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Abstract

Urban rail investments in megacities aim to reduce congestion and related externalities. This study investigates the impact of Bangkok’s metro expansion on taxi trips using GPS-based data from 2017 to 2019. A rigorous approach to processing and analyzing the extensive traffic data in a difference-in-differences estimation framework shows that the metro expansion decreases taxi trips by approximately 32.2%, compared to areas not served by the metro system. This effect persists for catchment sizes of 300, 500, and 800 meters and increases over time. Bangkok’s 19 new metro stations result in an annual climate benefit of approximately 0.17–0.34 MtCO2-eq yearly or 0.21–0.42% of Thailand’s transport sector emissions. Excluding private vehicle trips from the analysis, this is a conservative estimate of total climate savings. Multi-decadal CO2 emission savings are valued at around $1 billion, supporting the need for climate funding for transit systems in rapidly growing cities in developing countries.

Details

Title
The impact of the Bangkok metro expansion via Big Taxi GPS probe data
Author
Ayaragarnchanakul, Eva 1 ; Klauber, Hannah 2 ; Nachtigall, Florian 3 ; Wagner, Felix 3 ; Hu, Jia-wei 4 ; Creutzig, Felix 5 

 Sustainability Economics of Human Settlements, Technische Universität Berlin, Berlin, Germany (GRID:grid.6734.6) (ISNI:0000 0001 2292 8254); Faculty of Economics, Prince of Songkla University, Songkhla, Thailand (GRID:grid.7130.5) (ISNI:0000 0004 0470 1162) 
 Potsdam Institute for Climate Impact Research, Member of the Leibniz Association, Berlin, Germany (GRID:grid.4556.2) (ISNI:0000 0004 0493 9031) 
 Sustainability Economics of Human Settlements, Technische Universität Berlin, Berlin, Germany (GRID:grid.6734.6) (ISNI:0000 0001 2292 8254); Potsdam Institute for Climate Impact Research, Member of the Leibniz Association, Berlin, Germany (GRID:grid.4556.2) (ISNI:0000 0004 0493 9031) 
 Sustainability Economics of Human Settlements, Technische Universität Berlin, Berlin, Germany (GRID:grid.6734.6) (ISNI:0000 0001 2292 8254) 
 Sustainability Economics of Human Settlements, Technische Universität Berlin, Berlin, Germany (GRID:grid.6734.6) (ISNI:0000 0001 2292 8254); Potsdam Institute for Climate Impact Research, Member of the Leibniz Association, Berlin, Germany (GRID:grid.4556.2) (ISNI:0000 0004 0493 9031); University of Sussex Business School, Jubilee Building, Arts Rd, Bennett Chair of Innovation and Policy Acceleration, Falmer, Brighton BN1 9SL, UK (GRID:grid.12082.39) (ISNI:0000 0004 1936 7590) 
Pages
4
Publication year
2025
Publication date
Dec 2025
Publisher
Nature Publishing Group
e-ISSN
30048664
Source type
Scholarly Journal
Language of publication
English
ProQuest document ID
3225862822
Copyright
Copyright Nature Publishing Group Dec 2025