All work

Case studies & projects

Seven years designing high-stakes product flows for crypto exchanges and regulated fintech — institutional KYB onboarding, multi-jurisdiction KYC, on-chain compliance tools, and the design systems that let small teams ship reliably under regulatory pressure.

Featured work

Four projects that define my approach to compliance-driven product design — an institutional verification overhaul, multi-jurisdiction retail launches, a design system built for a small team shipping seven simultaneous product workstreams, and an on-chain fund-flow investigation tool.

Institutional KYB verification flow with guided document checklist
2025 KuCoin · Institutional
Institutional KYB verification flow redesign

Led end-to-end redesign of institutional KYB for a global crypto exchange — research found 82% of applicants submitted multiple times and only 41% completed document upload. Replaced a text-heavy flow with guided entity selection and a dynamic document checklist.

Redesign shipped to the institutional segment driving 30–70% of exchange volume; 41% document-upload completion established as the pre-launch baseline for post-release measurement.
End-to-end Compliance UX Conversion Research-led
Multi-region retail KYC onboarding for Australia and Europe
2025 Crypto · Compliance
Retail KYC launches — Australia (AUSTRAC) & Europe (MiCA)

0→1 KYC for two simultaneous regulated launches — AUSTRAC for Australia and MiCA for Europe. Shared design process with jurisdiction-specific flows, balancing regulatory requirements against retail conversion under fixed go-live deadlines.

Shipped market-specific flows for AU and EU launches; jurisdiction-template structure reused for subsequent regional rollouts.
0 → 1 Multi-region Regulatory Onboarding
CS agent workspace redesign — before and after information architecture
2024–25 Crypto · Leadership
CS Workspace redesign & internal toolset

Led rescue of a broken CS agent workspace for 200+ reps — 2-week sprint, live observation, three redesigned flows, and AI Reply Suggestions shipped. Simultaneously delivered six other internal tools under regulatory deadlines, with a shared component library enabling consistent quality at 3.5-designer scale.

Seven internal tools shipped 0 → 1; $500k+/year Zendesk costs replaced; AI features and component library adopted as team standard.
Team lead AI features 0 → 1 Design system
On-chain fund flow investigation graph
2023–24 Crypto · Compliance
On-chain fund-flow investigation

Revamped the transaction-investigation flow — analyst interviews mapped to a redesigned graph view, evidence panel, and case-notes module.

Closed the gap between analyst mental model and tool; pattern extended to AML risk analysis.
AML Research

Crypto & exchange product

Consumer-facing exchange work and analyst-facing compliance tools — the full product surface connecting users and on-chain data to regulatory requirements.

On-chain transaction risk analysis with graph visualisation
2024 Crypto · AML
On-chain AML risk analysis

Designed the on-chain transaction risk module from analyst interviews — surfacing the signals that drive a flag, not just the data behind them.

Reduced cognitive load for compliance analysts; pattern reused across the AML suite.
Data visualization On-chain data
Meme-coin risk indicators for a Web 3 wallet
2025 Web 3
Meme-coin risk analysis for a Web 3 wallet

Outlined the risks behind a token in plain language and at-a-glance signals, helping retail users avoid losses on volatile assets.

Concept design; surfaced risk signals at the decision moment instead of post-purchase.
Web 3 Decision UX

Design leadership

The team practices, hiring infrastructure, and measurement frameworks behind the featured work — how I approach design leadership beyond the artifact.

Cross-department workflow design
2022 Process
Cross-department workflow, established from scratch

Mapped handoffs between design, product, and engineering, then established review rituals that stuck.

Workflow adopted by the squad; reduced rework between design and engineering.
Process Cross-team
Candidate assessment framework
2022 Team building
Candidate assessment metrics for design hiring

Built a structured rubric and interview format for fair, consistent design hiring.

Hiring decisions became reproducible; rubric reused for subsequent design hires.
Hiring Team building
Experience measurement framework
2023 Strategy
Tailored experience-measurement framework

Defined metrics, events, and dashboards to track UX as a first-class product signal — partnering with data and PM.

Shared measurement framework across squads; tied design decisions to measurable outcomes.
Data-driven Product thinking
Advisor product roadmap framework
2023 Strategy
Product roadmap with a user-centric framework

Roadmap framework grounded in user research — interview synthesis, journey mapping, and a scoring rubric shared by PMs and designers.

Framework adopted by the advisor squad; informed a multi-quarter roadmap.
Strategy Roadmap

Fintech & wealth management

Earlier product work at Quantifeed — financial dashboards and a component system built for wealth-management advisors and retail apps.

Asset management dashboard
2023 Quantifeed
Asset management dashboard, shared across three systems

One dashboard pattern serving portfolio managers, financial advisors, and white-labeled retail apps — workshops reconciled professional and retail mental models.

Shared module shipped across three product surfaces; framework reused for the advisor roadmap.
Research Multi-stakeholder Design systems
Design system for asset management
2022 Quantifeed
Design system for the asset management platform

Foundations, components, UX writing, and accessibility guidance — built with the engineering team for consistent delivery across squads.

Shared library adopted across product squads; reduced re-design cost for new modules.
Components UX writing Accessibility

Additional & earlier work

Earlier and smaller-scope projects — included for context and range.

Portfolio-creation journey
2021 Quantifeed
Portfolio-creation journey redesign

Heuristic evaluation and IA reshaping for advisor workflows.

A/B test for investment metrics
2021 Quantifeed
Investment-metric comparison (A/B test)

Validated a new portfolio comparison pattern before scale rollout.

Indoor map CMS
2023 0 → 1
Indoor map CMS

Blank page to shippable MVP with two engineers.

Insurance agent onboarding
2023 End-to-end
Insurance-agent onboarding

End-to-end recruiting experience from invite to first deal.

Actuated autonomous lights
2018 UCL thesis
Actuated autonomous lights

Robotic lights guiding sequential tasks — HCI master thesis.

Touch messenger bots
2017–18 HRI 2018
Touch messenger bots

Remote warmth exchange — presented at HRI 2018.

Multi-surface 3D display
2019–20 CityU
Multi-surface 3D display

Unity prototype and elicitation study on 3D interaction.

Microsoft Ads conversion funnel
2018–19 Microsoft
Ads management conversion funnel
Documentation site
2021
Documentation site
Logistics system
2020
Logistics system
Mindray blood pump UI
2019
Mindray blood pump
ParentBump app
2017–18
ParentBump
SAP CRM interface
2017
SAP CRM
Car insurance flow
2017
Car insurance
Letstorm UXPA project
2016
Letstorm (UXPA)