Founder, Pearl Quest
Kathryn Wilkens is the founder of Pearl Quest, an independent forecasting and risk architecture advisory practice serving small firms and emerging managers. She provides structured review of predictive frameworks, helping professionals strengthen model integrity, improve regime sensitivity, and reduce hidden fragility in forecasting systems.
With more than 25 years of experience spanning finance, data science, and education, Kathryn translates advanced quantitative methods into disciplined, decision-ready frameworks. Her expertise includes model architecture design, generalized additive models, mutual information–based feature selection, validation discipline, and machine learning pipelines—always with an emphasis on transparency and structural coherence.
She teaches in the Master of Financial Analysis program at Rutgers Business School, where she helps graduate students bridge financial theory with modern quantitative implementation.
Previously, Kathryn served as Curriculum Director at CAIA and as an advisor to the Financial Data Professional (FDP) program, contributing to global education standards in alternative investments and financial technology. She has authored peer-reviewed articles and more than 40 published research summaries connecting academic findings with practitioner insight.
Her current work centers on independent forecasting review—bringing institutional-grade rigor and interpretability to smaller teams and emerging managers.
Outside of finance, Kathryn serves on the Board of Directors and as the Treasurer for the Coalition to End Homelessness in South Florida, applying systems thinking and analytical discipline to community problem-solving.


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 wrote reports for PMR and enjoyed keeping abreast of the latest developments and sharing them in this format. She wrote more than 40 reports between 2021 and 2025.
Kathryn hosts the Podcast Channel "Expanding Frontiers", initially supporting, Alternative Investments: Expanding Frontiers is available here: PodBean link
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