Empowering Underprivileged Students with Learning Tech

Students in rural India struggle to access hands-on experimental tools, preventing many from passing practical exams necessary for college admission. Turn the Bus, an EdTech nonprofit, tasked us with designing a digital solution to bridge this gap.

My team and I developed a 3D lab app that allowed students to conduct virtual experiments. Over 300k students improved their practical skills and opened doors to higher education and better opportunities.

My Role

Interface Design

Model Prototype

Usability Testing

Design System

Team

Product Manager

Design Lead (Me)

Research Led

Develop Lead

Duration

Jan - Aug 2024

Tool

Figma, Blender, Three.js

CONTEXT

Without access to labs, rural Indian students are left unprepared for practical exams, which limits their opportunities for Higher Education

CEO, Turn the Bus

"Our mission goes beyond just helping students pass their exams. We wish to spark a lifelong curiosity in science. We want to empower them not only to succeed academically but also to thrive in future studies and careers."

"Our hope is that, by nurturing their critical thinking and problem-solving skills, we’re giving them the tools to shape their own futures and contribute meaningfully to society."

Project Manager,

Turn the Bus

CHALLENGE

How might we design a learning experience to enable rural students to learn more effectively while spark their scientific curiosity?

CHALLENGE

How might we design a learning experience to enable rural students to learn more effectively while spark their scientific curiosity?

To make the most of our limited resources as a small team, we adopted a lean approach.

With just one developer, we focused on building a Minimum Viable Product (MVP) with essential features.

Project Planning Overview

FINAL DESIGN

Pre-training + Scaffolded Learning

Strategically build foundational knowledge before introducing complex tasks


Ensure that every learner—regardless of prior experience—has the tools they need to succeed

Learning by Doing

Provides immediate feedback and guidance to allow learners to reflect, revise, and iterate on their understanding

Personalized Learning Path

Support learners at different levels with flexible routes


Help each learner progress at their own pace and based on their individual needs

Guided Discovery

To foster deeper understanding and curiosity, I incorporated a guided discovery approach—a learning model that encourages students to explore and make sense of concepts on their own

DESIGN IMPACT

After completing our tutorial and virtual lab activities, students improved by…

Our final product led to more than 100% increase in learning gains among students with no prior knowledge of the subject. This solution is now actively empowering over 300k+ students from rural Bihar, helping them achieve academic success and enjoy science learning.

  • Dr. Tilak Agerwala

    Project Manager @ Turn the Bus
    Ex-VP of Systems @ IBM Research

    This project was truly outstanding! The final report is not only comprehensive and informative but also exceptionally well-crafted. You have exceeded my expectations in every way.

  • Dr. Ken Koedinger

    Professor of Human-Computer Interaction @ CMU

    The guided onboarding with learning by doing is super! And the pre-post results are impressive!

  • Paras P.

    Student from India

    Seed User

    It was an interesting and different experience than typical courses - this was better.

  • Internal Tester

    The interactiveness - it’s like I was choosing and trying to think of the answer. Better than just reading a textbook.

Exploration

UNDERSTANDING THE USER

Who are we designing for?


To gain a better idea of who we are designing for and what their unique needs/wants/wishes are, we interviewed 3 students who have taken the board exam and 2 local teachers who taught 12-grade physics.

The persona summarizes what we know about the target user:

"I want to be the first in my family to go to college and have a bright future, but practical exams feel impossible without real lab experience."

"I don’t want to just pass my exams; I want to explore science and innovate, but without labs, it’s like learning without seeing."

Rajesh

12th-grade student from rural Bihar

Sunita

12th-grade student from rural Bihar

"My dream is to go to college and become an engineer, but without the lab tools, I can’t even understand how experiments work and pass my practical exams."

"Without lab equipment, I feel lost with practical exams. I want to understand science, not just memorize it."

UNDERSTANDING THE CHALLENGE

How did we interpret the learning challenges for our target students, and how should we approach them?

23

Research Paper Reviewed

GOAL

How can we use learning science principles to guide the design of our tool?

4

Cognitive Task Analyses

GOAL

How would an expert approach the lab exam?

How does that compare to a novice?

8

Competitor Apps Audited

GOAL

What elements from existing tools should we learn/avoid?

How can we differentiate our tool?
SYNTHESIS

Research data says..

01

Active > Passive Learning

Traditional labs often require students to “verify” known outcomes, but evidence shows that students learn better by constructing their understanding.

I’ll help you get your project out of paper and design a unique solution for your company's website from scratch, with no templates and bolder outcomes! The final design is yours, from desktop to mobile so you can do whatever you want with it.


01

Active > Passive Learning

Traditional labs often require students to “verify” known outcomes, but evidence shows that students learn better by constructing their understanding.

I’ll help you get your project out of paper and design a unique solution for your company's website from scratch, with no templates and bolder outcomes! The final design is yours, from desktop to mobile so you can do whatever you want with it.


01

Active > Passive Learning

Traditional labs often require students to “verify” known outcomes, but evidence shows that students learn better by constructing their understanding.

I’ll help you get your project out of paper and design a unique solution for your company's website from scratch, with no templates and bolder outcomes! The final design is yours, from desktop to mobile so you can do whatever you want with it.


02

Reflection Strengthens Problem-Solving Skills

Integrating reflective prompts within the lab setup allows students to assess their decisions, make connections between theoretical and practical aspects.

I’ll help you get your project out of paper and design a unique solution for your company's website from scratch, with no templates and bolder outcomes! The final design is yours, from desktop to mobile so you can do whatever you want with it.


02

Reflection Strengthens Problem-Solving Skills

Integrating reflective prompts within the lab setup allows students to assess their decisions, make connections between theoretical and practical aspects.

I’ll help you get your project out of paper and design a unique solution for your company's website from scratch, with no templates and bolder outcomes! The final design is yours, from desktop to mobile so you can do whatever you want with it.


02

Reflection Strengthens Problem-Solving Skills

Integrating reflective prompts within the lab setup allows students to assess their decisions, make connections between theoretical and practical aspects.

I’ll help you get your project out of paper and design a unique solution for your company's website from scratch, with no templates and bolder outcomes! The final design is yours, from desktop to mobile so you can do whatever you want with it.


Ideation

EARLY IDEATION OVERVIEW

From 0 to 0.5, I proposed leveraging existing tool to test out how we can best prompt students' active learning

Develop reflection-based instructional content using the low-code tool

Exploration Focus

What are students' reactions to the active learning model?

How should we design for active learning while aligning with the exam syllabus?
Evaluate the existing virtual lab "OLabs" to identify limitations in supporting active learning

Exploration Focus

What features do users like and dislike about OLabs so we can address these gaps when designing our platform?

What features should we prioritize given our limited resources?
USER TESTING

To answer these questions, we tested our 1st MVP with 6 users

Think-alounds User testing


To evaluate the effectiveness of our MVP design, we conducted 90-minute Zoom user testing sessions with 6 participants.

Affinity Diagramming


After the user testing, we extracted insights from each of our sessions. Then, we compiled them in an Affinity Diagram to find key insights and themes across the data.

KEY TAKEAWAY 1: LACK OF CONFIDENCE

Students lack confidence in hypothesis formation and conclusion analysis

“Can I write I don’t know?” - P1

“I think I need to go back to the lesson.” - P3

Most Indian students lacked confidence in forming hypotheses and preferred traditional methods where answers are provided, avoiding active problem-solving.


By integrating more interactive activities that guide students through hypothesis formation, we can gradually build their confidence in active problem-solving.

KEY TAKEAWAY 2: OVER-RELIANCE ON FORMULAS

Students relied on formulas in their problem solving approach

“According to the formula...” - P4

“Can I look back at the formula?” - P1

Participants' focus on formulas indicated that their prior physics learning was heavily math-intensive.


This presents an opportunity to enhance our instructional approach by incorporating deeper mathematical scaffolding, encouraging students to truly understand the concepts rather than simply memorizing equations.

KEY TAKEAWAY 3: DIGESTIBILITY

Students prefer pictures and simpler English

“Having more pictures and simpler words would be much better.” - P2

“Why is there another page of text?” - P6

Most participants reported feeling fatigued by lengthy blocks of technical text and requested more visuals to help explain key concepts.


Given that our target users are non-native English speakers, simplifying the language and incorporating more visual aids is crucial to improving comprehension and engagement.

KEY TAKEAWAY 4: FLEXIBILITY IN LEARNING

Fixed lab setup hindered students' discovery learning process

“I can't connect the wires this way?” - P4

“I think I connected everything correctly?” - P2

The existing solution OLabs only supports one correct wire connection method, limiting students' ability to explore alternatives. It also lacks feedback when students get stuck, making it more of a review tool than a learning resource for beginners.


To foster more exploratory learning, we could design a flexible tool that allows students to arrange lab equipment freely, mirroring the real exam setting.

Develop

DESIGN TO ENGINEERING WORKFLOW

From 0.5 to 1, how did we move from content to production?

Fast-Track Android UI with
Figma & Material 3

We decided to design in Figma and develop with Material 3 framework, which allows us to leverage pre-built, well-established components optimized for Android devices.


Material 3’s design system offers a comprehensive set of guidelines and UI elements. It helps me iterate my designs rapidly and hand off to the engineer efficiently.

COMPARISON OF PROTOTYPING TOOLS

What about the virtual lab? How about a lightweight, cost-effective solution for 3D development?

Working with Constraints

A team with one developer, handling everything from interactive simulations to complex 3D lab tasks

Low team budget because we're partnering with a nonprofit

Mandatory browser integration, must be supported on the existing EdX platform

Choice of Three.js

Seamless integration — from design to launch

Lightweight — easy to get started and implement

No cost, can be designed with Blender or other free modeling tool

3D Made Simple with
Blender & Three.js

Blender offers powerful yet free tools for creating detailed 3D models, which makes it ideal for replicating lab equipment in an educational context. Once the models are built, exporting them to Three.js and making them available in an interactive web-based environment is straightforward.


Both tools are beginner-friendly. The learning curve remains manageable while maintaining high-quality results.

Observe

Find resources on the lab exam, study the look of the instrument

Model

Prototype the 3D instrument in Blender, replicate the look of real-world instrument

Export

Export the 3D model and import to the web page with code

Design

Design Decision #1

By introducing an "I don't know yet" option and adding interactive simulations, we encourage students to engage more freely in trial and error.

No confidence? Let's make it easier

Indian high school students are accustomed to a test-driven learning environment, where the focus is often on getting the right answer rather than exploring concepts.


To shift this mindset, I decided to add an "I don't know yet" option to emphasize that students are not being tested but are encouraged to explore and try.


Additionally, I incorporated interactive simulations with tips, which allows students to test and adjust their hypotheses as they progress. These elements are designed to boost students' confidence and make discovery-based learning feel more approachable and empowering.

Encouraging, motivating language

Immediate feedback to consolidate understanding

Tips to guide students through the hypothesis making process

Burdenless hypothesis making

Design Decision #2

We expanded the formula derivation process into an interactive tutorial to help students understand the math behind, not simply memorize it.

Comprehension > Memorization

Indian students tend to rely heavily on memorizing formulas rather than fully understanding their derivation and application.


To address this, I designed an option for students to either deep dive into the formula derivation process or view a summary version if they are already familiar with it. This flexibility accommodates different learning levels.


Additionally, I integrated animations and "next" buttons to present the formula derivation step-by-step. This ensures that the process is easy to follow and helps shift the focus from rote memorization to deeper comprehension.

Visualize formula derivation with animation

Foster deeper learning with probing questions and constructive feedback

Personalized learning route for students at different levels

Reduce students' anxiety with learning progress indication

Design Decision #3

To enhance active learning and better prepare students for practical exams, we provide greater flexibility in lab setup and offer tailored feedback.

Bridge Learning and Testing Closer Together

The existing tool OLabs offers a pre-established lab setup, which discourages students from exploring through trial and error.


To address this, I designed a lab environment where students can freely move and connect objects. This helps simulate a real-world exam setup and give students a chance to practice building the lab from scratch.


Additionally, I integrated tailored feedback and hints to guide students when an error occurs, helping them understand their mistakes and preventing feelings of helplessness.

Freely arrange lab equipment, just as in a real practical exam

Step-by-step lab guidance to avoid confusion in procedures

Open-ended wire setups, connect with no limits like a real-life lab

Tailored adaptive feedback to address students' specific misconceptions

PROJECT TAKEAWAYS

My Wrap-up Thoughts ↓

I learned that..

Agile + Lean is the key


When resources are limited, focus on testing the risky hypothesis first before investing

Consider everyone's strength in a team


Allocate tasks strategically to maximize results

Prioritize usability and practicality


Think about how usable the product would be in underprivileged students' daily environment..

With more time, I'd…

Improve the lab realism


Further bridge the gap between virtual and physical learning

Enhance accessibility


Conduct comprehensive accessibility audit and remove any blocks

Integrate learning analytics


Keep track of students dropoff rate and accuracy for each section

© Created by Siyun Wen 2025 with 🧋 and 🐱 hair

© Created by Siyun Wen 2025 with 🧋 and 🐱 hair

© Created by Siyun Wen 2025 with 🧋 and 🐱 hair