Research

What I'm Exploring

Deep dives into AI, fintech, and emerging technologies. These are the areas where I'm actively learning, experimenting, and contributing.

Active Research Areas

activeSince 2024-04

LLM Applications in Financial Risk Management

Exploring how large language models can be applied to summarize complex risk exposures, generate regulatory narratives, and answer scenario-based questions in financial services using retrieval augmented generation (RAG) on controlled data sources.

LLMsRAGFinancial RiskComplianceAI Safety
activeSince 2021-05

ML-Powered Fraud Detection in Digital Payments

Research on real-time fraud and credit risk models embedded in payment APIs, focusing on threshold tuning, decision rules optimization, and balancing authorization rates with chargeback reduction in high-volume environments.

Machine LearningFraud DetectionPaymentsRisk Scoring
activeSince 2025-02

Quantum Computing Education Accessibility

Developing frameworks and curricula for making quantum computing education accessible in emerging economies, with focus on practical applications and partnerships with educational institutions.

Quantum ComputingEducationAccessibilitySTEM
activeSince 2024-01

Responsible AI in Financial Services

Investigating best practices for deploying AI systems in regulated financial environments, including explainability requirements, bias detection, and maintaining compliance with evolving regulations.

Responsible AIFintechComplianceEthics

Past Research

Completed explorations and findings

Completed

Digital Financial Inclusion in South Asia

Studying the impact of digital wallet adoption on financial inclusion, focusing on KYC optimization, user experience for first-time digital users, and merchant ecosystem development.

Financial InclusionDigital WalletsSouth AsiaUX Research

General Interests

Areas I follow and explore casually

Fintech and Digital Banking
AI for Risk and Accessibility
Responsible AI in Financial Services
Quantum Computing Education
Writing on AI and Fintech
Exploring New Technologies

Interested in Collaboration?

I'm always open to discussing research ideas, potential collaborations, or just geeking out about AI and fintech.

Get in Touch