Research Article

The Impacts of the Multiscale Built Environment on Commuting Mode Choice: Spatial Heterogeneity, Moderating Effects, and Implications for Demand Estimation

Table 2

Descriptive statistics of the variables.

VariableDescriptionMeanStandard deviationPercentage (%)

Commuting mode
NonmotorizedIncluding walking and cycling46.3%
Public transitIncluding bus and metro15.4%
OthersIncluding private car and taxi38.3%

City level variables
GDPln (GDP), in billion yuan7.951.34
Urbanization rateUrbanization rate <50%33.32%
50 ≤urbanization rate <75%41.64%
75 ≤urbanization rate25.04%
City population densityCity population divided by city area, in 10,000 persons/km20.110.12
Number of public transportation vehiclesNumber of public transportation vehicles per 10,000 persons in the city10.056.45
Metro operating mileageMetro operating mileage = 0 km63.09%
0 < metro operating mileage ≤100 km20.31%
Metro operating mileage >100 km16.60%
Road area per capitaThe area of paved roads divided by city population, in m2/person17.397.46

Neighborhood level variables
Neighborhood population densityNeighborhood population density <1000 persons/km237.01%
1000 ≤neighborhood population density <5000 persons/km221.51%
5000 ≤neighborhood population density <10 000 persons/km214.65%
Neighborhood population density ≥10000 persons/km226.83%
DiversityThe sum of 6 categories destinations, ranges from 1 to 64.061.61
Green coverageNeighborhood average green coverage rate45.4626.77
Air qualityAir quality in the neighborhood is good84.07%
Air quality in the neighborhood is not good15.93%
Distance to district centreDistance to nearest district administrative centre, in km17.3228.53
Neighborhood locationNeighborhood located in the urban area35.03%
Neighborhood located in the suburban area64.97%

Individual level variables
GenderMale54.92%
Female45.08%
AgeAge of respondents in years42.7712.02
Hukou typeaLocal hukou83.18%
Nonlocal hukou16.82%
IncomeRespondent’s annual income, in 10 thousand yuan4.237.08
Car ownershipNumber of household private cars >032.33%
Number of household private cars = 067.67%
Separation of workplace and residenceWorkplace and residence not in the same area93.96%
Workplace and residence in the same area6.04%
Commuting timeAverage one-way daily commuting time, in minutes38.4339.15

aHukou type is a typical registration system in China, and it has a direct impact on state’s welfare and purchase qualifications of housing and vehicles.