Analysis of Supply Gap in Public Transit Considering Differences with Ride-Hailing

Public transit (PT) has always been essential to urban mobility. Although numerous metrics and assessments have been established for evaluating PT, they have focused solely on internal aspects of PT. However, PT systems do not operate independently, they face competition from multiple modes, resulting in a decrease in PT ridership. Therefore, external metrics are needed to capture the development level and appeal to passengers. This study proposed a framework to evaluate PT supply gap by using the travel attributes difference between ride-hailing (RH) and PT as external metrics. Taking Xi’an as the case study, the traffic analysis zones (TAZs) were segmented utilizing K-means clustering and multiple Thiessen polygons, and the PT supply score was determined by the independent weight–technique for order preference by similarity to ideal solution (TOPSIS) model. Furthermore, the PT supply gap was obtained by integrating the PT demand data. By analyzing the relationship between RH-PT differences and PT supply, we set external standards for evaluating PT development. The findings show a spatial pattern in the distribution of evaluation metrics, with the inner-city regions excelling the outer ones, and the western sections outperforming the eastern ones. The regions displaying lower PT supply scores are predominantly located in the city’s eastern outskirts. The PT supply gap is distributed both in the core and outskirts of the city, with walking distance being the primary contributing factor. The evaluation methods and external standards proposed by the study complement the existing evaluation system and support transportation managers in enhancing the attractiveness of PT.

Authors

Institutions

Publication Details

Journal
Transportation Research Record Journal of the Transportation Research Board
Published
2025-04-24
DOI
https://doi.org/10.1177/03611981251322457
Primary Topic
Transportation and Mobility Innovations
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Analysis of Supply Gap in Public Transit Considering Differences with Ride-Hailing

Yajuan Deng, Liangbin Cui, Shengxuan Ding, Yichen Liang
Transportation Research Record Journal of the Transportation Research Board
Transportation and Mobility Innovations
article

Analysis of Supply Gap in Public Transit Considering Differences with Ride-Hailing

Yajuan Deng, Liangbin Cui, Shengxuan Ding, Yichen Liang
article en

Abstract

Public transit (PT) has always been essential to urban mobility. Although numerous metrics and assessments have been established for evaluating PT, they have focused solely on internal aspects of PT. However, PT systems do not operate independently, they face competition from multiple modes, resulting in a decrease in PT ridership. Therefore, external metrics are needed to capture the development level and appeal to passengers. This study proposed a framework to evaluate PT supply gap by using the travel attributes difference between ride-hailing (RH) and PT as external metrics. Taking Xi’an as the case study, the traffic analysis zones (TAZs) were segmented utilizing K-means clustering and multiple Thiessen polygons, and the PT supply score was determined by the independent weight–technique for order preference by similarity to ideal solution (TOPSIS) model. Furthermore, the PT supply gap was obtained by integrating the PT demand data. By analyzing the relationship between RH-PT differences and PT supply, we set external standards for evaluating PT development. The findings show a spatial pattern in the distribution of evaluation metrics, with the inner-city regions excelling the outer ones, and the western sections outperforming the eastern ones. The regions displaying lower PT supply scores are predominantly located in the city’s eastern outskirts. The PT supply gap is distributed both in the core and outskirts of the city, with walking distance being the primary contributing factor. The evaluation methods and external standards proposed by the study complement the existing evaluation system and support transportation managers in enhancing the attractiveness of PT.

Transportation Research Record Journal of the Transportation Research BoardVol. 2679(6)
Chang'an University (CN)
National Natural Science Foundation of China, Fundamental Research Funds for the Central Universities, Key Research and Development Projects of Shaanxi Province
Sustainable cities and communities
Openalex Percentile: Top 92%
Transportation and Mobility Innovations
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.