Machine Learning for Credit Risk

This white paper explores the transformative potential of Home Equity Lines of Credit (HELOCs) in 2025, a year marked by record-high homeowner equity and shifting consumer credit behavior. It offers data-driven insights into how lenders can tap into the $29 trillion in untapped equity by leveraging advanced analytics, behavioral segmentation, and digital innovation to meet evolving borrower needs.

Key Takeaways:

• $29T in Untapped Equity: Millions of homeowners are ideal HELOC candidates but remain underserved.
• Behavior Gap: Many consumers default to credit cards due to misconceptions about HELOCs.
• Smart Targeting: Use data to identify Revolvers and tailor offers that resonate.
• Digital Advantage: Compete with fintechs by streamlining approvals and closings.

Join our speakers Ankit Sinha and Erin Haselkorn to discover how Experian’s AI solutions help financial institutions accelerate the modeling lifecycle, integrate efficient feature deployment, and achieve regulatory compliance.

Learn from our experts about:

• New automation in model building and deployment
• Model governance and compliance
• Innovative ways to leverage data throughout the customer lifecycle

Join Experian’s Dark Web Intelligence Team to explore how to score consumers’ identity health and the benefits for both businesses and consumers.

We'll break down:

• The accelerating risk of identity exposure on the dark web and what it means for your organization and your customers
• Case studies of fraud events detected through dark web alerts
• How Experian's Identity Health Score translates signal data into action, helping you identify at-risk consumers, upsell safely, inform cyber insurance strategies, and protect employees

Based on interviews with global financial institutions, the Forrester Total Economic Impact™ study, commissioned by Experian, reveals real customer impact stories and business wins delivered by the Experian Ascend Platform™. This infographic shares some of the key findings.

Key insights include:

• 183% return on investment (ROI) and $13.3M in net present value (NPV) over three years
• A car leasing company’s approval rates increased from 60% to 66%, improving consistency and revenue growth
• An airline reduced fraud chargebacks by 99.9%, lowering regulatory risks and financial losses.