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) | Bicycle | Walk | Coef. | > |Z| | Coef. | > |Z| |
| Constant | 2.68 | 0.00 | 0.58 | 0.60 |
| Travel information | Travel distance | −0.63 | 0.00 | −1.27 | 0.00 |
| Trip purpose (other) | Commute | −0.36 | 0.09 | −0.42 | 0.15 | Entertainment | −0.07 | 0.74 | 0.08 | 0.78 | Official business | −0.64 | 0.02 | −1.01 | 0.01 |
| Built environment | Bus stop | 0.05 | 0.00 | 0.10 | 0.00 | Bus route | −0.01 | 0.34 | −0.01 | 0.63 | Subway distance | −0.05 | 0.33 | −0.20 | 0.02 | CBD distance | −0.02 | 0.11 | 0.01 | 0.42 | Road density | 0.02 | 0.47 | 0.10 | 0.03 | Intersection density | 0.05 | 0.07 | −0.01 | 0.76 | Bus distance | −0.63 | 0.00 | 1.77 | 0.06 | Land use mix | −0.73 | 0.34 | 0.80 | 0.30 |
| Demographic characteristics | Travel cost (above 40 RMB) | Below 10 RMB | 0.54 | 0.03 | 0.96 | 0.01 | 10–40 RMB | −0.04 | 0.83 | 0.54 | 0.08 |
| Age (61–70 years old) | 18–30 years old | −1.50 | 0.00 | −1.43 | 0.02 | 31–40 years old | −1.28 | 0.00 | −1.30 | 0.03 | 41–50 years old | −1.04 | 0.01 | −0.85 | 0.16 | 51–60 years old | −1.62 | 0.00 | −1.76 | 0.00 |
| Car use (used primarily by family) | Totally at my disposal | −0.64 | 0.00 | −0.24 | 0.36 | Used primarily by me | −0.98 | 0.00 | 0.02 | 0.93 |
| Occupation (other) | Self-employed | −0.62 | 0.03 | −0.39 | 0.29 | Employed | −0.75 | 0.00 | −0.37 | 0.19 | Retirement | −0.37 | 0.22 | −0.13 | 0.78 |
| Education (highly) | Low | −0.57 | 0.03 | 0.83 | 0.01 | Medium | −0.18 | 0.36 | 0.29 | 0.28 |
| Income (above 200,000 RMB) | Below 50,000 RMB | 0.60 | 0.03 | 0.45 | 0.24 | 50,000–200,000 RMB | 0.54 | 0.01 | 0.82 | 0.00 | Male (female) | 0.11 | 0.49 | −0.92 | 0.00 | Pseudo R2 = 0.33 LR chi2 = 579.15 |
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Note: significance at the 10% level; significance at the 5% level. The contents in parentheses are the reference group. |