 Assisted in works of Proof of Concept with IFRS 17 related database and report format  Developed Propensity model, analysed and interpreted results using Python, R and statistical techniques

 Performed regular/ad-hoc experience monitoring, reporting and deep-dive studies on claims and persistency Supported year-end process on coding new products and enhancements of the spreadsheet and/or Prophet models Supported any financial management initiatives/projects requested by management and PCA Prepared monthly persistency management information deck for committees and internal discussion  Performed analysis and explanations to the results

 Performed the calculation, data extraction and checking for financial report  Performed data reconciliation on the results to ensure data accuracy and no data leakage Developed independent spreadsheet checking with results produced by actuarial software for audit purpose Supported coding changes and enhancements of the spreadsheet

 Handled all types of documents including comprehensive financial statements and all general office duties Prepared Excel spreadsheets for accounting process and recording the financial situation Communicated with other construction materials companies and ensure duties operated smoothly