A research-driven product design case study focusing on how users evaluate trust, manage risk, and make booking decisions in low-certainty environments like shared accommodations.

The Challenge
In shared accommodation platforms, users often have to make decisions with incomplete or uncertain information. They aren’t just evaluating a physical space, but also host credibility and co-living dynamics. This uncertainty leads to high cognitive load, hesitation at key decision points, and ultimately, booking drop-offs.

Strategic Execution
Instead of focusing purely on visual interface updates, I reframed the experience around behavioral design and progressive trust-building:

Behavioral Analysis: Mapped the user flow (search → evaluate → book) to identify exact moments where friction and hesitation peaked.

Progressive Decision-Making: Structured the information architecture so users build confidence gradually across three stages: Discovery, Evaluation, and Decision, rather than being overwhelmed with signals all at once.

Information Scannability: Prioritized and surfaced clear trust signals (like verified reviews and host context) to support quick comparison and reduce the effort required to interpret credibility.

Reduced Ambiguity: Designed flows that explicitly addressed user uncertainty at the most critical friction points: selection and booking confirmation.

The Impact

Identified critical gaps in how trust signals were communicated at key decision points.

Reduced user hesitation by simplifying how options are evaluated and compared, making the decision-making process faster and more intuitive.

Translated behavioral insights into a reusable framework and actionable design principles for building trust in low-certainty environments (applicable across marketplaces, fintech, and AI systems).

#productdesign #uxresearch #behavioraldesign #trust #informationarchitecture #systemsdesign

nd-to-end product design for a connected enterprise ecosystem spanning Finance, Supply Chain, Business Development, Compliance, and R&D.

The Challenge
Pharmaceutical teams were forced to work across multiple disconnected enterprise applications. Each department had its own distinct system with inconsistent navigation, varying interaction patterns, and broken workflows. Users had to constantly switch mental models and relearn the product as they moved between different operational tools, slowing down critical business processes.

What I Did (System & UX Strategy)

Unified Information Architecture: Mapped out complex operational workflows and data dependencies across five different departments to identify common, shareable interaction patterns.

Standardized Ecosystem: Designed a unified ERP experience that standardized navigation and workflow behavior across five distinct enterprise products without oversimplifying the operational complexity of each domain.

Streamlined Payment & Pricing Workflows: Designed a structured ERP payment processing workflow for Finance and a shared CIGMA RM Price Portal that connected Business Development and Supply Chain teams into a single collaborative workspace.

Regulated Change Management (PI_CMS): Built a digital change management workflow to handle strict pharmaceutical compliance approvals, impact assessments, and audit-ready documentation.

Centralized Operational Visibility: Created a unified Order Fulfillment Dashboard to track manufacturing progress across procurement, production, quality control, packaging, and dispatch.

The Impact

Successfully delivered 5 connected enterprise products operating within a single, unified ERP ecosystem.

Established a scalable foundation of reusable interaction patterns across Finance, Supply Chain, Compliance, Business Development, and R&D.

Significantly reduced the learning effort for internal users by creating a consistent, predictable enterprise experience.

#productdesign #erp #enterprisesaas #systemsthinking #b2b #informationarchitecture

End-to-end product design for a multi-role telehealth platform connecting patients, clinicians, and care coordinators.

The Challenge
The existing system suffered from fragmented tools and broken data handoffs. Patients were overwhelmed by complex booking flows, while clinicians started consultations blind due to a lack of structured, real-time health data, leading to high drop-off rates and administrative friction.

What I Did (System & UX Strategy)

Unified Information Architecture: Restructured 6 disconnected modules into a single, role-aware data layer so patients and clinicians could operate from the same real-time information.

Progressive Disclosure: Redesigned the appointment booking experience into a guided 3-stage flow, significantly reducing cognitive overload and decision paralysis.

Clinical Data Translation: Replaced verbal pain reporting with an interactive 3D body map and integrated real-time Remote Patient Monitoring (RPM) for vitals, translating complex inputs into actionable triage data for doctors.

Design System Architecture: Built a scalable design system from scratch with reusable components and tokens to ensure zero UI inconsistency across mobile, web, and wearable platforms at launch.

The Impact (6 Months Post-Launch)

+40% increase in mobile adoption by moving core workflows (like home care booking) fully in-app.

-30% reduction in administrative load due to structured patient inputs and the unified dashboard.

Resolved 3 critical flow failures prior to release through rigorous usability testing and iteration.