Reducing risk and optimizing processes through data

I specialize in process analysis and risk management, building the analytical tools and AI solutions that help organizations identify vulnerabilities, streamline operations, and make informed strategic decisions.

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Featured Projects

Selected work in risk mitigation, process optimization, and decision support using machine learning and applied AI.

AI Regulatory Quiz Generator

Built a Retrieval-Augmented Generation workflow to create tailored quiz content from source materials, combining LLMs with structured retrieval for more reliable outputs.

AI RAG Python NLP

Lending Audit Analysis

Developed a risk-based audit framework to identify systemic anomalies in lending processes, ensuring regulatory compliance and operational consistency.

Python Automation Analytics Risk

Procurement dashboard showing supplier risk segmentation

Procurement Risk Analysis Dashboard

Analyzed procurement processes and supplier risk using the Kraljic model, transforming complex supply chain data into a strategic risk-management tool.

Dashboard Python Decision Support Supply Chain

Banking Intent Classification

Compared traditional and transformer-based models to classify customer requests, improving how unstructured text can be routed, analyzed, and acted on.

AI NLP Transformers Python

Real Estate Price Prediction

Developed regression models to estimate property values using market, location, and property-level features, with a focus on practical model interpretation.

ML Regression Python Modeling

Employee retention and attrition analysis project

Employee Retention & Turnover Risk

Analyzed workforce data to identify key drivers of employee attrition, mitigating turnover risk through targeted retention strategies and process improvements.

ML Classification Python HR Analytics

Core Skills

My work focuses on the intersection of operational risk, process analysis, and technical execution. I specialize in identifying inefficiencies and mitigating risks where technical precision and strategic clarity are both critical.

Python SQL Machine Learning Natural Language Processing LLMs RAG Data Visualization Tableau Dashboards Automation Anomaly Detection Decision Analytics

About Me

I am a specialist in process analysis and risk management, leveraging analytics, machine learning, and automation to solve complex operational challenges.

My approach centers on understanding the underlying processes of a business to identify where risk resides and how it can be mitigated—using data not just to describe what happened, but to optimize how things work.

I enjoy bridging the gap between technical analysis and practical use, turning data into a reliable foundation for operational stability and growth.