Data

The Handbook provides methods to quantify GHG emission reductions from a specified list of measures, primarily focused on project-level actions. The Handbook also includes a method to assess potential benefits of different climate vulnerability reduction measures, as well as measures that can be implemented to improve health and equity, again at the project level.

In 2021, City Council directed PBOT to identify new revenue sources that reflect the City’s policy goals, address the bureau’s structural deficit, and provide maximum flexibility to invest in our transportation system, and to present its recommended revenue proposals to Council during the FY 2022-23 budget development process. POEM is an initiative to raise funds for implementing transportatin options by essentially taxing driving.

Using experience from working on the Knight AV Initiative, Urbanism Next created this white paper to provide a foundation for public sector agencies to approach autonomous vehicle deployment and policy with a focus on equity. This report outlines ways that public agencies can identify community needs and shape deployment to ensure that AVs will be accessible for all. 

Make pedestrian ways, particularly sidewalks, first class members of an open data transportation network. The OpenStreetMap (OSM) project has made available extensive, user-contributed open data on transportation networks, providing the basis for many use cases and downstream activities, including rich analytics, travel route optimization, city planning, and disaster relief. Sidewalks in the built environment have generally been treated an addendum to streets, failing to serve people with limited mobility.

This survey provides an inventory of daily travel in the US including demographic data on households, people, vehicles, and detailed information on daily travel by all modes of transportation and for all purposes.

This playbook is a continuously updated site that explores the core components of a comprehensive shared micromobility policy for local governments to consider.

Mobile robotics are traditionally designed using complex and expensive hardware, however now there is growing demand for low-cost solutions that are more specific to the given application.

"The Customers 2020 findings provide a clearer picture of what customer experience will look like in the not-too-distant future. In this report, Walker takes the message one step further, illuminating the evolutions that companies can and should focus on now to exceed customer expectations in 2020 – and to win."

A podcast discussing the history and future of UberEats. It explores their relationships with restaurants and customers, and how they use data to improve their service.

This resource describes the role of data in making mobility as a service (MaaS) effective. It describes why MaaS is valuable and demonstrates several use cases for MaaS data, explaining why access to certain types of data is important. It also explains existing barriers to data access, and gives recommendations for moving toward access of that data.

This resource provides an overview of what technologies connected and automated include and some of the impacts they will have on safety and other transportation issues.

In New York City, conflict has erupted between private ride-hailing services and neutral third-party mobility platforms battling for bikeshare access. Companies like Lyft and Mobility as a Service (MaaS) providers such as Transit both want to remove the friction of switching in between modes for commuters, however the ride-sharing companies want to build brand loyalty while third-party MaaS platforms want to offer access to all mobility options available.

The NUMO New Mobility Atlas is an extensive, data-driven platform mapping the rapid proliferation of new mobility, including micromobility, in cities around the world. Developed in partnership with partner organizations from the public and private sectors, the Atlas uses open data to track which shared transportation options — currently dockless scooters, bicycles and mopeds — are available in cities.

This is a fact sheet suitable for use as a printed handout on Urbanism Next's topline research findings regarding TNCs.

Autonomous vehicles (AVs) are a near future reality and the implications of AVs on city development and urban form, while potentially widespread and dramatic, are not well understood. This report describes the first order impacts, or the broad ways that the form and function of cities are already being impacted by forces of change including⁠—but not limited to⁠—AVs and related technologies.

Provides a real time transit visualization and analytics interface.

Simulation of Urban MObility (SUMO) - is an open source, highly portable, microscopic and continuous traffic simulation package designed to handle large road networks.

Open source software, digital infrastructure, and governance frameworks that enable public-private collaboration and the seamless exchange of transport data.

Open source software, digital infrastructure, and governance frameworks that enable public-private collaboration and the seamless exchange of transport data.

Urban population movement simulation tool for strategic planning.

Open source data visualization framework built with the goal of making the visual representation of complex data easy for everyone.

An open source, C++ routing tool oriented more toward developers.

Mapbox is the location data platform for mobile and web applications. they provide building blocks to add location features like maps, search, and navigation into any experience you create.

Fluicity is a citizen engagement solution that allows collective decision making around topics of general interest.

La Fabrique aims to maximize the chances of success of mobility innovations without providing direct financial support to projects. La Fabrique provides organized resources and partnership opportunities to entrepreneurs.

List of case studies to empower behavioral change towards sustainable transport options.

Bicycle and pedestrian counting technical equipment and consulting services.

Surveyor app from Coord to collect accurate curb asset data in half the time with the power of augmented reality.

Provides a platform to analyze, share, and collect curb data.

Free, open source tool that can support presenting budget flows in transport in a particular city through a sankey visualization.

Open-source library of tools for working with transit data.

The following key findings are based on the World Population Prospects 2019: Highlights, which presents the latest round of global population estimates and projections by the United Nations.

This article examines the increasingly high demand for same-day and two day delivery and what customers are willing to do to get it.

Williams Goldhagen draws from recent research in cognitive neuroscience and psychology to demonstrate how people’s experiences of the places they build are central to their well-being, their physical health, their communal and social lives, and even their very sense of themselves. From this foundation, Goldhagen presents a powerful case that societies must use this knowledge to rethink what and how they build: the world needs better-designed, healthier environments that address the complex range of human individual and social needs.

Urban innovations company Sidewalk Labs and the Canadian government announced a partnership Tuesday to develop 750 acres along Toronto’s waterfront into what they envision as a high-tech living laboratory for solving urban problems. It would be the largest urban redevelopment project in North America.

In working with Waterfront Toronto, the public entity that owns the land, to develop Quayside, Sidewalk Labs would reimagine urban life in five dimensions—housing, energy, mobility, social services, and shared public spaces—with an aim to “serve as a model for sustainable neighborhoods” around the world.

This article examines what's driving interest and experimentation in MaaS in cities around the world, outlines the core elements of MaaS and how this concept could evolve, and describes the role of government and the private sector in realizing the benefits MaaS brings.

This Blueprint outlines a vision for cities in a future where automated transportation is both accepted and widespread as part of the built environment. It is a human oriented vision for the potential of city streets, intersections, and networks-one in which automation can serve the goals of safety, equity, public health, and sustainability.

"Mobility Plan 2035 (Plan) provides the policy foundation for achieving a transportation system that balances the needs of all road users. As an update to the City’s General Plan Transportation Element (last adopted in 1999), Mobility Plan 2035 incorporates “complete streets” principles and lays the policy foundation for how future generations of Angelenos interact with their streets."

"To gauge the opinions of everyday Americans on this complex and far-reaching topic, the survey presented respondents with four different scenarios relating to automation technologies. Collectively, these scenarios speak to many of the hopes and concerns embedded in the broader debate over automation and its impact on society. The scenarios included: the development of autonomous vehicles that can operate without the aid of a human driver; a future in which robots and computers can perform many of the jobs currently done by human workers; the possibility of fully autonomous robot caregivers for older adults; and the possibility that a computer program could evaluate and select job candidates with no human involvement."

The survey results described here provide a new window into ride-hailing utilization in the Boston Region. Our findings confirm many widespread assumptions about ride-hailing, but also provide new insights into previously unexplored and unmeasured topics. Ride-hailing is used by a wide variety of Metro Boston residents, and riders are relatively representative of the region in terms of race and income.

This white paper will discuss the non-technological trends logistics managers much know and then will hone in on the technologies that will impact the logistics in 2018.

The Atlanta Regional Commission (ARC) has, through scenario planning, already begun to consider the effects that emerging technologies such as AVs and accelerated broadband might have on travel patterns. This report moves another step forward. It identifies and explores transportation technology trends, their potential impacts, and their policy implications, both generally and those specific to the Atlanta region. The result is intended to help support the Atlanta region in developing a regional transportation technology program to prepare for and take advantage of technology innovations in support of the region’s goals.

To gain a deeper understanding of retailers’ focus, concerns and investment plans, Zebra conducted a global research study across a wide spectrum of retail segments, including: specialty stores, department stores, apparel merchants, supermarkets, electronics, home improvement and drugstore chains. The results of this study are shared in this 2017 Retail Vision Study.

The Seattle Department of Transportation is currently conducting a study to determine how best to implement congestion pricing equitably. The article mentions other cities as cases and scholars' suggestion to discuss how to make congestion pricing more equitable.

Using data from the recently released American Community Survey, this report examines population change in the 51 metropolitan areas with 1 million or more population, and focuses on the change in population in close-in neighborhoods, those places within 3 miles of the center of each metropolitan area’s primary central business district.

This article outlines the changing numbers Uber has experienced this year and the sharp declining revenue. Chief executive, Dara Khosrowshahi, weighs in on the changes.

Urban Mobility in a Digital Age is a transportation technology strategy designed to build on the success and innovation of the City of Los Angeles and its Department of Transportation (LADOT) as regulator and transportation service provider in a complex and evolving ecosystem of public and private services.

"Dockless bike share systems present an opportunity for cities to expand access to bike share by lowering costs and geographic barriers, but also create additional challenges in the areas of maintenance, parking, and right-of- way management. Most dockless providers are also private, venture-capital funded entities, representing a significant departure from current public and non-profit approaches. Other cities have encountered challenges in securing cooperation from these operators in areas such as data transparency. This raises a key question: To what extent can cities use contracts and governance to exchange use of the public right-of-way for operating requirements that advance equity, accessibility, innovation, and other goals? Using case studies from other U.S. cities and drawing insights from the wider “smart mobility” literature, this research presents recommendations for regulating dockless bike share in cities and ties these approaches to the implementation of Nice Ride Minnesota’s dockless pilot. "

"CurbFlow is one of a few curb-focused groups that believes it has part of a solution: reorganizing and eventually finding ways to dynamically charge companies for curb space."

The 2017 Community and Transportation Preferences Survey echoes many of the major findings from the previous surveys. Residents in the fifty top metropolitan areas continue to be split on what they look for in a neighborhood. A small majority prefer the idea of a walkable community and more alternatives to driving, but suburban living remains highly attractive to a sizable portion of the community.

Everyone—from ride-hailing cars to delivery trucks to bikes and scooters—wants a piece of the curb. How can smart cities map and manage this precious resource?

The luxury industry has entered a “new normal,” characterized by lower growth. To succeed in the next decade, brands will need to refocus on their customers to better anticipate and cater to their needs.

Uber drivers in Europe and the U.S. are fighting for access to their personal data. Whoever wins the lawsuit could get to reframe the terms of the gig economy.

As private mobility services such as car-sharing, ridehailing, and micromobility have rapidly expanded in cities, the public sector has historically had limited access to data on how these vehicles are changing travel patterns and the movement of people. Populus has launched a platform to change that.

Food delivery apps are reshaping the restaurant industry—and how we eat—by inspiring digital-only establishments that don’t need a dining room or waiters.

Like most other industries, transportation and logistics (T&L) is currently confronting immense change; and like all change, this brings both risk and opportunity. New technology, new market entrants, new customer expectations, and new business models. In this paper we discuss four key areas of disruption logistics companies need to focus on now, and explore some possible futures of the industry.

A plan to develop a data standard for technology that could monitor and manage various mobility services has raised privacy fears.

A first-of-its-kind law will give New York City data on small businesses fleeing the city as retail rents skyrocket. But skeptics fear that won’t be enough.

Smartphone data from riders and drivers schlepping meals for restaurant-to-home courier service Deliveroo shows that bicycles are faster than cars. In towns and cities, bicyclists are also often faster than motorized two-wheelers.

In many cities, distinguishing between parking spaces, loading zones, and passenger drop-off sites is headache-inducing (and complicated for AI to understand). This new digital tool that maps curb use in real time will help.

A very brief introduction to the impacts that may come with autonomous cars in the future.

As retail went digital, the idea was, physical space would become redundant. But while pivoting to a new digital paradigm hasn’t been easy, the retail industry’s ability to adapt has been notable and impressive. In fact, as cities grow and new hordes of consumers flock to establish themselves in urban communities, opportunities for innovation are emerging that suggest brick-and-mortar may be the pillar of a new retail era." This article primarily talks about the urbanization and the consumer, and the rebirth of brick-and-mortar.

This has been the summer of crippling ransomware attacks. More than 40 municipalities have been the victims of cyberattacks this year, from major cities such as Baltimore, Albany and Laredo, Tex., to smaller towns including Lake City, Fla.

The Indiana Toll Road in the US has reduced traffic incidents by 30 per cent using Extreme Networks intelligent transportation system. The Indiana Toll Road Concession Company (ITRCC) deployed the software-driven network, which uses Extreme’s Smart OmniEdge technology to provide real-time updates on traffic patterns, enabling safer, more coordinated use of the roadway.

CurbFlow is a new startup that is working to map who uses the curb and when. It is using this data to create a system where delivery companies can pay to reserve a parking space.

This white paper presents a generalized evaluation framework that can be used for assessing project impacts within the context of transportation-related city projects. In support of this framework, we discuss a selection of metrics and data sources that are needed to evaluate the performance of smart city innovations. We first present a collection of projects and applications from near-term smart city concepts or actual pilot projects underway (i.e., Smart City Challenge, Federal Transit Administration (FTA) Mobility on Demand (MOD) Sandbox, and other pilot projects operating in the regions of Los Angeles, Portland, and San Francisco). These projects are identified and explained in Section 2 of this report. Using these projects as the basis for hypothetical case studies, we present selected metrics that would be necessary to evaluate and monitor the performance of such innovations over time. We then identify the data needs to compute those metrics and further highlight the gaps in known data resources that should be covered to enable their computation. The objective of this effort is to help guide future city planners, policy makers, and practitioners in understanding the design of key metrics 3 and data needs at the outset of a project to better facilitate the establishment of rigorous and thoughtful data collection requirements.

This report looks to the past to anticipate an uncertain future. It adopts the view of neither the techno-optimist nor the techno-pessimist about the scope and pace of change, instead taking a middle-of-the-road approach to evaluate the impacts of automation on the future of work in Oregon. Regardless of the scenario, Oregon policymakers — and their federal partners — should be preparing an expansive, flexible and focused policy response that can keep pace with rapidly changing conditions.

"While recent policies directed toward multimodal or complete streets have encouraged increased funding for bicycle- and pedestrian oriented projects, many streets are still plagued by unsafe conditions. This is especially true for one-way streets, which studies show often create unsafe crossing conditions. This study evaluates changes to street dynamics after a two-way street conversion in Louisville, Kentucky. We find that traffic flow increased after implementation of two-way flow, but traffic accidents decreased. We also note other ancillary benefits, such as increase in property values and reduced crime. These results provide evidence that conversions can promote mobility, safety, and livability."

The next big political fight over data privacy may center on an unlikely piece of technology: The scooters currently flying around streets and scattered on sidewalks in cities across the country.

This study looks at the potential for a shift away from curb use focused on street parking to more flexible allocation that includes pick-up and drop-off zones for passengers and freight. It presents the results of quantitative modelling of alternative curb-use scenarios and discusses their relative efficiency, contribution to wider policy objectives and implications on city revenues. The work builds on a workshop held in September 2017, and outreach to numerous experts. It also provides insights from a modeling exercise to quantify the impact of re-allocating curb space from parking to pick up and drop off zones.

This blog post summarizes a larger article written by University of Michigan faculty member Saif Benjaafar's research on smart technology. It specifically focuses on his analysis of ride-sharing companies.

Smart Mobility 2030 ITS strategic Plan for Singapore

With an estimated 1,600 bikeshare systems and more than 18 million shared bikes in urban centers worldwide, bikesharing has gone mainstream. On July 16, 2019 users in 24 cities in 16 countries can use Google Maps to both locate bikesharing stations and see exactly how many bikes are available at a station in real-time.