Singapore
Expertise in data engineering and BI within the financial domain, with a focus on cross-border payment solutions.
• Data Warehouse & Data Pipeline Development & Analytics Engineering & Business Intelligence • Data Operations & Performance Optimization • AI-Driven Development & Productivity Enhancement
• Data Warehouse Architecture • Data Governance & Quality Assurance • Regulatory & Anti-money laundering Compliance • Business-Driven Analytics & Insights • Stakeholder Collaboration
Financial Document Automation For Annual Report & Insight Extraction for Banks Partnered with financial institutions including DBS Bank, Credit Suisse and Bank Central Asia (BCA) to automate financial document processing and enhance data-driven reporting for credit analysis and operational insight. Financial Report Analyzer — Two-stage NLP pipeline (DBS, Credit Suisse, BCA): keyword retrieval 3,000→100 candidates → text classification for top-3 metric change reasons across 15 metrics; Accuracy 0.797, Macro F1 0.737
This role is typically assigned the title ‘Algorithm Engineer’ in China. Financial Score-Card: Implemented application scorecards for risk assessment • Built credit score-card model based-on loan repayment records dataset. • Conducted multivariate analysis with variable binning and Weight of Evidence (WOE) encoding; utilised Information Value (IV), Pearson correlation, and model selection method to identify key variables. • Evaluation: KS: 0.41, AUC: 0.76.