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By Erik Hjermstad, VP of Product Management for Experian Automotive In today's digital landscape, where consumers increasingly turn to connected TV and addressable TV for entertainment, precision targeting has become more critical than ever for automotive advertisers. By delivering highly relevant ads to the most likely potential customers, advertisers can maximize campaign effectiveness, increase conversion rates, and ultimately drive a better return on investment (ROI). The following is a summary from a recent article I wrote for Ad Age. The Power of Precision Targeting Precision targeting allows advertisers to focus their efforts on the right people with the right message at the right time. This targeted approach helps minimize wasted ad spend and ensures that every dollar invested makes a meaningful impact. By understanding an audience's demographics, interests, and behaviors, automotive marketers can tailor their messaging to resonate with specific consumer segments and pointedly reach those ready to purchase. Leveraging Data Intelligence for Competitive Advantage To stay competitive, automotive marketers must stay on top of the latest data intelligence. Agencies and marketers have turned to data-driven strategies to set their campaigns apart and increase the likelihood of a consumer purchasing a vehicle. When choosing their consumer audiences, automotive marketers turn to companies like Experian Automotive for data like license, registration, and title. They utilize models based on actual vehicle sales and ownership to target the right audience and measure effectiveness more accurately. Measuring Success: Key Metrics and Omnichannel Measurement To ensure that advertising campaigns deliver results, automotive marketers must have a robust measurement strategy. This involves tracking key metrics such as: Sales: Did the buyer purchase a vehicle? Impressions: The number of times an ad is seen. Clicks: The number of times an ad is clicked on. Conversions: The number of people who take a desired action, such as purchasing. Cost per acquisition (CPA): The cost of acquiring a new customer. Return on ad spend (ROAS): The revenue generated by an ad campaign divided by the cost of the campaign. Experian Automotive offers advertisers a robust measurement solution that provides omnichannel measurement, connecting website visitation and ad exposures to automotive sales. Analysis includes make, model, and vehicle class reporting, competitive analysis, and 30-, 60-, and 90-day vehicle sales projections. The Importance of Omnichannel Measurement In today's interconnected world, automotive consumers interact with brands across multiple channels, including TV, digital, social media, and in-store. Advertisers must adopt an omnichannel measurement approach to truly understand their audience and measure the effectiveness of their campaigns. By tracking consumer behavior across all channels, advertisers can gain a more complete picture of the customer journey and identify opportunities for optimization. Omnichannel measurement integrates data from various sources, such as website analytics, social media metrics, and point-of-sale data. This allows advertisers to understand how consumers interact with their brand at different stages of the buying process and attribute conversions to specific channels and touchpoints. By leveraging omnichannel measurement, advertisers can make more informed decisions about their marketing investments and deliver a more cohesive and personalized customer experience. Measurement is critical to advertising success for several reasons: Optimization: By tracking key metrics, advertisers can identify what is working versus what is not and make necessary adjustments to improve campaign performance. Attribution: Measurement helps determine which marketing channels and tactics drive the most conversions. ROI analysis: By measuring the ROI of their campaigns, advertisers can justify their marketing investments and demonstrate the value they bring to the business. Navigating the Challenges of the Streaming Era While precision targeting and measurement are essential in the streaming era, advertisers face unique challenges. The fragmented nature of the streaming landscape, with its multiple platforms and devices, can make it challenging to track consumer behavior and measure campaign effectiveness. However, advancements in data technology and measurement tools provide advertisers with many new opportunities to overcome these challenges. By leveraging data intelligence, using deterministic data models to understand their audience, and tracking key metrics, advertisers can deliver highly relevant ads that drive results and maximize their ROI.

How can lenders ensure they’re making the most accurate and fair lending decisions? The answer lies in consistent model validations. What are model validations? Model validations are vital for effective lending and risk-based pricing programs. In addition to helping you determine which credit scoring model works best on your portfolio, the performance (odds) charts from validation results are often used to set score cutoffs and risk-based pricing tiers. Validations also provide the information you need to implement a new score into your decisioning process. Factors affecting model validations Understanding how well a score predicts behavior, such as payment delinquency or bankruptcy, enables you to make more confident lending decisions. Model performance and validation results can be impacted by several factors, including: Dynamic economic environment – Shifts in unemployment rates, interest rate hikes and other economic indicators can impact consumer behavior. Regulatory changes affecting consumers – For example, borrowers who benefited from a temporary student loan payment pause may face challenges as they resume payments. Scorecard degradation – A model that performed well several years ago may not perform as well under current conditions. When to perform model validations The Office of the Comptroller of the Currency’s Supervisory Guidance on Model Risk Management states model validations should be performed at least annually to help reduce risk. The validation process should be comprehensive and produce proper documentation. While some organizations perform their own validations, those with fewer resources and access to historical data may not be able to validate and meet the guidance recommendations. Regular validations support compliance and can also give you confidence that your lending strategies are built on solid, current data that drive better outcomes. Good model validation practices are critical if lenders are to continue to make data-driven decisions that promote fairness for consumers and financial soundness for the institution. Make better lending decisions If you’re a credit risk manager responsible for the models driving your lending policies, there are several things you can do to ensure that your organization continues to make fair and sound lending decisions: Assess your model inventory. Ensure you have comprehensive documentation showing when each model was developed and when it was last validated. Validate the scores you are using on your data, along with those you are considering, to compare how well each model performs and determine if you are using the most effective model for your needs. Produce validation documentation, including performance (odds) charts and key performance metrics, which can be shared with regulators. Utilize the performance charts produced from the validation to analyze bad rates/approval rates and adjust cutoff scores as needed. Explore alternative credit scoring models to potentially enhance your scoring process. As market conditions and regulations continue to evolve, model validations will remain an essential tool for staying competitive and making sound lending decisions. Ready to ensure your lending decisions are based on the latest data? Learn more about Experian’s flexible validation services and how we can support your ongoing success. Contact us today to schedule a consultation. Learn more

The advent of artificial intelligence (AI) is significantly transforming the landscape of real estate fraud, enabling criminals to execute complex schemes like deed theft with greater ease. A notable case involves Spelling Manor, a $137.5 million mansion in Los Angeles, where the owner alleges they are entangled in deed fraud. Scammers reportedly filed fraudulent documents that have prevented the owner from selling the estate, thwarting offers from buyers, including former Google CEO Eric Schmidt. Understanding deed/title fraud Deed fraud, also known as title or property fraud, occurs when someone illegally transfers ownership of a property without the owner’s knowledge or consent. Typically, fraudsters create fake documents or forge the owner’s signature on a deed to make it look like the property has been legally transferred to them. Once the title is in their name, they may try to sell or mortgage the property, leaving the original owner unaware until it’s too late. How deed fraud works Identify a target: Fraudsters often look for properties that appear vulnerable, such as vacant land, unoccupied homes, or properties owned by elderly individuals who may not check their records frequently. Forge documentation: Using fake IDs and forged signatures, scammers create documents that appear to show a legitimate transfer of ownership. With modern technology, these documents can look highly convincing. Record the fake deed: Fraudsters then file these documents with the local county clerk or recorder’s office. This officially changes the ownership records, making it seem as if the scammer is the legitimate owner. Exploit the ownership: Once listed as the owner, the fraudster may sell the property to an unsuspecting buyer, take out loans against it, or even rent it out. The impact on victims In the summer of 2024, Elvis Presley’s family got confronted to a forged deed scam. A fake firm, Naussany Investments, falsely claimed Lisa Marie Presley owed millions and used Graceland as collateral. They placed a foreclosure notice and attempted to auction the estate. Riley Keough filed a lawsuit, exposing the firm as fraudulent and halting the foreclosure through a judge’s injunction. Lisa Jeanine Findley, who forged documents and posed as firm employees, was arrested and charged with deed forgery fraud and identity theft. She faces up to 22 years in prison if convicted.  The FBI's Internet Crime Complaint Center does not specifically monitor deed fraud. However, in 2023, it processed a total of 9,521 real estate-related complaints defined as the loss of funds from a real estate investment, resulting in more than $145 million in losses. Victims of deed fraud can face severe financial and legal issues. They may discover the fraud only when trying to sell, refinance, or even pay taxes on the property. Reversing deed fraud typically requires a costly and time-consuming legal process, as courts must determine that the transfer was fraudulent and restore the original owner’s rights. Prevention and safeguards There are several preventive measures and fraud prevention solutions that can be established to help mitigate the risks associated with deed/title fraud. These include: For lending institutions: Enhanced ID verification: Implement multi-factor identity checks at the loan approval stage. Regular portfolio audits: Conduct periodic audits to detect unusual property transfers and title changes in their loan portfolios. For title companies: AI-driven document verification tools: Use machine learning algorithms to identify inconsistencies in deed and ownership documents. Real-time fraud monitoring: Employ analytics to track suspicious behavior patterns, such as rapid ownership changes. Seller authentication: Require biometric or multi-step identity verification for anyone claiming ownership or initiating sales. For realtors: Training and awareness: Educate realtors on how to spot warning signs of fraudulent listings and seller impersonations. Pre-transaction verification: Collaborate with title companies to validate ownership early in the listing process. Acting with the right solution Mortgage fraud is a constant threat that demands ongoing vigilance and adaptability. As fraudsters evolve their tactics, the mortgage industry must stay one step ahead to safeguard homeowners and lenders alike. With concerns over deed/title-related fraud rising, it is vital to raise awareness, strengthen preventive measures, and foster collaboration to protect the integrity of the mortgage market. By staying informed and implementing robust safeguards, we can collectively combat and prevent mortgage fraud from disrupting the financial security of individuals and the industry. Experian mortgage powers advanced capabilities across the mortgage lifecycle by gaining market intelligence, enhancing customer experience to remove friction and tapping into industry leading data sources to gain a complete view of borrower behavior. Visit our website to see how these solutions can help your business prevent deed fraud. Learn more