- Developed data model to identify product features that drive business outcome, created a roadmap based on results and presented to management for new features and functions. - Fine-tune product features with A/B test.- Identify sales drivers through forming hypothesis and analyzing product data and web-traffic data.

• Consulted with actuaries and stakeholders to identify requirements on insurance regulation (IFRS17)• Transformed millions of rows of financial data into dashboard-ready data by constructing advanced MSSQL query• Orchestrated performance tuning and reduced report loading time by 80% with over a million rows of data by indexing and changing data structure• Automated identification and rectification of financial data discrepancies by employing Python.• Conducted Unit Test, System Integration Test and User Acceptance Test on code before deploying on production environment• Assisted in UiPath Proof-of-Concept formulation and replaced day-time manual operation by night-time automatic automation

• Conducted A/B Testing for different corporate customer segments to provide dynamic customized pricing on Asia-pacific air fare• Collaborated with Sales Manager all over the world to conduct customer segmentation analysis, enhanced sales by 10% YOY

• Participated in project - "Mapping the Best Practices in Social Innovation"• Devised qualitative data analyses on 300 passages using R• Evaluated capitals employed by social entrepreneurs

• Reviewed and updated background of institutional clients and prepared 20+ credit proposals • Conducted financial statement analysis for three financial years • Updated credit ratings of institutional clients and gathered AML information for internal audit • Checked with regulatory body, e.g.: HKMA, Fed Reserve, ECB for updated clients' Authorized Institution status • Prepared and updated approximately 30 KYC accounts