Personalization Focus
Designing an adaptive information architecture to deliver personalized insights and operational efficiency
2 months
Lead product designer
B2B Web App
Global market

Research under Constraints
Despite limited direct user research access, a deep dive into existing system logs, indirect feedback channels, and stakeholder interviews revealed critical inefficiencies. This analysis pinpointed key structural gaps in the current operational reports, hindering user experience and overall data utilization. We focused on translating fragmented feedback into actionable insights, identifying patterns that demanded a fundamental rearchitecture.
01. User Interview Analysis
Synthesizing stakeholder feedback -> Identified core functional gaps
02. Heuristic Evaluation
03. User Journey Analysis
04. Prioritization Workshop
Identifying Structural Gaps & User Needs
Despite limited direct user research access, a deep dive into existing system logs, indirect feedback channels, and stakeholder interviews revealed critical inefficiencies. This analysis pinpointed key structural gaps in the current operational reports, hindering user experience and overall data utilization. We focused on translating fragmented feedback into actionable insights, identifying patterns that demanded a fundamental rearchitecture.
Limited adaptability
Missing Context & Data Distrust
The absence of descriptive labels and metadata forces users into manual verification for every report. Without situational context, the interface increases cognitive load and diminishes data trust, making it impossible for users to identify relevant information at a glance


Lack of flexibility
Restrictive Search & Guided Failure
Rigid search parameters and inconsistent UI components fail to accommodate diverse user queries. This lack of flexibility creates a repetitive trial-and-error loop, where users are left without clear guidance or alternative paths when search results yield no data
Discovery failure
Non-Contextual Discovery
The landing page fails as a personalized entry point. By surfacing generic, non-contextual "Recommended Reports," the interface loses its core purpose, transforming a strategic gateway into a functional barrier that ignores actual user intent

Aligning Priority with Structure
To bridge the gap between user needs and technical viability, I synthesized 64 backlog issues into a high-leverage roadmap. By applying an Impact vs. Feasibility framework, these insights were directly translated into a restructured Information Architecture, ensuring our design efforts focus on the most critical business drivers.
Prioritization workshop
Prioritizing 64 issues to define a high-impact roadmap.

Restructured IA
Translating Workshop Insights into Structural Clarity.

Architecting a Scalable Product Vision
This Proof of Concept served as the catalyst for our long-term strategy, successfully securing its place as a key flagship project for the 2025 Roadmap. By validating high-impact solutions, I transitioned fragmented ideas into a concrete, executable vision that now defines the product’s future direction.
Optimized Information Architecture
Redefining information priority for faster scanning
Streamlining Complex Workflows
Streamlining complex tasks into intuitive user journeys
System Scalability & Consistency
Ensuring consistency and modularity across the platform
Contextual Insight
Delivery
Surfacing data-driven insights tailored to specific user needs
Advanced search experience
Intent-Driven Search Framework
Replaced rigid filtering with an adaptive search framework. This unified interface allows users to sync complex data sources and gain a comprehensive overview with minimal friction


Data insights
Actionable data visualization
Transformed static data into dynamic insights. These high-level summaries enable faster, data-driven decision-making by highlighting key operational distributions

Notification
Contextual awareness & alerts
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Intelligent bundling
Cohesive Report Clusters
Automated report bundling to eliminate manual cross-referencing and improve scanning efficiency

Informative cards
Visual cues for instant context
Integrated descriptive tags and real-time status to enable instant report identification without manual verification




Scalable Content Architecture
Designed an adaptive framework to deliver personalized content streams based on individual user intent
Intelligent Data Discovery
Streamlined information access by prioritizing relevant metadata and eliminating redundant manual searches
High-Fidelity
Contextual Insights
Eliminated manual verification through individualized status
tags and real-time contextual cues