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A collaborative project with NHS Fife Addiction Services focuses on improving substance users' treatment retention rates through digital interventions. ● Facilitate design workshops for 20+ stakeholders, including healthcare specialists and substance users. ● Iterate the product through 3 cycles, impacting 2000+ substance users positively across Scotland. ● Redesign and build the project's website on WordPress, leading to a 30% increase in website views.● Align stakeholders by mapping patient journey, hosting weekly catch-up and writing monthly report.

A project aims to design a mobile app (Snooze Lab) for early Obtrusive Sleep Apnea (OSA) diagnosis.● Conducted research on 10+ competing products, and proposed ways to stand out from the market. ● Led usability testing with 5 participants, performed 10+ iterations, raising task completion rate by 30% and overall satisfaction by 15%.● Designed JSON file for engineers to develop.

Data Analyst at Kaggle Fraud Transaction Detection Feb 2022 - Mar 2022A project aims to detect fraudulent credit card transactions in an anonymized dataset. ● Performed EDA and data cleaning, reducing dataset with 400+ features to 100+ features. ● Applied normalization and one-hot encoding to prepare the dataset for modeling.● Utilized Light GBM, optimized parameters, and attained a Kaggle score of 90.39 out of 100.00.

Worked as a photographer for the St Andrews' highly rated local publication The Saint, responsible for photoshoot for local events and news.

Data-driven Optimization - Noticed that student users are more active at 6-7 pm by observing data from dashboard, changed the post sending time accordingly, increasing the reading volume by 20%.

Violinist at Chamber Orchestra.

Led the marketing team for the School of Medicine as Vice President, overseeing article posting, student engagement, and activity planning. Successfully organised and managed 10+ school activities annually.