Personalization at scale
MIC and MAC assessment scores vary across learners. The system needed to convert these individual profiles into relevant course recommendations without manual intervention.
Power
Win
EdTech platform case study
A personalized learning platform designed to help every learner find their own path.
DevsTree designed and engineered KiWiMi’s secure CFA and CMA learning ecosystem—combining adaptive study paths, intelligent assessments, advanced analytics and protected video delivery in one scalable platform.
✓Adaptive study plan
↗Advanced analytics
K KiWiMi Academy
Learning dashboard
CFA Level I ▾
Course progress78%
Quiz accuracy86%
Study streak24 days
Weekly performance
Today’s plan
Quantitative Methods
Ethics practice quiz
Portfolio review
Mock test analysis
Welcome backYour KiPath
78%
Ethical Standards12 lessons completed
Financial ReportingContinue learning
Mock TestRecommended today
Project snapshot
A personalized, secure and analytics-led exam preparation ecosystem.
ClientKiWiMi, Vietnam
FocusCFA & CMA Learning
DeliveryEnd-to-End Product
The opportunity
Every learner is different. The platform needed to understand that.
KiWiMi needed more than a conventional LMS. The goal was to translate each student’s assessment data, pace and performance into a clear and continuously adapting preparation strategy.
Dynamic study planning
Static schedules could not reflect changing scores, missed targets or different learning speeds. Study plans had to evolve automatically as performance changed.
Actionable analytics
Performance data needed to reveal precise strengths and weaknesses—not simply display marks—so learners could focus effort where it created the greatest impact.
Protected premium content
High-value educational videos required strong content protection, controlled viewing and secure delivery while maintaining a smooth student experience.
The solution
A connected learning engine built around the student.
DevsTree combined assessment intelligence, adaptive workflows, content security and scalable engineering into a unified experience for students, educators and administrators.
MIC & MAC intelligence
Assessment scores are analyzed to recommend learning paths aligned with each student’s academic strengths, development needs and career direction.
Personalized recommendationsAdvanced performance analytics
Topic-level analysis identifies patterns, weak areas and improvement opportunities, turning raw test activity into clear next actions.
Decision-ready insightsAdaptive quizzes & mock tests
Individual, group and mock tests are tailored around learner performance to reinforce weak concepts and simulate real examination conditions.
Targeted practiceSecure video delivery
Protected video workflows reduce unauthorized screenshots and recordings, safeguarding premium educational content across supported devices.
Content protection
How we approached it
From learner data to a continuously improving journey.
01
Model the learning profile
Structure MIC, MAC, course, quiz and performance data into a reliable learner profile that can drive recommendations.
02
Build adaptive decision logic
Use configurable scoring and planning logic to generate relevant course paths and modify study plans as results evolve.
03
Design for clarity
Present complex progress data through intuitive dashboards, focused actions and responsive learning flows across screen sizes.
04
Secure the content layer
Implement protected video delivery and controlled access while keeping playback practical for legitimate learners.
05
Engineer for growth
Create maintainable API integrations and a scalable Next.js and Node.js foundation that supports future courses, cohorts and services.
1:1Learning paths shaped around individual assessment and performance data.
360°Visibility across courses, quizzes, strengths, weaknesses and progress.
24/7Responsive digital access to structured learning and assessment workflows.
SecureProtected delivery for high-value video and educational content.
Business impact
A stronger digital learning proposition for modern finance candidates.
The delivered platform gives KiWiMi a differentiated foundation for personalized preparation—helping students move from generic study materials to focused, data-guided improvement.
✓
More relevant course recommendations based on learner assessments.
✓
Clearer visibility into weak topics and next-best learning actions.
✓
Flexible study planning that responds to pace and performance.
✓
A scalable platform foundation for additional courses and cohorts.
Technology foundation
Modern, scalable and maintainable.
NNext.js
JSNode.js
APIAPI Integrations
UXResponsive UI/UX
SECVideo Security
DALearning Analytics
NNext.js
JSNode.js
APIAPI Integrations
UXResponsive UI/UX
SECVideo Security
DALearning Analytics
KiWiMi demonstrates how thoughtful product strategy and engineering can transform complex education data into a simple, secure and genuinely personal learner experience.
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