LLM Evaluation & NLP
Designing stronger evaluation systems for factuality, safety, reasoning quality, and real world usefulness beyond a single benchmark score.
RESEARCH / PUBLICATIONS
Published
research.
Co-authored reviews on machine learning in oncology and on sentiment analysis for customer retention. Author order is as published, and each title links to the article through its DOI.
Predictive Sentiment Analysis and Proactive Service Intelligence: Implications for Long-Term Customer Loyalty and Retention-A Scoping Review
Advances in Research, Vol. 27, Issue 6 · Published 15 October 2026
Real-World Evidence and Machine Learning for Predictive Oncology and Clinical Decision Support: A Critical Narrative Review
Archives of Current Research International, Vol. 26, Issue 9 · Published 8 September 2026
ORCID
0009-0008-0127-9361
The full ORCID record, with these works alongside education, employment and distinctions.
CURRENTLY EXPLORING
Research advancing responsible innovation.
Fraud Detection
Exploring anomaly detection, behavioral signals, and interpretable machine learning for identifying suspicious financial activity responsibly.
AI Enabled Patient Navigation
Investigating secure, human centered platforms that help authorized healthcare teams find and navigate relevant patient record information more efficiently.
RESEARCH AREAS
HealthcareArtificial IntelligenceApplied Machine LearningEnvironmentWaterClimate ResiliencyAgriculture