• Led finance lab initiatives, teaching Bloomberg and LSEG database analysis and launching a FinHack competition on machine learning topics (churn analysis, reinforcement learning trading bots), boosting lab footfall by 18% and social media reach by 40%.

• Utilized data analytics for customer scorecard development, focusing on GMV, order frequency, and payment clearance, reducing Days sales outstanding (DSO) by 18% through Financial Creditworthiness Review (FCR) of SMEs.• Developed strategic quarterly plans to optimize profitability and liquidity, increasing polymer segment revenue by 66% to $250K while keeping WCC below 5 days. • Achieved cost reduction of 5% by using linear regression ML model to forecast prices for textile sector SKUs with an estimated error rate of 8.77%, enabling procurement teams to optimize inventory levels and avoid overstocking.• Partnered with business head to devise and execute liquidity management strategy for company's marketplace launch, slashing monthly liquidity needs by $200K and fueling a 30% surge in revenue growth.

• Self-learned SQL to create an automated ledger, enhancing receivables workflow by 40%, saving $36k in tech development costs, and integrating into ERP software "Zortal".• Built a Google Cloud-based account management system for 500+ clients with two agents, increasing polymer business retention by 26%.• Conducted feasibility studies on operational, market, credit, and liquidity risks, tripling product portfolio and diversifying revenue by 40% through new verticals in construction, plastics, and chemicals.

• Assisted in financial risk analysis for 5+ companies, evaluating credit ratings, generating rating reports, and performing due diligence in 6 weeks, culminating in director-level presentations.• Established industry-specific peer groups for Banks, Brokerage firms, Textiles, and Pharmaceuticals, categorizing companies based on their ratings and financial performance to enhance efficiency of rating process by 20%.

Actively participated in cross-functional projects, facilitating seamless communication between departments, and gaining valuable insights into corporate operations and stakeholder engagement

Fostered a profound understanding of economics as a dedicated TA, igniting students' interest and facilitating a comprehensive grasp of complex economic concepts while nurturing critical thinking skills to analyze the nation's contemporary economic landscape