MTI Research Shows Transit-Oriented Developments Help Californians Save Money
MTI Research Shows Importance of Crowdsourcing in Pedestrian and Cyclist Data
MTI said crowdsourced data has been applied in fewer studies, and the reliability of crowdsourced data relative to other conventional methods are rarely documented.

Obtaining accurate bicyclist and pedestrian counts is critical to better design active transportation-related facilities and empower people who walk and cycle, according to MTI.
Photo: Martin Magnemyr/Unsplash
The latest Mineta Transportation Institute (MTI) research, Comprehensive Performance Assessment of Passive Crowdsourcing for Counting Pedestrians and Bikes, examined the consistency between crowdsourced and traditionally collected count data.
Obtaining accurate bicyclist and pedestrian counts is critical to better design active transportation-related facilities and empower people who walk and cycle, according to MTI.
In recent years, crowdsourcing — the practice of obtaining information by enlisting the services of a large number of people, typically via the internet — has risen in popularity due to the relative ease of collecting data versus traditional methods.
MTI said crowdsourced data has been applied in fewer studies, and the reliability and performance of crowdsourced data relative to other conventional methods are rarely documented.
The recent research examined data accuracy and developed the adjustment factor between the crowdsourced and permanent counter data. The MTI research team then estimated the annual average daily traffic (AADT) data based on hourly volume and other predictor variables such as time, day, weather, land use, and facility type.
Findings from the research include:
StreetLight (SL) count data for pedestrians and bicyclists appear to be a viable alternative to the permanent counters in specific various circumstances where the data outliers were removed.
The discrepancy between StreetLight and permanent counter data is much smaller after the SL data are adjusted by applying the developed factors using the different count models.
“This research can lead to better evaluation of the effects of new infrastructure on pedestrian and bicycle activity; reliable tracking of changes in pedestrian and bicycle activity over time, and enhanced prioritization of pedestrian and bicycle projects,” explained the authors.
MTI said evaluating the counting performance of emerging technology (SL crowdsourcing as a data collection method) sheds light on the usefulness of these technologies in transportation research and planning.
More New Mobility

Biz Briefs: Montréal Debuts Nova Electric Buses and More
In this edition of Biz Briefs, we spotlight the latest developments shaping the future of mobility.
Read More →
6 Transit Management Lessons for Colleges and Universities Facing Seasonal Demand Swings
College transportation demand swings wildly throughout the year. Fleet strategies are starting to catch up.
Read More →METROspectives: CharterUP CEO Armir Harris on Modernizing Mobility
From digital transformation to evolving customer demands, CharterUP's CEO Armir Harris offers his perspective on the transportation industry's next chapter.
Read More →
Joshua Schank on Transportation Innovation, Risk, and the Future of Mobility
In this edition of METROspectives, Joshua Schank discusses lessons from launching LA Metro’s Office of Extraordinary Innovation, the challenges of advancing new mobility technologies, and much more.
Read More →Low-Floor vs. High-Floor Cutaway vs. Modified Van: How 3 Accessible Minibus Designs Compare
As transit demands evolve, so should your fleet. Download the whitepaper to see how the Low-Floor Frontrunner Minibus compares to traditional options.
Read More →Joshua Schank on Transportation Innovation, Risk, and the Future of Mobility
In this edition of METROspectives, the co-author of New Tricks for Old Bureaucracies, discusses lessons from launching LA Metro’s Office of Extraordinary Innovation, the challenges of advancing new mobility technologies, and much more.
Read More →
Biz Briefs: Foothill Gold Line Award, Matawan Contract, and More
From strategic partnerships to acquisitions and service expansions, the industry continues to evolve at a rapid pace. Find out all the latest here.
Read More →
Inside Look: EMBARK Expands Fare-Free Transit Program Through New Public-Private Partnership
The OKC transit agency says sponsorship helps subsidize the Third Friday Free initiative while reducing barriers for first-time riders and boosting ridership across buses, streetcars, and river cruises.
Read More →2026 METRO Buyer’s Guide & Directory
Searching for the right vehicles, technology, equipment, or services for your public transit or motorcoach operation? This industry guide brings together manufacturers and suppliers from across the transportation market — all in one place. Download it to connect with the companies that help agencies and operators improve mobility, enhance operations, and move their organizations forward.
Read More →
King County Test Heliox Chargers, Keolis Lands California Contract Top Biz Briefs
Stay informed with these quick takes on the projects and companies driving progress across the transportation landscape.
Read More →