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Cornell University

The Effects of Pollution on Travel Mode Choice

Abstract

dc:description.abstract

For my Masters thesis, I analyze how air pollution affects travel mode decisions in China using a large and detailed hourly household-level data set on hourly household-level travel mode decisions in Beijing; and hourly air pollution, weather, wind speed, and wind direction in and around Beijing. I use machine learning, LASSO regressions, and atmospheric chemistry to select and construct instruments for air pollution to address its endogeneity. My selected instruments for air pollution include wind speeds at high altitude that disperse pollution and wind blowing from upwind industrial areas towards Beijing that may increase pollution. I compare the effects of air pollution on travel mode before and after China launched a nation-wide, real-time air quality monitoring and disclosure program. According to the results of my IV regressions for 2010, prior to the reform, air pollution makes people less likely to walk; and more likely to bicycle, take bus, take car, take subway, and take other modes of transport; and air pollution decreases both the number and share of household members in each household who took at least 1 trip that hour. In contrast, in 2014, after the reform, air pollution makes people more likely to walk and take a taxi; and less likely to bicycle, take bus, take car, take subway, and take other modes of transport; and air pollution increases the number of members in household who took at least 1 trip that hour.

Degree

thesis:*
Name thesis:degree_name
M.S., Applied Economics and Management
Level thesis:degree_level
Master of Science
Discipline thesis:degree_discipline
Applied Economics and Management
Grantor
Cornell University
Year dc:date.issued
2019

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Li, Dingyi
Committee member dc:contributor.committeemember
  • Li, Shanjun

Subjects

dc:subject × 1

Rights

Language dc:language.iso
en_US

Identifiers

dc:identifier.*
Dc Identifier Other
ProQuest Submission ID: 10636
ProQuest Publication ID: 22584803
OAI identifier oai:identifier
oai:ecommons.cornell.edu:1813/67516

Chain of custody

source
Harvested from
Cornell University
Base URL
ecommons.cornell.edu/server/oai/request
Last updated
2026-07-24
Source record
OAI-PMH GetRecord
citation

Li, Dingyi. The Effects of Pollution on Travel Mode Choice. Master of Science thesis, Cornell University, 2019. https://hdl.handle.net/1813/67516