
                                    
                                        
                                            | Pro alternatives | 
                                            
                                                -5.264
                                                
                                             | 
                                            0.013 | 
                                        
                                    
                                        
                                            | Pro transit | 
                                            
                                                -9.317
                                                
                                             | 
                                            0.045 | 
                                        
                                    
                                        
                                            | Pro car | 
                                            
                                                15.037
                                                
                                             | 
                                            0.005 | 
                                        
                                    
                                        
                                            | Travel dislike | 
                                            
                                                -3.16
                                                
                                             | 
                                            0.038 | 
                                        
                                    
                                        
                                            | Pro-environmental solutions | 
                                            
                                                -1.886
                                                
                                             | 
                                            0.859 | 
                                        
                                    
                                        
                                            | Safety aware | 
                                            
                                                0.805
                                                
                                             | 
                                            0.321 | 
                                        
                                    
                                        
                                            | Selectivity correction factor | 
                                            
                                                -0.035
                                                
                                             | 
                                            0 | 
                                        
                                    
                                
                            
                        
                            
                                
                                    | VKT in non-TOD areas | 
                                
                                
                                    Variable | 
                                    Coefficient | 
                                    p-value | 
                                
                                
                                    
                                        
                                            | Constant | 
                                            
                                                12.446
                                                
                                             | 
                                            0.095 | 
                                        
                                    
                                        
                                            | Female | 
                                            
                                                -2.062
                                                
                                             | 
                                            0.003 | 
                                        
                                    
                                        
                                            | Renter | 
                                            
                                                -0.152
                                                
                                             | 
                                            0.202 | 
                                        
                                    
                                        
                                            | 1 worker household | 
                                            
                                                2.493
                                                
                                             | 
                                            0.021 | 
                                        
                                    
                                        
                                            | 2 worker household | 
                                            
                                                5.272
                                                
                                             | 
                                            0 | 
                                        
                                    
                                        
                                            | 3 or more worker household | 
                                            
                                                5.839
                                                
                                             | 
                                            0 | 
                                        
                                    
                                        
                                            | Employer financial assistance with transit costs | 
                                            
                                                -1.508
                                                
                                             | 
                                            0.041 | 
                                        
                                    
                                        
                                            | Log of household annual income | 
                                            
                                                0.72
                                                
                                             | 
                                            0.526 | 
                                        
                                    
                                        
                                            | Residential density (population/km²) | 
                                            
                                                -1.0
                                                
                                             | 
                                            0.459 | 
                                        
                                    
                                        
                                            | Land use mix | 
                                            
                                                -8.516
                                                
                                             | 
                                            0.031 | 
                                        
                                    
                                        
                                            | Road network density (km/km²) | 
                                            
                                                -0.189
                                                
                                             | 
                                            0.209 | 
                                        
                                    
                                        
                                            | Opportunities to local establishments | 
                                            
                                                -0.293
                                                
                                             | 
                                            0.001 | 
                                        
                                    
                                        
                                            | Proximity to city sub-center (km) | 
                                            
                                                -0.007
                                                
                                             | 
                                            0.966 | 
                                        
                                    
                                        
                                            | Pro alternatives | 
                                            
                                                -2.427
                                                
                                             | 
                                            0.879 | 
                                        
                                    
                                        
                                            | Pro transit | 
                                            
                                                -13.475
                                                
                                             | 
                                            0.005 | 
                                        
                                    
                                        
                                            | Pro car | 
                                            
                                                18.143
                                                
                                             | 
                                            0 | 
                                        
                                    
                                        
                                            | Travel dislike | 
                                            
                                                -9.122
                                                
                                             | 
                                            0.05 | 
                                        
                                    
                                        
                                            | Pro-environmental solutions | 
                                            
                                                -2.427
                                                
                                             | 
                                            0.879 | 
                                        
                                    
                                        
                                            | Safety aware | 
                                            
                                                0.954
                                                
                                             | 
                                            0.534 | 
                                        
                                    
                                        
                                            | Selectivity correction factor | 
                                            
                                                -0.012
                                                
                                             | 
                                            0.004 | 
                                        
                                    
                                
                            
                        
                    
                 
             
         
    
        
        
            
            
                
                    
                        
                            
                                | Dependent variable | 
                                Daily personal vehicle kilometers traveled | 
                            
                            
                                | Model type | 
                                Heckman sample selection model | 
                            
                            
                                | Sample size | 
                                2038.0 | 
                            
                            
                                
                                    | R2 | 
                                    .135 (TOD areas); .149 (non-TOD areas) | 
                                
                            
                            
                                
                                    | Adjusted R2 | 
                                     | 
                                
                            
                            
                            
                                
                                    
                                        | 
                                            Pseudo R2
                                            (nan)
                                         | 
                                        nan | 
                                    
                                
                            
                            
                                
                                    | AIC | 
                                    nan | 
                                
                            
                            
                                
                                    | BIC | 
                                    nan | 
                                
                            
                            
                                
                                    
                                        | Log-likelihood at zero | 
                                        nan | 
                                    
                                
                                
                                    
                                        | Log-likelihood at constants | 
                                        nan | 
                                    
                                
                                
                                    
                                        | Log-likelihood at convergence | 
                                        nan | 
                                    
                                
                            
                        
                        
                            
                                
                                    | Selection (probability of living in non-TOD area, binary logit) | 
                                
                                
                                    Variable | 
                                    Odds_ratio | 
                                    p-value | 
                                
                                
                                    
                                        
                                            | Intercept | 
                                            
                                                1.938
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Age | 
                                            
                                                0.01
                                                
                                             | 
                                            0.721 | 
                                        
                                    
                                        
                                            | Education | 
                                            
                                                -0.095
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Renter | 
                                            
                                                -0.103
                                                
                                             | 
                                            0.029 | 
                                        
                                    
                                        
                                            | Household size | 
                                            
                                                0.274
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Log of household annual income | 
                                            
                                                0.197
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Number of children under 18 in the household | 
                                            
                                                0.062
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Pro alternatives | 
                                            
                                                -0.134
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Pro transit | 
                                            
                                                -0.167
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Pro car | 
                                            
                                                0.112
                                                
                                             | 
                                            0.151 | 
                                        
                                    
                                        
                                            | Travel dislike | 
                                            
                                                -0.025
                                                
                                             | 
                                            0.865 | 
                                        
                                    
                                        
                                            | Pro-environmental solutions | 
                                            
                                                -0.087
                                                
                                             | 
                                            0.706 | 
                                        
                                    
                                        
                                            | Safety aware | 
                                            
                                                0.174
                                                
                                             | 
                                            0.094 | 
                                        
                                    
                                        
                                            | Travel accessibility | 
                                            
                                                -0.102
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Facilities accessibility | 
                                            
                                                -0.159
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Attractiveness | 
                                            
                                                0.035
                                                
                                             | 
                                            0.772 | 
                                        
                                    
                                        
                                            | Socializing | 
                                            
                                                -0.102
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Outdoor spaciousness | 
                                            
                                                0.063
                                                
                                             | 
                                            0.261 | 
                                        
                                    
                                        
                                            | Safety | 
                                            
                                                0.203
                                                
                                             | 
                                            0.551 | 
                                        
                                    
                                
                            
                        
                            
                                
                                    | VKT in TOD areas | 
                                
                                
                                    Variable | 
                                    Odds_ratio | 
                                    p-value | 
                                
                                
                                    
                                        
                                            | Constant | 
                                            
                                                35.258
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Female | 
                                            
                                                -2.329
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Renter | 
                                            
                                                0.22
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | 1 worker household | 
                                            
                                                1.696
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | 2 worker household | 
                                            
                                                3.875
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | 3 or more worker household | 
                                            
                                                4.55
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Employer financial assistance with transit costs | 
                                            
                                                -1.696
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Log of household annual income | 
                                            
                                                0.338
                                                
                                             | 
                                            0.457 | 
                                        
                                    
                                        
                                            | Number of motor vehicles available in the household | 
                                            
                                                12.305
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Residential density (population/km²) | 
                                            
                                                -0.158
                                                
                                             | 
                                            0.766 | 
                                        
                                    
                                        
                                            | Land use mix | 
                                            
                                                -7.042
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Road network density (km/km²) | 
                                            
                                                -0.007
                                                
                                             | 
                                            0.994 | 
                                        
                                    
                                        
                                            | Opportunities to local establishments | 
                                            
                                                -0.32
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Proximity to city sub-center (km) | 
                                            
                                                -0.109
                                                
                                             | 
                                            0.819 | 
                                        
                                    
                                        
                                            | Pro alternatives | 
                                            
                                                -6.808
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Pro transit | 
                                            
                                                -11.769
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Pro car | 
                                            
                                                10.888
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Travel dislike | 
                                            
                                                -3.203
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Pro-environmental solutions | 
                                            
                                                -1.989
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Safety aware | 
                                            
                                                1.704
                                                
                                             | 
                                            0.051 | 
                                        
                                    
                                        
                                            | Selectivity correction factor | 
                                            
                                                -0.046
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                
                            
                        
                            
                                
                                    | VKT in non-TOD areas | 
                                
                                
                                    Variable | 
                                    Odds_ratio | 
                                    p-value | 
                                
                                
                                    
                                        
                                            | Constant | 
                                            
                                                26.621
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Female | 
                                            
                                                -1.485
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Renter | 
                                            
                                                -0.223
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | 1 worker household | 
                                            
                                                2.902
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | 2 worker household | 
                                            
                                                5.088
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | 3 or more worker household | 
                                            
                                                5.386
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Employer financial assistance with transit costs | 
                                            
                                                -1.517
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Log of household annual income | 
                                            
                                                2.777
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Number of motor vehicles available in the household | 
                                            
                                                14.004
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Residential density (population/km²) | 
                                            
                                                -1.012
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Land use mix | 
                                            
                                                -9.843
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Road network density (km/km²) | 
                                            
                                                -0.001
                                                
                                             | 
                                            0.999 | 
                                        
                                    
                                        
                                            | Opportunities to local establishments | 
                                            
                                                -0.275
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Proximity to city sub-center (km) | 
                                            
                                                -0.57
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Pro alternatives | 
                                            
                                                -2.42
                                                
                                             | 
                                            0.006 | 
                                        
                                    
                                        
                                            | Pro transit | 
                                            
                                                12.399
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Pro car | 
                                            
                                                15.849
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Travel dislike | 
                                            
                                                -12.66
                                                
                                             | 
                                            0.0 | 
                                        
                                    
                                        
                                            | Pro-environmental solutions | 
                                            
                                                -0.454
                                                
                                             | 
                                            0.552 | 
                                        
                                    
                                        
                                            | Safety aware | 
                                            
                                                1.207
                                                
                                             | 
                                            0.198 | 
                                        
                                    
                                        
                                            | Selectivity correction factor | 
                                            
                                                -0.027
                                                
                                             | 
                                            0.427 |