
UX Research · Service Design
UX Research · Service Design
Reimagining the Mission Bay Shuttle
Reimagining the Mission Bay Shuttle
Reimagining the Mission Bay Shuttle
How Might We
Make the Mission Bay Shuttle website more engaging and intuitive for first-time users?
How Might We
Make the Mission Bay Shuttle website more engaging and intuitive for first-time users?
Developed through rider-centered research, this UX study reimagines the Mission Bay Shuttle experience—turning fragmented commuter feedback into actionable design insights for future mobility planning.
Developed through rider-centered research, this UX study reimagines the Mission Bay Shuttle experience—turning fragmented commuter feedback into actionable design insights for future mobility planning.
Developed through rider-centered research, this UX study reimagines the Mission Bay Shuttle experience—turning fragmented commuter feedback into actionable design insights for future mobility planning.
Tool
Figma
Google form
Mural
Zoom
My Role
UX Researcher
Survey Redesign
Strategic Pitch
Partners
Peiran Xia
Ning Zhang
Time line
January 2026 -
march 2026

Background · The contexting
A free, daily shuttle carried 213,000 riders in 2023 — running right past our campus. Most of my classmates had never heard of it.
The Mission Bay Shuttle connects students, employees, and residents across one of San Francisco's most dynamic neighborhoods. It's free, it's frequent, and it's nearly invisible. That gap between a service's quality and its discoverability is what this study set out to understand.
The Mission Bay Shuttle connects students, employees, and residents across one of San Francisco's most dynamic neighborhoods. It's free, it's frequent, and it's nearly invisible. That gap between a service's quality and its discoverability is what this study set out to understand.
213,000
riders
Total ridership in 2023 — a well-used service by the numbers
Total ridership in 2023 — a well-used service by the numbers
Total ridership in 2023 — a well-used service by the numbers
5 of 6
Participants couldn't find the website or didn't know the shuttle existed
Participants couldn't find the website or didn't know the shuttle existed
Participants couldn't find the website or didn't know the shuttle existed


Key Finding
A Free Shuttle Nobody Knew Existed
A Free Shuttle Nobody Knew Existed
Six in-depth interviews revealed a striking pattern: riders who knew about the shuttle loved it — but most people had "NO" idea it existed, and those who tried it once often couldn't find it again.



The Ride Experience
The Ride Experience
Half praised safety, friendly drivers, and uncrowded buses — but first-timers hit friction from poor signage and confusing navigation.

Digital Experience
Digital Experience
Most riders use the shuttle sporadically. Only 1 in 6 rides daily. Unexpected holiday closures created service gaps nobody anticipated.
5/6
5/6
5/6
Usage Patterns
Usage Patterns
5 of 6 participants found the website difficult to navigate or didn't know it existed. Most relied on third-party apps instead.
Research Method

We didn't just send out a Google Form link. To truly understand the rider experience, we went to Mission Bay ourselves — posting flyers at shuttle stops and street poles, and speaking directly with people waiting for the bus.
We didn't just send out a Google Form link. To truly understand the rider experience, we went to Mission Bay ourselves — posting flyers at shuttle stops and street poles, and speaking directly with people waiting for the bus.
We didn't just send out a Google Form link. To truly understand the rider experience, we went to Mission Bay ourselves — posting flyers at shuttle stops and street poles, and speaking directly with people waiting for the bus.
On-the-Ground Recruiting
On-the-Ground Recruiting
Flyers at shuttle stops, street poles, and campus bulletin boards
Flyers at shuttle stops, street poles, and campus bulletin boards
Screener Interviews
Screener Interviews
6 participants screened across rider types and commute patterns
6 participants screened across rider types and commute patterns
Remote Sessions
Remote Sessions
Conducted via Zoom with structured discussion guides
Conducted via Zoom with structured discussion guides
Problems
The Problem: Website Discoverability & Usability
The Problem: Website Discoverability & Usability
A critical challenge for the Mission Bay Shuttle was the website itself. Even though the site exists, first-time riders struggle to understand where to start, how to find route details, and how to use the service confidently.
A critical challenge for the Mission Bay Shuttle was the website itself. Even though the site exists, first-time riders struggle to understand where to start, how to find route details, and how to use the service confidently.


Current state of the Mission Bay TMA website
(https://missionbaytma.org/)
Current state of the Mission Bay TMA website
(https://missionbaytma.org/)
Current state of the Mission Bay TMA website
(https://missionbaytma.org/)
Findability
Navigation labels are ambiguous, routes are buried two clicks deep, and schedules are split across multiple PDFs. Riders can't tell which page holds what they need.
Navigation labels are ambiguous, routes are buried two clicks deep, and schedules are split across multiple PDFs. Riders can't tell which page holds what they need.
First-time orientation
The homepage explains the organization but never tells a new rider what to do next — no CTA, no "start here," no onboarding path for someone trying the service for the first time.
The homepage explains the organization but never tells a new rider what to do next — no CTA, no "start here," no onboarding path for someone trying the service for the first time.
The homepage explains the organization but never tells a new rider what to do next — no CTA, no "start here," no onboarding path for someone trying the service for the first time.
Spatial understanding
Stop locations live on a static PDF, real-time tracking is hidden in a sub-menu, and the mobile layout breaks the route map — exactly when riders need it most.
Stop locations live on a static PDF, real-time tracking is hidden in a sub-menu, and the mobile layout breaks the route map — exactly when riders need it most.
Insight Deep Dive
Polarized Sentiment, One Clear Signal
Polarized Sentiment, One Clear Signal
Overall sentiment was highly polarized. Some participants absolutely loved the service — rating it highly for safety and friendly drivers. Others felt frustrated by the lack of awareness, poor physical signage, and inadequate digital tracking tools.
What Riders Loved
What Riders Loved
Cleanliness, safety, friendly drivers, convenient routes, and uncrowded buses
What Caused Friction
What Caused Friction
Inaccurate schedules, invisible physical signage, confusing route maps, and a website most riders couldn't find
What Riders Loved
Cleanliness, safety, friendly drivers, convenient routes, and uncrowded buses
The Magic Wand Wish
The Magic Wand Wish
Riders didn't want new buses — they wanted informational clarity: better signage, clearer route maps, and a more intuitive website
Riders didn't want new buses — they wanted informational clarity: better signage, clearer route maps, and a more intuitive website
Design Response
02
Physical
Wayfinding
at Stops
Install permanent stop signs with the route name, a simplified map, operating hours, and a QR code linking to live arrival time. Permanent signs at every stop: route name, simplified map, operating hours, and a QR code for live arrivals. Right now, nothing marks the stop at all.
I couldn't tell where the stop actually was — there's no signage at all.
“
A new rider can find the stop and see the next arrival without asking anyone
Riders weren't asking for a different shuttle. They were asking for three things: a stop they could find, a schedule they could trust, and a way to know when the bus is actually coming. These solutions respond to exactly that.
Riders weren't asking for a different shuttle. They were asking for three things: a stop they could find, a schedule they could trust, and a way to know when the bus is actually coming. These solutions respond to exactly that.
Riders weren't asking for a different shuttle. They were asking for three things: a stop they could find, a schedule they could trust, and a way to know when the bus is actually coming. These solutions respond to exactly that.
01
Real-time
Wayfinding
at Stops
Wayfinding
at
Stops
Install permanent stop signs with the route name, a simplified map, operating hours, and a QR code linking to live arrival time. Permanent signs at every stop: route name, simplified map, operating hours, and a QR code for live arrivals. Right now, nothing marks the stop at all.
Install permanent stop signs with the route name, a simplified map, operating hours, and a QR code linking to live arrival time. Permanent signs at every stop: route name, simplified map, operating hours, and a QR code for live arrivals. Right now, nothing marks the stop at all.
I couldn't tell where the stop actually was — there's no signage at all.
“
A new rider can find the stop and see the next arrival without asking anyone
02
Digital
Website Information Architecture
Website Information Architecture
Website Information Architecture
Rewrite the site to answer the rider's actual question. Not "View schedule information" — "Next bus: 4 min at 4th & King." Fix the schedule errors and add route maps that match what's on the street.
Rewrite the site to answer the rider's actual question. Not "View schedule information" — "Next bus: 4 min at 4th & King." Fix the schedule errors and add route maps that match what's on the street.
Rewrite the site to answer the rider's actual question. Not "View schedule information" — "Next bus: 4 min at 4th & King." Fix the schedule errors and add route maps that match what's on the street.
The website was hard to find and didn't help me plan anything.
The website was hard to find and didn't help me plan anything.
“
“
Planning a trip takes one glance, not three pages
Planning a trip takes one glance, not three pages
03
Physical
Live Tracking
Live
Tracking
Live Tracking
Fix the broken tracker and make it the first thing on the homepage — not buried under menus. Riders told us the existing tracking was so unreliable they stopped trusting it. If they can't trust the arrival time, nothing else on the site matters.
Fix the broken tracker and make it the first thing on the homepage — not buried under menus. Riders told us the existing tracking was so unreliable they stopped trusting it. If they can't trust the arrival time, nothing else on the site matters.
Fix the broken tracker and make it the first thing on the homepage — not buried under menus. Riders told us the existing tracking was so unreliable they stopped trusting it. If they can't trust the arrival time, nothing else on the site matters.
"I just need to know when the bus is actually coming. That's all I want."
“
“
Riders check their phone instead of standing at the curb wondering
Riders check their phone instead of standing at the curb wondering
Actionable insights


Mission Bay Shuttle Research Plan:
Mission Bay Shuttle Research Plan:
Ridership, Discovery, and Digital Experience
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