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Kathryn Wilkens, Ph.D.
Quantitative Product Engineer | Founder, Pearl Quest, LLC
Kathryn Wilkens builds data-driven investment products that unite quantitative research, financial insight, and technology. As founder of Pearl Quest, LLC, she develops forecasting engines, sector analytics platforms, and feature-engineering frameworks that turn complex data into actionable investment intelligence.
With more than 25 years of experience spanning finance, data science, and education, Kathryn has become known for translating academic and technical methods—such as generalized additive models, mutual information–based feature selection, and machine learning pipelines—into practical, transparent tools for professional investors.
She teaches in the Master of Financial Analysis program at Rutgers Business School, where she helps graduate students bridge the gap between financial theory and modern quantitative implementation.
Before founding Pearl Quest, Kathryn served as Curriculum Director at CAIA and as an advisor to the Financial Data Professional (FDP) program, helping shape global education standards in alternative investments and financial technology. She has authored peer-reviewed articles and over 40 published research summaries connecting academic findings with practitioner insights.
Today, Kathryn focuses on quant-product innovation—building and refining intelligent systems that enhance investment decision-making while maintaining interpretability and rigor.
Outside of finance, she serves on the Board of Directors for the Coalition to End Homelessness, applying her analytical and systems-thinking approach to community problem-solving in South Florida.

New Podcast Channel, initially supporting the forthcoming textbook, Alternative Investments: Expanding Frontiers is available here: PodBean link

Practical Applications Reports are published by Portfolio Management Research of With.Intelligence, the publisher of a family of journals, including the Journal of Financial Data Science, Journal of Portfolio Management, Journal of Alternative Investments, and more. The short reports are designed to bridge the gap between financial theory and practice. They distill technical research down to the central concepts and practical takeaways, allowing institutional investors to quickly implement key research methods and ideas. Kathryn regularly writes reports for PMR and enjoys keeping abreast of the latest developments and sharing them in this format. As of early 2025, she has written more than 40 reports.