Summit Blog | Data Analytics and Program Evaluation

Loan Monitoring: AI Predictive Insights

Written by Katie Janik | 9/24/25 4:22 PM

Written in collaboration with Mike Rodriguez
Part 1 of 4 in our loan monitoring white paper series

Predictive analytics provide an opportunity to intervene earlier, support borrowers better, and protect taxpayer dollars more effectively—even for large, complex loan portfolios.

It’s not just about red flags—it’s about noticing the patterns that precede the red flags.

As the first piece in a four-part loan monitoring white paper series by subject matter experts Katie Janik and Mike Rodriguez, Loan Monitoring: AI Predictive Insights explores the evolving landscape of loan monitoring, with a focus on the transformative role of artificial intelligence in predictive analytics. It examines emerging trends, key challenges, and how AI is reshaping risk assessment and decision-making in the financial sector.

Over the coming weeks, we will explore this subject through a series of podcasts and white papers that shares how AI technologies are revolutionizing the financial sector, providing actionable insights, and driving more informed decision-making. 

Stay tuned for a forward-looking perspective on the future of loan monitoring and how AI is setting a new standard for financial intelligence.