Back

Where’s My Nganya?

Where’s My Nganya?

Revolutionizing Nairobi’s Matatu System Through Data & Community

Next Project

Overview: The Heart of the Commute, Reimagined.

Overview: The Heart of the Commute, Reimagined.

Every great design story begins with a profound need. In Nairobi, that need is palpable in the daily matatu commute – a vibrant, yet often challenging, artery of the city. My journey into "Where's My Nganya?" wasn't just about building an app; it was about bringing clarity, safety, and empowerment back to the millions who rely on this vital transport system.


My Mission: To transform Nairobi's often chaotic matatu ecosystem into a transparent, user-driven service that puts commuters first.


My Role: As the Product Designer, driving Data-Driven UX, I spearheaded the research, conceptualization, and iterative development of a solution that blends deep user empathy with robust data analytics. I bridged the gap between raw commuter frustrations and actionable technical solutions.


My Toolkit: Figma--for crafting intuitive experiences.

Every great design story begins with a profound need. In Nairobi, that need is palpable in the daily matatu commute – a vibrant, yet often challenging, artery of the city. My journey into "Where's My Nganya?" wasn't just about building an app; it was about bringing clarity, safety, and empowerment back to the millions who rely on this vital transport system.


My Mission: To transform Nairobi's often chaotic matatu ecosystem into a transparent, user-driven service that puts commuters first.


My Role: As the Product Designer, driving Data-Driven UX, I spearheaded the research, conceptualization, and iterative development of a solution that blends deep user empathy with robust data analytics. I bridged the gap between raw commuter frustrations and actionable technical solutions.


My Toolkit: Figma--for crafting intuitive experiences.

1. The Undeniable Truth: A City's Daily Struggle Unveiled

1. The Undeniable Truth: A City's Daily Struggle Unveiled

Before I built anything, I listened. Nairobi's matatu system, for all its cultural significance, is a source of daily distress for its users. This isn't just anecdotal; the data painted a stark picture of a system in dire need of transformation.


1.1 Nairobi's Matatu Crisis: Beyond the Chaos, a Human Cost

My primary survey, reaching a significant n=1,200 commuters, revealed a staggering 4.2/5 average stress rating. This isn't just inconvenience; it is a deeply ingrained source of anxiety. Delving deeper, three critical pain points emerged, echoing the voices I heard on the ground:


The Labyrinth of Unpredictability: A staggering 68% of riders felt lost in the system, unable to track their matatus in real-time. This isn't just about waiting; it is about wasted time, missed opportunities, and the constant stress of the unknown.

A Shadow of Safety Concerns: Matatus, while essential, were implicated in 42% of road accidents in Nairobi (NTSA, 2023). This isn't just a statistic; it represents lives impacted, families worried, and a fundamental breach of trust.

The Sting of Fare Fraud: 55% reported experiencing overcharging (TUMI Report). This isn't just about money; it is about feeling exploited, eroding faith in a system that should serve them.


1.2 Why Our Community Deserved Better: The Gap in Existing Solutions

I analyzed the landscape, understanding why previous attempts fell short. The problem isn't a lack of tools, but a lack of understanding of the unique matatu ecosystem and its users.

Solution

The Crucial Gap

The Crucial Gap

Google Maps

Google Maps

Generic mapping, missing the granular, real-time matatu-specific ETAs or dynamic fare structures.

Generic mapping, missing the granular, real-time matatu-specific ETAs or dynamic fare structures.

SACCO Hotlines

SACCO Hotlines

Slow, often unresponsive, and unable to scale with the dynamic nature of commuter needs.

Slow, often unresponsive, and unable to scale with the dynamic nature of commuter needs.

Social Media

Social Media

A chaotic, unstructured hub of information, impossible to distill into actionable insights.

A chaotic, unstructured hub of information, impossible to distill into actionable insights.

2.The Solution: Crafting Clarity, Building Community

This solution isn't just a technological marvel; it is a carefully designed bridge between complex data and simple, empowering user experiences. I envisioned an app that felt like a trusted friend, guiding commuters through their daily journey.


2.1 Core Features: Putting Power Back in Commuters' Hands

I focused on features that directly addressed the core pain points, turning frustrations into tangible benefits:


Live Tracking: Your Matatu, Your Time. With a developed a hybrid GPS/cellular positioning system, equipped with an impressive accuracy. This isn't just about dots on a map; it is about giving commuters back their time, their peace of mind, and the ability to plan their lives effectively.

Crowdsourced Ratings: The Collective Voice. I gamified the feedback loop ("Rate this ride → Earn points"). This isn't just about reviews; it is about building a self-regulating community, empowering riders to share their experiences and hold operators accountable.

Fare Transparency: No More Surprises. A user-reported, dynamic price database ensures that commuters always know the fair price. This isn't just about saving money; it is about fostering trust and eliminating the constant worry of overcharging.


2.2 Key Innovation: Intelligence and Resilience

A brief overview information of nearby stages according to GPS location

Shows the location of the stage on the map

Shows the location of the specific route stage on the map

Collaboration and integration with local businesses; this shows which vendors ae located nearby specific stages

Home Page ~ Stage Page

A brief overview information of nearby stages according to GPS location

Shows the location of the stage on the map

Shows the location of the specific route stage on the map

Collaboration and integration with local businesses; this shows which vendors ae located nearby specific stages

Home Page ~ Stage Page

A brief overview information of nearby stages according to GPS location

Shows the location of the stage on the map

Shows the location of the specific route stage on the map

Collaboration and integration with local businesses; this shows which vendors ae located nearby specific stages

Home Page ~ Stage Page

A clear search bar that allows users to quickly jump to a specific stage if they know its name, or look for a destination to find routes.

Show the average waiting time for the next matatu to be available

When the GPS is active, this shows the distance to the nearby stage from the user’s location

Through leveraging AI, this comes up with ‘Best travelling times’ for a user by showing average waiting times for matatus during peak and off-peak hours

A simple line graph showing average waiting times at each time of day for weekdays and weekends

Best time of travel overlay

A clear search bar that allows users to quickly jump to a specific stage if they know its name, or look for a destination to find routes.

Show the average waiting time for the next matatu to be available

When the GPS is active, this shows the distance to the nearby stage from the user’s location

Through leveraging AI, this comes up with ‘Best travelling times’ for a user by showing average waiting times for matatus during peak and off-peak hours

A simple line graph showing average waiting times at each time of day for weekdays and weekends

Best time of travel overlay

A clear search bar that allows users to quickly jump to a specific stage if they know its name, or look for a destination to find routes.

Show the average waiting time for the next matatu to be available

When the GPS is active, this shows the distance to the nearby stage from the user’s location

Through leveraging AI, this comes up with ‘Best travelling times’ for a user by showing average waiting times for matatus during peak and off-peak hours

A simple line graph showing average waiting times at each time of day for weekdays and weekends

Best time of travel overlay

A clear, concise and dynamic map showing position of matatus and specific selected routes

Selecting a specific matatu icon shows its profile and ratings when the journey has started

After picking the reaction from the modal, the rating is shown here

The user gives detailed, enhanced feedback on the matatu

Crowd-sourcing information to provide aggregated fare prices

Provides additional supporting images for the community photos section

CTA

Based on crowdsourced information

Matatu ID and the route it serves

CTA that allows users to rate the matatu

A pop-up modal appears after journey conclusion to collect feedback on the matatu

Enhanced feedback flow

A clear, concise and dynamic map showing position of matatus and specific selected routes

Selecting a specific matatu icon shows its profile and ratings when the journey has started

After picking the reaction from the modal, the rating is shown here

The user gives detailed, enhanced feedback on the matatu

Crowd-sourcing information to provide aggregated fare prices

Provides additional supporting images for the community photos section

CTA

Based on crowdsourced information

Matatu ID and the route it serves

CTA that allows users to rate the matatu

A pop-up modal appears after journey conclusion to collect feedback on the matatu

Enhanced feedback flow

A clear, concise and dynamic map showing position of matatus and specific selected routes

Selecting a specific matatu icon shows its profile and ratings when the journey has started

After picking the reaction from the modal, the rating is shown here

The user gives detailed, enhanced feedback on the matatu

Crowd-sourcing information to provide aggregated fare prices

Provides additional supporting images for the community photos section

CTA

Based on crowdsourced information

Matatu ID and the route it serves

CTA that allows users to rate the matatu

A pop-up modal appears after journey conclusion to collect feedback on the matatu

Enhanced feedback flow

“Vibe Filter”
Allow the user to filter out matatus according to their specific likes and interests

Quick selection tags

Vibe Filter

“Vibe Filter”
Allow the user to filter out matatus according to their specific likes and interests

Quick selection tags

Vibe Filter

“Vibe Filter”
Allow the user to filter out matatus according to their specific likes and interests

Quick selection tags

Vibe Filter

A clear, concise and dynamic map showing position of matatus and specific selected routes

When a specific matatu is tapped on the screen, this card shows an overview of the community-powered matatu profile

For a detailed view of the matatu profile

Through leveraging AI, this comes up with ‘Best travelling times’ for a user by showing average waiting times for matatus during peak and off-peak hours

Through aggregated reports, a general vibe of the matatu is determined

The crew is rated based on pre-filled reports by the community

Rates the general comfortability of the matatu

This serves as visual aids for identification

Matatu Profile

A clear, concise and dynamic map showing position of matatus and specific selected routes

When a specific matatu is tapped on the screen, this card shows an overview of the community-powered matatu profile

For a detailed view of the matatu profile

Through leveraging AI, this comes up with ‘Best travelling times’ for a user by showing average waiting times for matatus during peak and off-peak hours

Through aggregated reports, a general vibe of the matatu is determined

The crew is rated based on pre-filled reports by the community

Rates the general comfortability of the matatu

This serves as visual aids for identification

Matatu Profile

A clear, concise and dynamic map showing position of matatus and specific selected routes

When a specific matatu is tapped on the screen, this card shows an overview of the community-powered matatu profile

For a detailed view of the matatu profile

Through leveraging AI, this comes up with ‘Best travelling times’ for a user by showing average waiting times for matatus during peak and off-peak hours

Through aggregated reports, a general vibe of the matatu is determined

The crew is rated based on pre-filled reports by the community

Rates the general comfortability of the matatu

This serves as visual aids for identification

Matatu Profile

To avoid false reports and fraud, a verified account comes in handy

Awarding points and badges promotes gamification and promotes frequent user engagement

Makes the user feel in control and familiar with the app

In case the user selects “Personal Safety” in the Report Incident screen, emergency contacts are available for quick contact

A prominent counter and progress bar to show the user where their engagement is ranked

Earned badges are colorized, the badges that have not been earned are greyed out

A brief summary of user’s activity on the platform

User Engagement

To avoid false reports and fraud, a verified account comes in handy

Awarding points and badges promotes gamification and promotes frequent user engagement

Makes the user feel in control and familiar with the app

In case the user selects “Personal Safety” in the Report Incident screen, emergency contacts are available for quick contact

A prominent counter and progress bar to show the user where their engagement is ranked

Earned badges are colorized, the badges that have not been earned are greyed out

A brief summary of user’s activity on the platform

User Engagement

To avoid false reports and fraud, a verified account comes in handy

Awarding points and badges promotes gamification and promotes frequent user engagement

Makes the user feel in control and familiar with the app

In case the user selects “Personal Safety” in the Report Incident screen, emergency contacts are available for quick contact

A prominent counter and progress bar to show the user where their engagement is ranked

Earned badges are colorized, the badges that have not been earned are greyed out

A brief summary of user’s activity on the platform

User Engagement

Design

Wireframes

Wireframes

Wireframes

3. Navigating the Roadblocks: From Challenge to Breakthrough

3. Navigating the Roadblocks: From Challenge to Breakthrough

No transformative project is without its challenges. What truly defines a successful solution is the ability to anticipate, address, and innovate past these hurdles.


3.1 The Gauntlet of Fake Reviews: Building an Immutable Source of Truth

The threat of malicious or inaccurate data was a primary concern for the crowdsourced model. I tackled this head-on, ensuring the integrity of the community-driven insights:


OTP Verification: A robust measure that should lead to a reduction in fake accounts, ensuring that every voice counted is a legitimate one.

Reputation-Weighted Scoring: I envisioned a system that prioritizes feedback from consistently reliable users, naturally filtering out noise and enhancing the credibility of the data.


3.2 Operator Pushback: Fostering Partnership, Not Opposition

Engaging with matatu SACCOs (cooperatives) and drivers is crucial. I understood that adoption wouldn't happen if they felt threatened. The approach is collaborative:


SACCO Dashboards: Providing participating fleets with real-time dashboards to show complaints for their routes. This isn't about control; it is about demonstrating clear, tangible business benefits.

Anonymized Performance Reports: Offering drivers private, anonymized insights into their performance based on rider feedback, fostering continuous improvement without public shaming.

4. Beyond the App: A Ripple Effect of Progress

"Where's My Nganya?" transcends the boundaries of a simple mobile application. It's a testament to how user-centered design, powered by smart data, can instigate systemic change and pave the way for a more sustainable urban future.


4.1 Policy Impact: Informing Tomorrow's Urban Planning

This data can become a valuable resource for city planners, demonstrating the practical utility of real-time insights:


Strategic Data Sharing: This anonymized and aggregated data, when shared with the National Transport and Safety Authority (NTSA), should help to optimize traffic enforcement strategies and identify accident hotspots.


4.2 Scalability: A Model for African Urbanization

The problems "Where's My Nganya?" solves are not unique to Nairobi. The underlying model, refined through rigorous testing and adaptation, is inherently scalable:


Adaptive Design: The framework is readily adaptable to similar informal transit systems in bustling African cities like Kampala and Lagos, offering a proven path to urban mobility transformation.

5. Lessons Learned & The Road Ahead: My Journey Continues

This project was more than a professional endeavor; it was a deeply personal one, revealing profound insights into the power of human-centered design and data-driven empathy.


Key Takeaways: My Guiding Principles

Community Buy-In Trumps Tech Alone: The most sophisticated technology means little without genuine user engagement. The gamification strategy isn't just a feature; it is the heart of building a vibrant, self-sustaining community, driving 5x more feedback than traditional methods.

Data Privacy is Not Negotiable: Building trust is paramount. From the outset, I prioritized user data privacy, implementing end-to-end encryption for all reports and ensuring transparent data handling policies.


Future Roadmap: Innovating Towards a Smarter Commute

The journey doesn't end here. The success of "Where's My Nganya?" should illuminate exciting pathways for future innovation:

Cashless Fares with M-Pesa: Seamless integration with M-Pesa, Kenya's dominant mobile money platform, to introduce cashless, transparent fare payments, eliminating the hassle of cash and reducing fare fraud even further.

Strategic BRT Planning: Partnering with initiatives like Uber Bus to contribute real-world data and insights for the development of efficient Bus Rapid Transit (BRT) systems, helping shape Nairobi's future public transport infrastructure.

This project is a testament to my belief that great design doesn't just solve problems; it transforms lives. I am passionate about leveraging design and data to create impactful solutions that resonate with real people and drive positive change. I am eager to bring this blend of strategic thinking, user empathy, and analytical rigor to your team.

💡Accessibility is not a feature--it is the baseline!

💡Accessibility is not a feature--it is the baseline!

Designed and organized by Mutai Kiprotich

Designed and organized by Mutai Kiprotich