What if the "Average" Student Was Never Average?

A story-driven, habit-forming learning system built around the student not the syllabus. Designed to unlock the potential that's been sitting at 65% all along.

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What if the "Average" Student Was Never Average?

A story-driven, habit-forming learning system built around the student not the syllabus. Designed to unlock the potential that's been sitting at 65% all along.

Eureka home screen and an in-video quiz

Class X has a quiet majority: students at 60 to 70% who are capable of 80 to 90%, written off as "average." Our first answer, a fully built game-first product, never shipped. Research showed we'd misdiagnosed the problem: it was behavioral, not academic. As the Product Designer, I led the design of Eureka’s learning flows, interactive lessons, and practice experience from synthesizing research insights.

RoleProduct Designer
PartnersSenior PD, Design Director, Product Leadership, CEO, Engineering, Content & Academics
91%
active learners (started at least 1 activity)
784
focused mins / active user / month
75
NPS
01 The Problem

The world decided who these students were

The largest, most under-served segment of Class X CBSE students is failed not by lack of effort, but by a mismatch between what the system offers and what they need.

Class X marks, the quiet majority

It shows up in low marks, dropped streaks, the silent guilt of parents, and the quiet resignation of students told for years that they are "average."

Everything built for them shared the same wrong belief.

Ed-tech apps, tuition and Eureka mapped on structure and active participation

Tuition centres

Offer structure, but it's topper-paced, expensive, and pressure-driven structure that punishes mistakes and leaves the middle behind.

✓ Structure✕ Topper-paced✕ Pressure-driven

Ed-tech apps

Offer content: passive libraries that forget the student the moment the video ends.

✓ Content✕ Passive✕ No accountability
02 Research

Understanding The User

We talked to students who had just finished Class 10 about how they prepared for their boards, and to their parents about what that year looked like from their side.

56

families interviewed

7

cities across Tier 1 to 3

The interviews surfaced four recurring failure modes. They were behavioral and emotional, and they held across geography, score bands, and family background.

Four ways capable students fail and none of them were academic.

a.

Motivation that collapses

Initial zeal quickly gives way to avoidance, procrastination, and reliance on external pressure.

"I just want to be free at home and do Netflix and chill. If the homework is easy I do it myself. If it's hard I copy it next day in class"
b.

Surface-Level Understanding

Rote learning creates an "illusion of understanding" that fails against application-based board questions.

"What I really like about this teacher is that he explains with real life examples. That's when I understand a concept in one shot!"
c.

Internalized Self-Doubt

Years of being labeled "average" leave students convinced high marks are out of reach.

"I feel stressed and scared the night before and after the paper. I feel like I won't do well."
d.

Enforced Consistency

Sub-90% students rarely maintain consistency without external accountability.

"He wouldn't have studied if he was just given a portion and told to prepare he needed someone to sit, discuss, and check answers."

Parents were part of the loop, not a second audience.

Schools praise indiscriminately; tuitions report nothing. Parents see marks drop but can't see why, so anxiety converts into pressure and manual supervision, which feeds straight back into the student's avoidance.

The anxiety loop between parent and student

“All the time the feedback is that the kid is wonderful and disciplined, even when the mark came down quite drastically. Tell me what should I do at home to help my child score better.”

Parent

put the two halves together
The reframe
The problem was never ability but the system around it.

Students aren't failing for lack of intelligence. Current systems are built exclusively for those who already have discipline, confidence, and internal drive. The four failure modes are the design brief.

What everyone solved for
Content
What nobody solved for
MotivationUnderstandingConfidenceConsistency

Who we designed for, in two lines

Illustration of a Class X student torn between his study plan and avoidance Primary

The capable underperformer

Class X CBSE · Tier 1 to 3 · at 60 to 70%, aiming 80 to 90%

High capability, zero structure. Studies only when late-stage panic hits or when an adult literally sits beside them and forces execution.

Illustration of a worried parent surrounded by trackers and coaching brochures Secondary

The anxious parent

Deeply involved, often managing it alone

Highly competent but flying blind. Gets vague praise instead of diagnosis, so she builds her own trackers and becomes the enforcement system herself.

03 The Pivot

Our first answer was wrong: we built a game

Before Eureka became a learning system, it was a game-mechanics-first experience: characters, weapons, level progression. It was a rational bet, passive video libraries had demonstrably failed this cohort, so V1 bet on the opposite: making learning feel more like a game to build a habit of showing up.

V1 game-first screens
V1: quest planning, a conquerable topic map, avatars and podiums

Then we tested it with students, and it failed on three fronts:

Planning fatigue

4 of 5 students in our Bangalore study couldn't stick to a self-made timetable. Only the 97% scorer could.

Rewards felt disconnected

The weapons and characters felt functionally detached from actual academic milestones, confusing students rather than rewarding them.

It built the wrong habit

Educational content cannot be hidden behind flashy mechanics; it would build a habit of opening a game, not learning.

so we cut it
It was built but it never shipped.
The strongest design decision in this project was a deletion.

But it wasn’t easy. Months of research, exploration, and iteration had gone into the product. Starting over meant letting go of a lot of work and being willing to rethink what we had already built.

V1 concept completed screen V1 screen V1 screen

What we had to let go

Plan creation screenCut

Plan creation

Planning created friction before learning even began

Weapons reward screenCut

Weapons reward

Students couldn't relate weapons to achievement

Character and world conceptCut

Character and world concept

Leading with gamification builds the wrong habit

Dropped

I also explored bringing AI doubt assistance into video lectures. We dropped the concept not because of usability, but because the underlying AI capabilities weren’t ready.

AI doubt assistance next to a video lecture
04 Principles

Four Principles Failures Taught Us

Every design decision that follows traces back to one of these. Each principle was earned by a specific, observed failure, none of them came from a best-practice list.

01

Content first, mechanics second

Story-first content drives engagement. Gamification is a reward for learning, never the reason to learn.

Learned from: It built the wrong habit

02

Zero decision points

The target student is paralyzed by choice. One "Continue Learning" CTA, auto-advancing flow, no planning burden.

Learned from: Planning fatigue

03

Psychological safety

Assessment must build confidence, not punish. No negative marking; a forward-looking scale that ends at "Board Ready."

Learned from: Internalized self-doubt

04

Narrative before theory

Real-life stories build intuition first, so formal theory lands on familiar ground instead of bouncing off.

Learned from: Surface-level understanding

05 Direction

Making content the hero

Previously learning was competing with the reward mechanics, rather than being the reason students engaged. So, as we started rethinking the experience, one decision became clear across the team:

The content itself had to become
the primary reason to engage.

To understand what a content-first experience could look like, we looked beyond ed-tech and studied products where content is the product.

Studied: NetflixHotstarDiceand others

Strong content hierarchy

The content takes center stage.

Immersive presentation

The interface gets out of the way.

Previews that create curiosity

Users get a reason to explore before committing.

Minimal distractions

Supporting UI stays secondary to the content.

The question then became:
How might we bring these principles into learning?

This led us to explore larger content surfaces, more immersive visual treatments, and previews that could pull students into the learning itself.

Exploring what content-first could feel like
Exploration 1
Exploration 2
Exploration 3
06 Solution

The Solution: Eureka

Eureka is an active learning platform, not just a content library. It's a behavior system that uses great content as its delivery vehicle.

The product thesis: when a learning experience is engaging, immersive, and emotionally rewarding, academic improvement is the natural byproduct of consistent engagement.

The Eureka home screen
Eureka home screen

3 Stages of Learning

Each chapter has been divided into 3 stages: Learn → Master → Ace, designed along with Allen's academic team to take a student from first encounter with a concept to full board readiness, in a way that feels engaging rather than pressured.

1
Stage 1 · Learn

Stories That Make It Click

Each chapter opens as a narrative, with real-world hooks like "why does salt dissolve in water but oil doesn't?", told in short episodes, one subtopic each. By the time formal theory arrives, it's landing on familiar ground.

Chapter story screen
1Story-first learning builds intuition before theory.
Story episode playing
Story episode playing
2Each episode focuses on a single subtopic, making progress easier to follow.
2
Stage 2 · Master

Expert Teaching That Closes Every Gap

Once the story sets the stage, expert teachers build real depth. Stage 2 has three connected parts: concept videos, inline pop-up questions, and a concept quiz that turn intuitive understanding into board-ready knowledge. The student never just watches; they think and respond at every step.

Master stage concept map 1Topic 2Subtopic

Students progress one concept at a time, building mastery incrementally.

a.

Concept videos

Each concept is taught by an expert teacher, board-aligned and gap-free, continuing the storyline from the Stage 1 episode so it feels like one experience, not two.

Concept video
Concept video
b.

Pop-up questions

To break the "illusion of learning" from passive video, the interface is built for active recall. Timestamp-anchored multiple-choice questions interrupt passive streaming, catch confusion instantly, and give immediate feedback.

Pop-up question
Pop-up question answered correctly
Pop-up question feedback
c.

Concept quiz

Each concept ends with a short objective quiz. It is untimed with unlimited reattempts. A genuine attempt counts as progress regardless of score the quiz is part of learning, not a test of it.

✓ Untimed✓ Unlimited reattempts
Concept quiz
Concept quiz
Concept quiz
Concept quiz result
3
Stage 3 · Ace

Robust Topic Level Assessments

Instead of reinforcing exam anxiety, we designed a multi-tiered evaluation system that reframes testing as a constructive, forward-looking learning mechanism. Focusing on what is understood and what needs improvement.

✓ No negative marking✓ Best score retained on retries
Ace stage: test your proficiency
Proficiency badge

Based on the marks for both MCQ and Written, user gets a Proficiency Badge

Motivation through Gamification

We designed a positive reward loop system focused on habit formation, effort validation, and psychological safety:

a.

Streaks

Tracks consecutive active days with evolving visual themes to celebrate long-term commitment.

Streak started
1Earn streaks after completing any 1 task each day.
Streak badges
2Earn badges based on number of streaks
b.

Social & Achievement Dashboard

Personal milestone badges (consistency, mastery, completion) alongside peer rankings based strictly on streak longevity and syllabus progress, normalizing effort and healthy competition.

Syllabus progress
Achievement dashboard
c.

Transparent Parent Reports

To relieve parents' anxiety of "flying blind," we designed a bi-weekly reporting interface specifically for them, replacing raw test scores and vague praise with diagnostic clarity and actionable next steps:

Full parent study report
scroll the report ↕
Time spent, test and quiz performance
1Detailed report to check Time spent, Test and Quiz performance.
Topic wise report
2Detailed topic wise report.
3Feedback for parents to improve their child’s performance.
07 Validation

Tested with 428 students before launch

Two-stage pilotSikarPatnaGwaliorRaipurClass 9 to 10sub 60% to 90% scorers
overall satisfaction
90%
found it easier than what they usually watch
70%
preferred the Story + Teacher format
68%

Three Things The Pilot Pushed Back On:

What we heardWhat we changed
8%flagged over-cartoonificationvisual tone matured: engaged teenager, not primary school
21%felt pacing was slowconcept videos capped at 5 to 10 minutes
#1 ask"more questions mid-video, not at the end"killed end of video pop quiz, but kept inline pop quiz
08 Impact

Impact after launch

91%
active learners (started at least 1 activity)
784
focused mins / active user / month

About 26 minutes a day.

75
NPS
−1000100

They were never average but
The system was.

Eureka didn't make students smarter. It stopped requiring them to already be disciplined, confident, and self-driven before learning could begin.

09 Reflection

Key Takeaways

01

Behavioral Focus & Content-First

The challenge was consistency, confidence, and motivation, not academics; story-first content drives engagement, gamification rewards it.

02

Design for Simplicity

A choice-paralyzed student needs zero decision points: one CTA, auto-advancing flow.

03

Psychological Safety

Assessment that can gate without ever punishing changes how students approach being tested.

04

Clarity through Narrative

Use a Story-first, Two-Layer Content structure to build intuitive understanding via real-life examples before introducing technical depth.

Presenting the Eureka active learning board

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