Open Access. Powered by Scholars. Published by Universities.®
- Institution
-
- Portland State University (670)
- San Jose State University (39)
- University of Nevada, Las Vegas (22)
- University of South Florida (13)
- University of Nebraska - Lincoln (9)
-
- University of New Orleans (9)
- City University of New York (CUNY) (8)
- Singapore Management University (7)
- Touro University Jacob D. Fuchsberg Law Center (7)
- California Polytechnic State University, San Luis Obispo (6)
- Claremont Colleges (6)
- Virginia Commonwealth University (6)
- SIT Graduate Institute/SIT Study Abroad (4)
- University of Denver (4)
- University of New Mexico (4)
- University of Texas at El Paso (4)
- Western Kentucky University (4)
- Macalester College (3)
- California State University, San Bernardino (2)
- Clemson University (2)
- Embry-Riddle Aeronautical University (2)
- Gettysburg College (2)
- LSU New Orleans (2)
- Purdue University (2)
- The University of San Francisco (2)
- University of Colorado Law School (2)
- University of Michigan Law School (2)
- University of Mississippi (2)
- University of North Florida (2)
- University of Southern Maine (2)
- Keyword
-
- Transportation -- Planning (104)
- Urban transportation (47)
- Transportation (38)
- Transportation and state (28)
- Transit-oriented development (27)
-
- Transportation -- Oregon -- Planning (26)
- Intelligent transportation systems (24)
- Bicycle commuting (23)
- Transportation -- Oregon -- Portland -- Planning (23)
- Geographic information systems (21)
- Transportation planning (21)
- Travel time (Traffic engineering) (21)
- Urban transportation -- Planning (21)
- Transportation -- Planning -- Oregon (20)
- City planning (18)
- Transportation -- Data processing (18)
- Transportation -- United States -- Planning (16)
- Tri-County Metropolitan Transportation District of Oregon (16)
- City planning -- Oregon -- Portland (15)
- Traffic safety (15)
- Transportation -- Planning -- Statistical methods (15)
- Urban transportation policy (15)
- Traffic engineering (14)
- Transportation -- Oregon -- Portland Metropolitan Area -- Planning (14)
- Transportation -- Social aspects (13)
- Land use -- Planning (12)
- Transportation demand management (12)
- Cycling -- Route choice (11)
- Equity (11)
- Walking (11)
- Publication Year
- Publication
-
- PSU Transportation Seminars (197)
- TREC Final Reports (159)
- Center for Urban Studies Publications and Reports (85)
- TREC Project Briefs (59)
- TREC Webinar Series (42)
-
- Urban Studies and Planning Faculty Publications and Presentations (40)
- Mineta Transportation Institute (29)
- TriMet Collection (18)
- Electrical & Computer Engineering Faculty Research (12)
- Master of Urban and Regional Planning Workshop Projects (11)
- Journal of Public Transportation (10)
- Dissertations and Theses (9)
- Civil and Environmental Engineering Faculty Publications and Presentations (8)
- TREC Datasets and Databases (8)
- UNOTI Publications (8)
- Faculty Publications, Urban and Regional Planning (7)
- Metro Collection (7)
- Scholarly Works (7)
- UNLV Theses, Dissertations, Professional Papers, and Capstones (5)
- Urban Design Workshop (5)
- City Club of Portland (4)
- Electronic Theses and Dissertations (4)
- Independent Study Project (ISP) Collection (4)
- Open Access Theses & Dissertations (4)
- Portland Regional Planning History (4)
- Research Collection College of Integrative Studies (4)
- Theses and Dissertations (4)
- Dissertations, Theses, and Capstone Projects (3)
- Himalayan Research Papers Archive (3)
- Master's Theses (3)
- Publication Type
- File Type
Articles 421 - 450 of 886
Full-Text Articles in Urban Studies and Planning
Evaluating The Distributional Effects Of Regional Transportation Plans And Projects, Kristine Williams, Aaron Golub
Evaluating The Distributional Effects Of Regional Transportation Plans And Projects, Kristine Williams, Aaron Golub
TREC Final Reports
Metropolitan planning organizations (MPOs) have long been required to consider the equity implications of their regional transportation plans and processes. Funded by the National Institute for Transportation and Communities, this research aims to provide additional guidance to MPOs on how to evaluate distributional equity in regional plans and projects. The report begins with an overview of federal requirements related to equity in transportation planning. We then synthesize contemporary methods for measuring transportation equity and the distributional effects of plans and projects from a review of the literature and MPO plans and studies. The report concludes with exploratory case studies of …
Urbanism Next: How Technology Is Changing Our City, Nico Larco
Urbanism Next: How Technology Is Changing Our City, Nico Larco
PSU Transportation Seminars
Advances in technology such as the advent of autonomous vehicles (AV’s), the rise of E-commerce, and the proliferation of the sharing economy are having profound effects not only on how we live, move, and spend our time in cities, but also increasingly on urban form and development itself. These new technologies are changing the ease of transport, the role of transit, and the places we spend our time. These changes will have profound effects on cities including large shifts in land use, changes in street design, a potential reduction on the need for parking, a shift on where we choose …
Transportation Cost Index: A Comprehensive Performance Measure For Transportation And Land Use Systems And Its Application In Or, Fl, And Ut, Liming Wang, Jenny H. Liu
Transportation Cost Index: A Comprehensive Performance Measure For Transportation And Land Use Systems And Its Application In Or, Fl, And Ut, Liming Wang, Jenny H. Liu
TREC Final Reports
MAP-21 and state laws are placing increasing emphasis on using comprehensive transportation performance measures that include mobility, safety, economy, livability, equity, and environmental to guide transportation decision-making. One of the toughest challenges keeping DOTs and MPOs from adopting comprehensive measures in the decision process is the lack of performance measures allowing consistent comparison of multimodal performance over time and across geographic areas. This project advances a transportation cost index (TCI) initially proposed by Oregon DOT from a proof-of-concept stage to implementation and operational use at the state, MPO, and community levels. After pilot tests and early adoption in Oregon, we …
Dynamic Assignment Models And Their Application In The Portland Metro Region, Peter G. Bosa
Dynamic Assignment Models And Their Application In The Portland Metro Region, Peter G. Bosa
PSU Transportation Seminars
Metro's Research and Modeling Services Program is responsible for the development, maintenance, and application of travel demand models for application in long-range planning efforts in the Portland metropolitan region.
Representation of traffic—both vehicular and transit—plays an integral role in the travel demand modeling process. Complex software is required to assign vehicles and transit users to transportation networks to determine viable options available to travelers, costs associated with those options, and sets of routes by which travelers might navigate their trips.
Metro's current static assignment model has traditionally sufficed for use with Metro's four-step travel demand model. However, static assignments have …
Metropolitan Centers Mean Smart Growth, Richard D. Margerum, Rebecca Lewis, Keith Bartholomew
Metropolitan Centers Mean Smart Growth, Richard D. Margerum, Rebecca Lewis, Keith Bartholomew
TREC Project Briefs
In this study, a multidisciplinary team from the University of Oregon and the University of Utah examined regional metropolitan center programs and policies in the Salt Lake City and Denver regions. The goal of the study was to examine this topic on two levels. First, to learn how and why local governments have adopted the concepts of metropolitan centers over time and the related supporting and constraining factors. Second, to understand how demographics, land use, and transportation choices have changed over time in the designated centers.
Making Every Mode Count In Washington State, Krista Nordback
Making Every Mode Count In Washington State, Krista Nordback
TREC Project Briefs
A NITC report by Krista Nordback of Portland State University offers a step toward establishing a performance metric by which statewide progress with respect to bicycling and walking can be evaluated. The Washington State Pedestrian and Bicycle Miles Traveled Project discusses the relative merits of three different methods which can be used to compute bicycle miles traveled (BMT) and pedestrian miles traveled (PMT).
Metropolitan Centers: Evaluating Local Implementation Of Regional Plans And Policies, Richard D. Margerum, Keith Bartholomew, Rebecca Lewis, Robert Parker, Stephen Dobrinich
Metropolitan Centers: Evaluating Local Implementation Of Regional Plans And Policies, Richard D. Margerum, Keith Bartholomew, Rebecca Lewis, Robert Parker, Stephen Dobrinich
TREC Final Reports
The Denver and Salt Lake City Metropolitan Planning Organizations (MPOs) have embarked upon regional visioning strategies that promote development around higher density, mixed use centers with current or future access to transit. This study examines the programs and policies in the Salt Lake City and Denver regions to examine regional vision influence on local planning and the opportunities and constraints facing centers. The research team analyzed local plans over the past several decades, interviewed planners, and examined demographic, land use and transportation characteristics in select centers across the region. We found that the regional vision had a moderate influence on …
Modeling And Analyzing The Impact Of Advanced Technologies On Livability And Multimodal Transportation Performance Measures In Arterial Corridors: Phase 2, Miguel A. Figliozzi, Chawalit Tipagornwong
Modeling And Analyzing The Impact Of Advanced Technologies On Livability And Multimodal Transportation Performance Measures In Arterial Corridors: Phase 2, Miguel A. Figliozzi, Chawalit Tipagornwong
TREC Final Reports
Transportation corridors are complex systems. Tradeoffs, particularly in terms of traffic mobility, transit performance, accessibility and pedestrian interactions, are not well understood.When the focus is on motorized vehicle mobility and throughput, high traffic or vehicle speeds are desirable because at high speeds more vehicles can flow per unit of time and roadway section. However, high traffic/vehicles speeds are not desirable for pedestrians who have to cross urban arterials. In particular, pedestrians can be highly vulnerable at unsignalized, marked crosswalks where pedestrians have the right of way but where drivers’ yield rates are significantly lower than at signalized intersections. Pedestrians are …
Access To Taxicabs For Unbanked Households: An Exploratory Analysis In New York City, David A. King, Juan Francisco Saldarriaga
Access To Taxicabs For Unbanked Households: An Exploratory Analysis In New York City, David A. King, Juan Francisco Saldarriaga
Journal of Public Transportation
Taxicabs are critical complements to public transit systems. In New York City, ubiquitous yellow cabs are as iconic as the city’s subway system, and the city recently added green taxicabs to improve taxi service in areas outside of the Central Business Districts and airports. In this paper, we used multiple datasets to explore taxicab fare payments by neighborhood and examine how paid taxicab fares are associated with use of conventional banking services. There are clear spatial dimensions of the propensity of riders to pay cash, and we found that both immigrant status and being “unbanked” are strong predictors of cash …
Measuring The Accuracy Of Bus Rapid Transit Forecasts, John Perry
Measuring The Accuracy Of Bus Rapid Transit Forecasts, John Perry
Journal of Public Transportation
The research of Dr. Bent Flyvbjerg in the 1990s and early 2000s showed that urban rail projects often cost more than estimated and carried fewer riders than projected, a troubling trend suggesting that the forecasts for urban rail projects were too optimistic in terms of cost and ridership. Inspired by that research, this analysis seeks to extend that framework to analyze Bus Rapid Transit (BRT). A study of forecast vs. actual costs and ridership was conducted for 19 BRT projects in the United States. From this, it was found that the cost projections for these projects tended to be quite …
The Causal Effect Of Bus Rapid Transit On Changes In Transit Ridership, Orion T. Stewart, Anne Vernez Moudon, Brian E. Saelens
The Causal Effect Of Bus Rapid Transit On Changes In Transit Ridership, Orion T. Stewart, Anne Vernez Moudon, Brian E. Saelens
Journal of Public Transportation
Numerous studies have reported ridership increases along routes when Bus rapid transit (BRT) replaces conventional bus service, but these increases could be due simply to broader temporal trends in transit ridership. To address this limitation, we compared changes in ridership among routes where BRT was implemented to routes where BRT was planned or already existed in King County, Washington. Ridership was measured at 2010, 2013, and 2014. Ridership increased by 35% along routes where BRT was implemented from 2010 to 2013 compared to routes that maintained conventional bus service. Ridership increased by 29% along routes where BRT was implemented from …
Estimating Walking And Bicycling At The State Level, Krista Nordback, Mike Sellinger, Taylor Phillips
Estimating Walking And Bicycling At The State Level, Krista Nordback, Mike Sellinger, Taylor Phillips
TREC Final Reports
Estimates of vehicle miles traveled (VMT) drive policy and planning decisions for surface transportation. No similar metric is computed for cycling and walking. What approaches could be used to compute such a metric on the state level? This report discusses three such approaches, identifies the advantages and disadvantages of each, and applies them to Washington State. The first approach employs travel survey data. The second approach is sample-based using pedestrian and bicycle count data. The third approach is an aggregate demand model approach using demographic data combined with count data. Due to data limitations, none of these methods could be …
A Model For Better Crosswalk Safety, Miguel Figliozzi
A Model For Better Crosswalk Safety, Miguel Figliozzi
TREC Project Briefs
NITC researchers from Portland State University developed models to find what factors affected vehicles’ compliance with pedestrian safety laws.
The results suggest that treatments discouraging accelerating toward a crosswalk could help increase pedestrian safety.
Exploring The Positive Utility Of Travel And Mode Choice, Patrick Allen Singleton
Exploring The Positive Utility Of Travel And Mode Choice, Patrick Allen Singleton
PSU Transportation Seminars
Why do people travel? We traditionally assume traveling is a means to an end, travel demand is derived (from the demand for activities), and travel time is to be minimized. Recently, scholars have questioned these axioms, noting that some people may like to travel, use travel time productively, enjoy the experience of traveling, or travel for non-utilitarian reasons. The idea that travel can provide benefits and may be motivated by factors beyond reaching activity destinations is known as “the positive utility of travel” or PUT.
This study presents a conceptual and empirical look at the positive utility of travel and …
Improving Trip Data For Livable Communities, Kelly Clifton
Improving Trip Data For Livable Communities, Kelly Clifton
TREC Project Briefs
NITC researchers work to refine a framework for trip generation that includes people walking, biking and riding transit.
Could E-Bikes Spur A New Wave Of Biking In America?, John Macarthur
Could E-Bikes Spur A New Wave Of Biking In America?, John Macarthur
TREC Project Briefs
In this NITC study, researchers provided participants with electric bicycles to use for a ten-week trial period and surveyed them about the experience.
Evaluation Of An Electric Bike Pilot Project At Three Employment Campuses In Portland, Oregon, John Macarthur, Nicholas Kobel, Jennifer Dill, Zakari Mumuni
Evaluation Of An Electric Bike Pilot Project At Three Employment Campuses In Portland, Oregon, John Macarthur, Nicholas Kobel, Jennifer Dill, Zakari Mumuni
TREC Final Reports
Oregon, and Portland in particular, is internationally known for its love for bikes. Not only does the region have some of the highest bike ridership but the Oregon bike manufacturing industry is quickly growing. Oregon’s electric bike (e-bike) market is also growing but little data are available on the potential market and e-bike user behavior and interest. Only a limited amount of research has explored the potential new market segments for e-bikes and the economic, operational, safety, and transportation issues surrounding e-bikes in the United States. This report examines the results of an electric bike (e-bike) pilot project, which took …
Improving Trip Generation Methods For Livable Communities, Kelly J. Clifton, Nico Larco, Kristina Marie Currans, Jael Wettach-Glosser
Improving Trip Generation Methods For Livable Communities, Kelly J. Clifton, Nico Larco, Kristina Marie Currans, Jael Wettach-Glosser
TREC Final Reports
Recent efforts to improve trip generation data available for transportation impact analysis of new development include the collection of multimodal trip generation data, development of models that account for the built environment, and new recommendations for practice. Building on a long line of research on transportation and built environment, many studies have identified important features of the surrounding built environment that most impact trip rates and mode shares, building on a long line of research on transportation and the built environment. Despite these improvements in data and methods, less attention is placed on identifying the conditions of the site itself …
Estimating Reliability Indices And Confidence Intervals For Transit And Traffic At The Corridor Level, Travis B. Glick
Estimating Reliability Indices And Confidence Intervals For Transit And Traffic At The Corridor Level, Travis B. Glick
PSU Transportation Seminars
As congestion worsens, the importance of rigorous methodologies to estimate travel-time reliability increases. Exploiting fine-granularity transit GPS data, this research proposes a novel method to estimate travel-time percentiles and confidence intervals. Novel transit reliability measures based on travel-time percentiles are proposed to identify and rank low-performance hotspots; the proposed reliability measures can be utilized to distinguish peak-hour low performance from whole-day low performance. As a case study, the methodology is applied to a bus transit corridor in Portland, Oregon. Time-space speed profiles, heatmaps, and visualizations are employed to highlight sections and intersections with high travel-time variability and transit low performance. …
Measuring Stress Levels For Real-World On-Road Cyclists: Do Bicycle Facilities, Intersections And Traffic Levels Affect Cyclists' Stress?, Álvaro Caviedes
Measuring Stress Levels For Real-World On-Road Cyclists: Do Bicycle Facilities, Intersections And Traffic Levels Affect Cyclists' Stress?, Álvaro Caviedes
PSU Transportation Seminars
This research effort presents a novel approach to measure cyclists’ stress: real-world, on-road measurements of physiological stress as cyclists travel across different types of bicycle facilities in various traffic volumes. This study addresses the question of how the characteristics of a bicycle trip affect stress levels using physiological data, specifically GSR. As detailed in the next section, GSR-based studies have been successfully employed for many years in the psychological field to recognize and associate emotions and behaviors to physiological responses. The three research questions examined in this study are: i) Does peak traffic impact cyclists’ stress levels? ii) Do intersections …
A Pathway Linking Smart Growth Neighborhoods To Home-Based Pedestrian Travel, Steven R. Gehrke, Kelly J. Clifton
A Pathway Linking Smart Growth Neighborhoods To Home-Based Pedestrian Travel, Steven R. Gehrke, Kelly J. Clifton
PSU Transportation Seminars
Land development patterns, urban design, and transportation system features are inextricably linked to pedestrian travel. Accordingly, planners and decision-makers have turned to integrated transportation-land use policies and investments to address the pressing need for improvements in physical activity levels via the creation of walkable communities. However, policy questions regarding the identification of smart growth indicators and their connection to walking remain unanswered, because most studies of the built environment determinants of pedestrian travel: (a) represent the built environment with isolated metrics instead of as a multidimensional construct and (b) model this transportation-land use relationship outside of a multidirectional analytic framework. …
Avoiding Bus Bunching: From Theory To Practice, Ricardo Giesen
Avoiding Bus Bunching: From Theory To Practice, Ricardo Giesen
PSU Transportation Seminars
The problem of bus bunching in a high frequency service has been largely studied in the literature.
This phenomenon is produced by three main factors
(i) the variability in travel time between stops; (ii) variations in passenger demand; and (iii) drivers’ heterogeneity.
In order to tackle this phenomenon a wide range of control strategies have been proposed, however, none of them had been successfully implemented on a large transit network with high frequency services.
In this talk, we present a control scheme based on a rolling horizon optimization problem that has been successfully implemented for real-time control of two high …
State Efforts To Fight Climate Change, Rebecca Lewis, Robert Zako
State Efforts To Fight Climate Change, Rebecca Lewis, Robert Zako
TREC Project Briefs
NITC Project Brief: A research project examines efforts in four states to reduce the greenhouse gas emissions caused by the transportation sector.
Improving Walkability Through Control Strategies At Signalized Intersections, Sirisha Murthy Kothuri, Andrew Kading, Edward J. Smaglik, Christopher Sobie
Improving Walkability Through Control Strategies At Signalized Intersections, Sirisha Murthy Kothuri, Andrew Kading, Edward J. Smaglik, Christopher Sobie
TREC Final Reports
As cities and communities nationwide seek to develop Complete Streets that foster livability and accommodate all modes, signal timing control strategies that include pedestrians in the operational decision process are gaining importance. This research tested several efficiency-focused pedestrian treatments – coordination, actuated-coordination, free operation, short cycle lengths – and safety-focused treatment including leading pedestrian intervals and Barnes Dance. Using a software-in-the-loop simulation, the operational impacts of these treatments on all users (vehicles, heavy vehicles, bicyclists and pedestrians) at an intersection were evaluated. Results showed that among the efficiency-based treatments, free operation was most beneficial for reducing minor-street pedestrian delays. Both …
Transportation Network Companies: Influencers Of Transit Ridership Trends, Richard A. Mucci
Transportation Network Companies: Influencers Of Transit Ridership Trends, Richard A. Mucci
Theses and Dissertations--Civil Engineering
The major transit systems operating in San Francisco are San Francisco Municipal (MUNI), Bay Area Rapid Transit (BART), and Caltrain. The system of interest for this paper is MUNI, in particular the bus and light rail systems. During the past decade transit ridership in the area has experienced diverging growth, with bus ridership declining while rail ridership is growing significantly (Erhardt et al. 2017). Our data show that between 2009 and 2016, MUNI rail ridership increases from 146,000 to 171,400, while MUNI bus ridership decreases from 520,000 to 450,000. Direct ridership models (DRMs) are used to determine what factors are …
Exploiting New Data Sources To Quantify Arterial Congestion And Performance Measures At A Regional Scale, Miguel A. Figliozzi, Robert L. Bertini, Travis B. Glick, Nicholas B. Stoll, Wei Feng, Bobjot S. Sidhu, Anurag Pande
Exploiting New Data Sources To Quantify Arterial Congestion And Performance Measures At A Regional Scale, Miguel A. Figliozzi, Robert L. Bertini, Travis B. Glick, Nicholas B. Stoll, Wei Feng, Bobjot S. Sidhu, Anurag Pande
TREC Final Reports
Transit travel time, operating speed and reliability all influence service attractiveness, operating cost and system efficiency. These metrics have a long-term impact on system effectiveness through a change in ridership. As part of its bus dispatch system (BDS), the Tri-County Metropolitan Transportation District of Oregon (TriMet) has been archiving automatic vehicle location (AVL) and automatic passenger count (APC) data for all bus trips at the stop level since 1997. In 2014, a new and higher-resolution bus AVL data collection system was fully implemented.
This new AVL system provides stop-level data as well as five-second resolution (5-SR) bus position data between …
Introduction To Data Science For Transportation Researchers, Planners, And Engineers, Liming Wang
Introduction To Data Science For Transportation Researchers, Planners, And Engineers, Liming Wang
TREC Final Reports
Building on the successful scientific computing training program offered by the Software Carpentry (http://www.software-carpentry.org/), this course exposes students to the best practices in data science through hands-on lab sessions. Using transportation data and examples, it also aims to help students tackle the challenge of “drinking from a hose” when dealing with the overwhelming amount of data that is increasingly common in transportation research and practice.
Although computing is now an integral part of every aspect of science and engineering, transportation research included, most students of science, engineering, and planning are never taught how to build, use, validate, and share software …
All Roads Lead To The Fair: How A 2022 Los Angeles World's Fair Would Accelerate The Implementation Of Sustainable And Innovative Forms Of Transportation, Isabella Levin
Scripps Senior Theses
This thesis explores the potential impact of a World’s Fair on urban mobility in Los Angeles County by 2022. A brief historical account of World’s Fairs, and their impact on technological innovations in transportation will be given in conjunction with the development of transportation in Los Angeles. These accounts will help to contextualize an analysis of current plans to provide Los Angeles with transportation solutions, in light of the oversaturated automobile landscape in place today. Specifically, my research has revealed that the further development of light-speed rail systems paired alongside a mass adoption of autonomous vehicles would both alleviate contemporary …
Issues In Trip Generation Methods For Transportation Impact Estimation Of Land Use Development: A Review And Discussion Of The State-Of-The-Art Approaches, Kristina Marie Currans
Issues In Trip Generation Methods For Transportation Impact Estimation Of Land Use Development: A Review And Discussion Of The State-Of-The-Art Approaches, Kristina Marie Currans
Civil and Environmental Engineering Faculty Publications and Presentations
As agencies develop more robust planning objectives for creating sustainable and livable communities, the research community has continued developing supportive tools and methods to provide more accurate and robust means for estimating transportation impacts for site-level development review. This paper is a review of the state-of-the-art trip generation methods for land use transportation impact estimation. First, it provides an overview of the more recent available and peer-reviewed estimation methods. Second, the authors offer a discussion of the successes of state-of-the-art approaches using common themes of research to identify corresponding consistency with theories of travel behavior and urban economics. These themes …
Accessibility, Income, And Person Trip Generation: Multilevel Model Of Activity At Food Retail Establishments In Portland, Oregon, Kristina Marie Currans, Kelly Clifton
Accessibility, Income, And Person Trip Generation: Multilevel Model Of Activity At Food Retail Establishments In Portland, Oregon, Kristina Marie Currans, Kelly Clifton
Civil and Environmental Engineering Faculty Publications and Presentations
In the past decade, the methods for estimating multimodal transportation impacts of urban land use development have improved substantially. One assumption commonly made in these new methods is that overall person-trip rates at similarly-sized establishments of the same land use do not vary across a region. This is an assumption of convenience to permit the adjustment of ITE Trip Generation vehicle trip rates for use in different urban environments. However, this assumption is inconsistent with theories of urban economics, which recognize that businesses pay a premium to locate in areas with high levels of accessibility to attract more customers. In …