Three Challenges for Multi-Modal Trip Planning Apps

A recent post on Mobility Lab explains some of the challenges developers encounter when creating the multi-modal trip planner apps of our dreams.

1 minute read

March 10, 2015, 11:00 AM PDT

By James Brasuell @CasualBrasuell


Trevor Gerhardt, a developer with Conveyal who works with OpenTripPlanner, shares some of the problems that arise for plotting multi-modal routes on mobile apps.

Gerhardt introduces the difficulties in multi-modal trip planning by explaining the process by which his team has refined the process for the Washington, D.C.-focused app CarFreeAtoZ: "In the backend of CarFreeAtoZ, we take our search a step further and use subjective values to rank each option based on more than just time. This allows us to tailor options to each commuter as well as the full community in aggregate, instead of just showing the fastest possible trip by default. It also creates a split where we determine which routes to prune by objective measures and which to score and re-rank with subjective ones."

Gerhardt goes on to explain that such a process creates several categories of challenges, including "bike-to-transit pushing out walk-to-transit," "longer transit wait times than ride times," and "when to hide drive-to-transit results." Gerhardt also explains the CarFreeAtoZ approach to each of these challenges and solicits feedback on the routes provided by that system.

Tuesday, March 10, 2015 in Mobility Lab

portrait of professional woman

I love the variety of courses, many practical, and all richly illustrated. They have inspired many ideas that I've applied in practice, and in my own teaching. Mary G., Urban Planner

I love the variety of courses, many practical, and all richly illustrated. They have inspired many ideas that I've applied in practice, and in my own teaching.

Mary G., Urban Planner

Get top-rated, practical training

Concrete Brutalism building with slanted walls and light visible through an atrium.

What ‘The Brutalist’ Teaches Us About Modern Cities

How architecture and urban landscapes reflect the trauma and dysfunction of the post-war experience.

February 28, 2025 - Justin Hollander

Complete Street

‘Complete Streets’ Webpage Deleted in Federal Purge

Basic resources and information on building bike lanes and sidewalks, formerly housed on the government’s Complete Streets website, are now gone.

February 27, 2025 - Streetsblog USA

Green electric Volkswagen van against a beach backdrop.

The VW Bus is Back — Now as an Electric Minivan

Volkswagen’s ID. Buzz reimagines its iconic Bus as a fully electric minivan, blending retro design with modern technology, a 231-mile range, and practical versatility to offer a stylish yet functional EV for the future.

March 3, 2025 - ABC 7 Eyewitness News

View of mountains with large shrubs in foreground in Altadena, California.

Healing Through Parks: Altadena’s Path to Recovery After the Eaton Fire

In the wake of the Eaton Fire, Altadena is uniting to restore Loma Alta Park, creating a renewed space for recreation, community gathering, and resilience.

March 9 - Pasadena NOw

Aerial view of single-family homes with swimming pools in San Diego, California.

San Diego to Rescind Multi-Unit ADU Rule

The city wants to close a loophole that allowed developers to build apartment buildings on single-family lots as ADUs.

March 9 - Axios

Close-up of row of electric cars plugged into chargers at outdoor station.

Electric Vehicles for All? Study Finds Disparities in Access and Incentives

A new UCLA study finds that while California has made progress in electric vehicle adoption, disadvantaged communities remain underserved in EV incentives, ownership, and charging access, requiring targeted policy changes to advance equity.

March 9 - UCLA Luskin Center for Innovation