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Integrating Loyalty Across POS, Mobile, and Web
2024-2025Cross-Platform IntegrationProduct StrategyUser ResearchEnd-to-End
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A Product Manager who came up through design, driven by the same question I've always asked: why does this work the way it does, and how could it work better?
More About Amelia Liw
Integrating Loyalty Across POS, Mobile, and Web

Eliminating systematic waste while maintaining feature delivery

From 3-day delays to instant feedback using AI
Earlier work exploring data visualization, mobile UX, and public service design

End-to-end data annotation platform empowering ML practitioners to create and manage custom datasets for algorithm training.

Improving train arrival information with better accessibility, readability, and information hierarchy for KTM commuters.