Research Article

Research on Nonlinear Associations and Interactions for Short-Distance Travel Mode Choice of Car Users

Table 7

MNL model estimation results.

Mode (automobile)BicycleWalk
Coef. > |Z|Coef. > |Z|

Constant2.680.000.580.60

Travel information
Travel distance−0.630.00−1.270.00

Trip purpose (other)
Commute−0.360.09−0.420.15
Entertainment−0.070.740.080.78
Official business−0.640.02−1.010.01

Built environment
Bus stop0.050.000.100.00
Bus route−0.010.34−0.010.63
Subway distance−0.050.33−0.200.02
CBD distance−0.020.110.010.42
Road density0.020.470.100.03
Intersection density0.050.07−0.010.76
Bus distance−0.630.001.770.06
Land use mix−0.730.340.800.30

Demographic characteristics
Travel cost (above 40 RMB)
Below 10 RMB0.540.030.960.01
10–40 RMB−0.040.830.540.08

Age (61–70 years old)
18–30 years old−1.500.00−1.430.02
31–40 years old−1.280.00−1.300.03
41–50 years old−1.040.01−0.850.16
51–60 years old−1.620.00−1.760.00

Car use (used primarily by family)
Totally at my disposal−0.640.00−0.240.36
Used primarily by me−0.980.000.020.93

Occupation (other)
Self-employed−0.620.03−0.390.29
Employed−0.750.00−0.370.19
Retirement−0.370.22−0.130.78

Education (highly)
Low−0.570.030.830.01
Medium−0.180.360.290.28

Income (above 200,000 RMB)
Below 50,000 RMB0.600.030.450.24
50,000–200,000 RMB0.540.010.820.00
Male (female)0.110.49−0.920.00
Pseudo R2 = 0.33
LR chi2 = 579.15

Note: significance at the 10% level; significance at the 5% level. The contents in parentheses are the reference group.