The Next Stop: Examining the Impact of Transit-Oriented Development on Communities Open Access
Chernoff, Samuel (Spring 2026)
Abstract
This research expands on the prior literature on Transit-Oriented Development (TOD) by aiming to directly quantify and compare the community-level impacts of TOD across multiple cities. Through utilizing a mixed methods approach of a comparative case study of TODs in Atlanta, Denver, and Seattle and difference-in-differences regressions, I aim to quantify TOD’s impact on median household income and transit ridership. This station-level analysis revealed significant variation in both TOD-related governance practices and tangible outcomes across cities. Overall, I found that Denver’s TODs were the most effective, due to their engagement of both private and public sector actors and their correlation with increases in both median household income and ridership levels compared to non-TOD stations in the city. Additionally, in Atlanta, my analysis showed that median household income increased while transit ridership decreased, demonstrating how TOD may both increase existing residents’ access to economic opportunities and attract higher-income residents to previously underserved neighborhoods. While this research provides an intriguing foundation for station and city level analysis of TOD, future work is needed to continue to explore community level outcomes in greater depth and address many of the data quality and availability challenges of performing quantitative TOD research.
Table of Contents
Introduction .......................................................................................................1
Literature Review ................................................................................................2
Evolution of the Transit-Oriented Development Concept .......................................3
Measuring TOD Outcomes and Success ................................................................7
Barriers to TOD and Policy Implications ..............................................................11
Collective Impact: The TOD Implementation Process In Action ............................14
Theory ..............................................................................................................17
Research Design: Comparative Case Study and DiD……………………………..............20
Station Selection and Matching Protocol .............................................................22
Data Sources ......................................................................................................26
Comparative Case Study ................................................................................... 27
Atlanta .................................................................................................. ..........27
Denver .............................................................................................................30
Seattle .............................................................................................................32
Quantitative Analysis ....................................................................................... 35
Propensity Score Matching Results .....................................................................35
Differences-in-Differences Model .......................................................................37
Atlanta Results ..................................................................................................40
Denver Results ..................................................................................................41
Seattle Results ..................................................................................................42
Discussion ........................................................................................................43
Conclusion .......................................................................................................45
Works Cited ......................................................................................................47
Appendix
Table A-1: Variables Used for Propensity Score Matching ...........................................................................56
Table A-2: Variables Used for Economic and Community Development Regressions .....................................57
Table A-3: Variables Used for Neighborhood Structure Regressions .............................................................58
Table A-4: Atlanta Regression Results, Economic and Community Development ..........................................59
Table A-5: Atlanta Regression Results, Neighborhood Structure ..................................................................60
Table A-6: Denver Regression Results, Economic and Community Development ...........................................61
Table A-7: Denver Regression Results, Neighborhood Structure ...................................................................62
Table A-8: Seattle Regression Results, Economic and Community Development ............................................63
Table A-9: Seattle Regression Results, Neighborhood Structure ....................................................................64
Figure A-1: Propensity Score Matching Results for Atlanta ...........................................................................65
Figure A-2: Propensity Score Matching Results for Denver ...........................................................................66
Figure A-3: Propensity Score Matching Results for Seattle ...........................................................................67
Figure A-4: Verification of Parallel Trends for Atlanta Economic and Community Development Regression ….68
Figure A-5: Station-Level Results for Atlanta Economic and Community Development Regression..................68
Figure A-6: Verification of Parallel Trends for Atlanta Neighborhood Structure Regression.............................69
Figure A-7: Station Level Results for Atlanta Neighborhood Structure Regression .........................................69
Figure A-8: Verification of Parallel Trends for Denver Economic and Community Development Regression.....70
Figure A-9: Station Level Results for Denver Economic and Community Development Regression .................70
Figure A-10: Verification of Parallel Trends for Denver Neighborhood Structure Regression..........................71
Figure A-11: Station Level Results for Denver Neighborhood Structure Regression ......................................71
Figure A-12: Verification of Parallel Trends for Seattle Economic and Community Development Regression...72
Figure A-13: Station Level Results for Seattle Economic and Community Development Regression ................72
Figure A-14: Verification of Parallel Trends for Seattle Neighborhood Structure Regression...........................73
Figure A-15: Station Level Results for Seattle Neighborhood Structure Regression .......................................73
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