TL;DR
TL;DR
TL;DR
In response to the growing NCLEX failure rates among repeat test-takers, with nursing candidates struggling with clinical judgment and study consistency, the HiFi Tutor team, led by nurses, wanted to leverage AI to disrupt traditional memorization-based study methods and create a modern, effective learning platform.
My Role: Lead Product Designer / UX Strategist
Team: 1 Project Owner/Client, Nurse Consultants/SMEs, 1 Visual Designer, 1 Frontend Developer, 1 Backend Developer, 1 Mobile Developer
Duration: 4 Months (for MVP design and documentation)
My contributions included defining user states, mapping adaptive dashboard logic, designing the Elis Mode AI 5‑action learning flow, collaborating with developers on implementation constraints, and ensuring responsive PWA usability for mobile and desktop study patterns.
While the product includes other features such as mock tests, flashcards, and podcast‑based learning, this case study focuses on the adaptive UX strategy behind the home experience and ELI5 Mode.
Due to the MVP timeline, formal usability testing was scheduled post-development. To ensure confidence in the design direction, design decisons were validated through storyboard walkthroughs with nurse consultants, heuristic evaluation, competitve reasearch , and alignment with evidence-based learning research, focusing on improving learning expereinces
Planned Outcome is aimed at improving study consistency and boosting learner confidence, with testing planned across a pool of 50 beta nurses. This project showcased my ability to lead cross‑functional teams, consult strategically on UX, and design scalable, inclusive systems for high‑stakes learning.
In response to the growing NCLEX failure rates among repeat test-takers, with nursing candidates struggling with clinical judgment and study consistency, the HiFi Tutor team, led by nurses, wanted to leverage AI to disrupt traditional memorization-based study methods and create a modern, effective learning platform.
My Role: Lead Product Designer / UX Strategist
Team: 1 Project Owner/Client, Nurse Consultants/SMEs, 1 Visual Designer, 1 Frontend Developer, 1 Backend Developer, 1 Mobile Developer
Duration: 4 Months (for MVP design and documentation)
My contributions included defining user states, mapping adaptive dashboard logic, designing the Elis Mode AI 5‑action learning flow, collaborating with developers on implementation constraints, and ensuring responsive PWA usability for mobile and desktop study patterns.
While the product includes other features such as mock tests, flashcards, and podcast‑based learning, this case study focuses on the adaptive UX strategy behind the home experience and ELI5 Mode.
Due to the MVP timeline, formal usability testing was scheduled post-development. To ensure confidence in the design direction, design decisons were validated through storyboard walkthroughs with nurse consultants, heuristic evaluation, competitve reasearch , and alignment with evidence-based learning research, focusing on improving learning expereinces
Planned Outcome is aimed at improving study consistency and boosting learner confidence, with testing planned across a pool of 50 beta nurses. This project showcased my ability to lead cross‑functional teams, consult strategically on UX, and design scalable, inclusive systems for high‑stakes learning.
Problem
Problem
Problem
The core challenge, validated through the client's research (interviews with 50+ nurses) and our secondary research, wasn't a lack of general knowledge, but a failure to apply that knowledge in a high-stakes, critical-thinking environment.
The Problem with the NCLEX: The exam is not about recall; it's about clinical judgment (which makes up roughly 85% of the NGN-NCLEX content).
The User Pain Point (Statistic-Backed): While a majority pass on the first attempt, the failure rate for repeat test-takers is substantial (approx. 47% fail a second time), indicating traditional study methods are fundamentally broken once a user has already failed once
The core challenge, validated through the client's research (interviews with 50+ nurses) and our secondary research, wasn't a lack of general knowledge, but a failure to apply that knowledge in a high-stakes, critical-thinking environment.
The Problem with the NCLEX: The exam is not about recall; it's about clinical judgment (which makes up roughly 85% of the NGN-NCLEX content).
The User Pain Point (Statistic-Backed): While a majority pass on the first attempt, the failure rate for repeat test-takers is substantial (approx. 47% fail a second time), indicating traditional study methods are fundamentally broken once a user has already failed once
Research Strategy
Research Strategy
Research Strategy
We synthesized three main sources: stakeholder research (including a document with 30 nurse interview recordings), secondary research from public NCLEX statistics and academic reports, and community insights gathered from online forums such as Quora, Reddit nursing threads, and professional study groups.
Together, these inputs revealed recurring pain points around study consistency, exam anxiety, and difficulty applying clinical judgment under timed conditions.
Research identified four dominant pain points
UX Vision
Success meant creating a system where:
Nurses could study in small, manageable bits and still progress
The platform identifies weak areas automatically
Confidence increases through mastery
Learning feels guided, rewarding, and manageable
The vision focused on building both competence and confidence, not just content recall.
We synthesized three main sources: stakeholder research (including a document with 30 nurse interview recordings), secondary research from public NCLEX statistics and academic reports, and community insights gathered from online forums such as Quora, Reddit nursing threads, and professional study groups.
Together, these inputs revealed recurring pain points around study consistency, exam anxiety, and difficulty applying clinical judgment under timed conditions.
Research identified four dominant pain points
UX Vision
Success meant creating a system where:
Nurses could study in small, manageable bits and still progress
The platform identifies weak areas automatically
Confidence increases through mastery
Learning feels guided, rewarding, and manageable
The vision focused on building both competence and confidence, not just content recall.
Screens
Screens
Screens
Designing Adaptive Home States:
Personalization That Drives Confidence and Consistency
To support personalized learning and reduce NCLEX prep anxiety, we designed adaptive home states that respond to user behavior, performance, and study patterns. Each state was crafted to meet a specific moment in the learner’s journey — from first-time onboarding to streak reinforcement, lapse recovery, and exam readiness. Below is a breakdown of the six storyboard scenarios, each guided by behavioral and learning theory, with clear logic and expected outcomes.
Designing ELI5 Mode: Conversational Clarity for Clinical Confidence
This feature was designed to directly attack the clinical judgment deficit. The goal was to simplify complex concepts and facilitate progressive learning in an intuitive interface.
The Pain Point Solved: Inability to apply facts to clinical scenarios; reliance on rote memorization.
The system generated an explanation card with four actions:
Hear the answer aloud.
Turn the explanation into a flashcard.
See a clinical example or scenario.
Quiz me to reinforce retention.
Leading questions were suggested to guide deeper learning.
Web Adaptation & Landing Page
Once the mobile foundation was solid, I translated the design for web. Many nurses preferred studying on PCs, so scaling the experience was critical.
Web adaptation: Leveraged the design system for consistency, applied PWA guidelines, and ensured navigation ease.
Landing page: Designed to communicate the product’s value clearly, highlight adaptive learning and ELI5 Mode, and drive sign-ups.
This multi-platform approach ensured HiFi Tutor could meet learners wherever they were on the go or at home.
Designing Adaptive Home States:
Personalization That Drives Confidence and Consistency
To support personalized learning and reduce NCLEX prep anxiety, we designed adaptive home states that respond to user behavior, performance, and study patterns. Each state was crafted to meet a specific moment in the learner’s journey — from first-time onboarding to streak reinforcement, lapse recovery, and exam readiness. Below is a breakdown of the six storyboard scenarios, each guided by behavioral and learning theory, with clear logic and expected outcomes.
Designing ELI5 Mode: Conversational Clarity for Clinical Confidence
This feature was designed to directly attack the clinical judgment deficit. The goal was to simplify complex concepts and facilitate progressive learning in an intuitive interface.
The Pain Point Solved: Inability to apply facts to clinical scenarios; reliance on rote memorization.
The system generated an explanation card with four actions:
Hear the answer aloud.
Turn the explanation into a flashcard.
See a clinical example or scenario.
Quiz me to reinforce retention.
Leading questions were suggested to guide deeper learning.
Web Adaptation & Landing Page
Once the mobile foundation was solid, I translated the design for web. Many nurses preferred studying on PCs, so scaling the experience was critical.
Web adaptation: Leveraged the design system for consistency, applied PWA guidelines, and ensured navigation ease.
Landing page: Designed to communicate the product’s value clearly, highlight adaptive learning and ELI5 Mode, and drive sign-ups.
This multi-platform approach ensured HiFi Tutor could meet learners wherever they were on the go or at home.
Conclusion
Conclusion
Conclusion
Although full testing is still in progress, several outcomes stand out:
Stakeholder feedback: “The strategic clarity and empathy in your design helped us visualize how nurses will actually use this app.”
Foundation for testing: 50 nurses are lined up to test the developed version, with metrics planned around:
Engagement with personalized home states.
Time to first successful ELI5 interaction.
Retention across streak and lapsed user flows.
Conversion from landing page to sign-up.
Reflection
This project was laying a MVP foundation for the solution and there are still many possible iterations that could be explored after user testing.. Storyboarding taught me how to design for inclusivity and motivation, also challenged me to simplify complexity without losing depth.
Working as lead designer, I learned how to balance strategy with execution, collaborate with developers on technical constraints, and present design decisions to stakeholders with clarity. Most importantly, I laid the foundation for an edtech product that could genuinely improve how nurses prepare for one of the toughest exams of their careers.
