Research Article

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)
FactorsBExp(B)FactorsBExp(B)

AutomobileAutomobile

Gender=male0.0161.016Gender=male0.0031.003

Gender=femaleGender=female

Bicycle availability=0-0.6830.505Bicycle availability=0-3.6910.025

Bicycle availability=1Bicycle availability=1

Automobile availability=0-5.230.005Automobile availability=0-2.0900.124

Automobile availability=1Automobile availability=1

Travel frequency 1–3 times a week0.6541.923Travel frequency1–3 times a week0.4191.520
4–6 times a week0.7612.1404–6 times a week0.6371.891
7–9 times a week0.0491.0507–9 times a week0.0261.026
>=10 times a week>=10 times a week

Access distance<=0.5 km-2.8510.058Access distance<=0.5 km-0.1850.831
in 0.5–1 km-1.3950.248in 0.5–1 km-0.5700.566
in 1–2 km-0.1520.859in 1–2 km-0.1510.860
>=2 km>=2 km

Intercept-20.0551.95×10−9Intercept-19.8952.29×10−9

Private bicyclePrivate bicycle

Gender=male1.1813.258Gender=male0.7282.071

Gender=femaleGender=female

Bicycle availability=0-2.6660.070Bicycle availability=0-2.3840.092

Bicycle availability=1Bicycle availability=1

Automobile availability=02.0968.134Automobile availability=01.1153.049

Automobile availability=1Automobile availability=1

Travel Frequency 1–3 times a week1.1583.184Travel Frequency1–3 times a week1.2093.350
4–6 times a week1.9266.8624–6 times a week1.3173.732
7–9 times a week-0.7700.4637–9 times a week0.0181.018
>=10 times a week>=10 times a week

Access distance<=0.5 km-1.5540.211Access distance<=0.5 km-1.6620.190
in 0.5–1 km-1.0750.341in 0.5–1 km-1.1890.305
in 1–2 km-0.0790.924in 1–2 km-0.0980.907
>=2 km>=2 km

Intercept-2.0500.129Intercept-0.3050.737

Shared bicycle

Gender=male0.4821.619

Gender=female

Bicycle availability=00.1441.155

Bicycle availability=1

Automobile availability=00.4251.530

Automobile availability=1

Travel Frequency1–3 times a week1.1933.297
4–6 times a week1.3443.834
7–9 times a week0.3231.381
>=10 times a week

Access distance<=0.5 km-0.0800.923
in 0.5–1 km0.5291.697
in 1–2 km1.2363.441
>=2 km

Intercept0.2071.230

Model Significance TestModel Significance Test

-2 log likelihood intercept only404.038-2 log likelihood intercept only603.397

-2 log likelihood final303.698-2 log likelihood final524.799

McFadden R20.400McFadden R20.357

Sig.<0.001Sig.<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.