How Have Travelers Changed Mode Choices for First/Last Mile Trips after the Introduction of Bicycle-Sharing Systems: An Empirical Study in Beijing, China
Table 2
Regression results of choice preferences for first/last mile trips.
Travel Choice for First/Last Mile Trips (Before)
Travel Choice for First/Last Mile Trips (After)
Factors
B
Exp(B)
Factors
B
Exp(B)
Automobile
Automobile
Gender=male
0.016
1.016
Gender=male
0.003
1.003
Gender=female
Gender=female
Bicycle availability=0
-0.683
0.505
Bicycle availability=0
-3.691
0.025
Bicycle availability=1
Bicycle availability=1
Automobile availability=0
-5.23
0.005
Automobile availability=0
-2.090
0.124
Automobile availability=1
Automobile availability=1
Travel frequency
1–3 times a week
0.654
1.923
Travel frequency
1–3 times a week
0.419
1.520
4–6 times a week
0.761
2.140
4–6 times a week
0.637
1.891
7–9 times a week
0.049
1.050
7–9 times a week
0.026
1.026
>=10 times a week
>=10 times a week
Access distance
<=0.5 km
-2.851
0.058
Access distance
<=0.5 km
-0.185
0.831
in 0.5–1 km
-1.395
0.248
in 0.5–1 km
-0.570
0.566
in 1–2 km
-0.152
0.859
in 1–2 km
-0.151
0.860
>=2 km
>=2 km
Intercept
-20.055
1.95×10−9
Intercept
-19.895
2.29×10−9
Private bicycle
Private bicycle
Gender=male
1.181
3.258
Gender=male
0.728
2.071
Gender=female
Gender=female
Bicycle availability=0
-2.666
0.070
Bicycle availability=0
-2.384
0.092
Bicycle availability=1
Bicycle availability=1
Automobile availability=0
2.096
8.134
Automobile availability=0
1.115
3.049
Automobile availability=1
Automobile availability=1
Travel Frequency
1–3 times a week
1.158
3.184
Travel Frequency
1–3 times a week
1.209
3.350
4–6 times a week
1.926
6.862
4–6 times a week
1.317
3.732
7–9 times a week
-0.770
0.463
7–9 times a week
0.018
1.018
>=10 times a week
>=10 times a week
Access distance
<=0.5 km
-1.554
0.211
Access distance
<=0.5 km
-1.662
0.190
in 0.5–1 km
-1.075
0.341
in 0.5–1 km
-1.189
0.305
in 1–2 km
-0.079
0.924
in 1–2 km
-0.098
0.907
>=2 km
>=2 km
Intercept
-2.050
0.129
Intercept
-0.305
0.737
Shared bicycle
Gender=male
0.482
1.619
Gender=female
Bicycle availability=0
0.144
1.155
Bicycle availability=1
Automobile availability=0
0.425
1.530
Automobile availability=1
Travel Frequency
1–3 times a week
1.193
3.297
4–6 times a week
1.344
3.834
7–9 times a week
0.323
1.381
>=10 times a week
Access distance
<=0.5 km
-0.080
0.923
in 0.5–1 km
0.529
1.697
in 1–2 km
1.236
3.441
>=2 km
Intercept
0.207
1.230
Model Significance Test
Model Significance Test
-2 log likelihood intercept only
404.038
-2 log likelihood intercept only
603.397
-2 log likelihood final
303.698
-2 log likelihood final
524.799
McFadden R2
0.400
McFadden R2
0.357
Sig.
<0.001
Sig.
<0.001
The reference mode is walking. This parameter is set to zero because it is redundant. Bicycle/Automobile availability=0 and 1 represents that there is no and at least one private bicycle/automobile available, respectively. indicates p<0.05. indicates p<0.01. indicates p<0.001.