ABA Banking Journal
No Result
View All Result
  • Topics
    • Ag Banking
    • Commercial Lending
    • Community Banking
    • Compliance and Risk
    • Cybersecurity
    • Economy
    • Human Resources
    • Insurance
    • Legal
    • Mortgage
    • Mutual Funds
    • Payments
    • Policy
    • Retail and Marketing
    • Tax and Accounting
    • Technology
    • Wealth Management
  • Newsbytes
  • Podcasts
  • Magazine
    • Subscribe
    • Advertise
    • Magazine Archive
    • Newsletter Archive
    • Podcast Archive
    • Sponsored Content Archive
SUBSCRIBE
ABA Banking Journal
  • Topics
    • Ag Banking
    • Commercial Lending
    • Community Banking
    • Compliance and Risk
    • Cybersecurity
    • Economy
    • Human Resources
    • Insurance
    • Legal
    • Mortgage
    • Mutual Funds
    • Payments
    • Policy
    • Retail and Marketing
    • Tax and Accounting
    • Technology
    • Wealth Management
  • Newsbytes
  • Podcasts
  • Magazine
    • Subscribe
    • Advertise
    • Magazine Archive
    • Newsletter Archive
    • Podcast Archive
    • Sponsored Content Archive
No Result
View All Result
No Result
View All Result
Home Retail and Marketing

The Science of Lending Leads: Mining Alternative Data in a New Mortgage Marketing Universe

March 23, 2021
Reading Time: 4 mins read
The Science of Lending Leads: Mining Alternative Data in a New Mortgage Marketing Universe

By Clint Lotz

As the COVID-19 pandemic continues, lending institutions across the country are monitoring major lending trends to determine which types of loans are most in demand.  Amid the uncertainty of the current economic climate, there has been a consistent and unprecedented consumer demand for mortgage loans and refinancing, as a result of consumers refinancing their current properties, or city dwellers seeking refuge in the suburbs. New home sales are projected to have increased 14 percent in 2020 compared to 2019, according to a recent forecast from Fannie Mae.

This trend, in combination with historically low interest rates, means that lenders are projected to lend $3.9 trillion in 2020.

Though this may sound beneficial—increased inbound inquiries for loans with decreased, or even passive effort for lead generation—it’s actually problematic, as lenders are unable to utilize new credit data fast enough to predict the financial health of the U.S. population, thereby crippling their efforts to meet the onslaught of demand.

Mortgage and lending marketers are now forced to fight for every qualified lead, while working to maintain or gain a competitive edge in the marketplace. At a time when the loan process is being sped up to keep up with shifting demand, and the market is being flooded with applicants who don’t qualify because of their mediocre credit scores, lenders are seeking out the leads that will result in successful loans. Moving forward, lenders are now reevaluating their lead processes and their risk models.

Marketing costs remain consistently high

Though the lending landscape is changing in response to the pandemic, the cost of traditional marketing is still high for mortgage brokers, as the cost-per-click to find qualified leads averages around $90. Multiplied by the thousands of leads a lender is targeting at any given time, it’s easy to understand why marketing budgets are high. These costs only increase once lead aggregator sites (such as Lending Tree) are involved. Lead aggregator sites send leads to multiple lenders simultaneously, while bombarding customers with competing offers all at once. Though most lenders employ automated software that can process lending applications in mere seconds, the reality is that only a fraction of those applications (on average about 30 percent) of those applicants are viable.

In addition, in 2020 Google implemented new restrictions limiting ad copy pertaining to credit, qualifying and loans.

The combination of all these factors results in expensive cost of acquisition numbers, as lenders continue to reach out to consumers with healthy credit, thus continuing the need for expensive marketing outreach.

Impending credit havoc

The millions of forbearances and loan modifications that took place in the early months of the pandemic are going to wreak havoc on people’s credit reports in the near future. Many consumers have balloon payments coming due. Given the overall state of the economy, lenders can expect to see missed and late credit card, mortgage and car loan payments.

Overall, these COVID aftershocks will impact credit reports for some time to come and will make finding qualified applicants more difficult for bank marketers.

With the fallout of COVID-19 combined with the usual pain points to reach qualified consumers, what can marketers do to improve applicant qualifications while reducing customer acquisition costs?  The answer is for them to mine their own resources.

Dig deeper in the mine

A typical lender is likely sitting on hundreds of thousands of contacts, if not millions of people who may have applied for loan products in the past and did not qualify at the time. Rather than throwing money at new leads, the best bet for marketers is to mine their existing leads. Software that can activate their existing databases and data sets to uncover new prospects can help lenders find “hidden gems” who might already qualify or will have better credit in the future—providing lenders with prospects to retarget with customized loan offerings.

With a glut of potential leads to dig through, here are some useful steps for banks:

  • Explore fintech options. New fintech technologies are being developed, launched and proven in the marketplace daily. With the rise in data science and AI practices, it is easier than ever for lenders to build underwriting models in house or work with fintech companies to create them. When done correctly, these algorithms can sort through large amounts of data to best determine which prospects are credit worthy and which are high risk.
  • Implement automated segmentation strategies across CX and sales teams. By implementing alternative data and CRM tools, marketers can create signals to indicate potential opportunities and forecast the needs of their database contacts. With automation, this data and these tools can provide a visible pipeline to sales teams for follow up online and offline.
  • Take alternative data seriously. The old way of evaluating personal credit is not going to work in 2021. Risk models need to adapt, and marketing lenders need to use alternative data to manage this. FICO is now revising their scoring to weigh the impact a personal loan has on a credit score, as a result of the sheer popularity of personal loans—which have led to easy approvals, funding (thanks to the rise of fintech lenders), and too many consolidation loans. FICO is now using an alt data category called “trending data” to track (and score) how well a consumer manages debt levels across all accounts.
  • Employ a data science team. If this is within your company’s budget, create a data science team, or at least designate one person for this role. Many lenders are using large-scale business intelligence tools to provide clarity to their data-mining efforts, but these tools don’t provide strategy. A data science team can use these tools not only to analyze data, but they can then help determine best use cases to ultimately grow a lender’s business.
  • Consider new product creation. From refinancing to collections, the use of alt data can help create new products that reduce churn and improve CX.

By taking these steps, lenders can not only become less reliant on third-party lead aggregators, they can reduce their overall COA. At the same time, lending marketers can expand the amount of credit qualified approvals, retain existing customers longer and create customized loan offers based on the customer’s background and needs

Clint Lotz is the president and founder of TrackStar.ai, a company that specializes in predictive credit technology that helps determine consumer lending potential.

Tags: Big dataConsumer lendingCustomer acquisitionData analysisFintech
ShareTweetPin

Related Posts

Personalized Marketing? Not Without Email

Bank marketers ramp up email marketing prowess

Retail and Marketing
June 17, 2026

Emerging opportunities are in behavioral triggers, abandonment follow-up, predictive next-best-action and segmented journeys.

How to Hyper-Segment Your Customer Communications without Losing Control

Bank marketers are all in on AI

Retail and Marketing
June 8, 2026

Training and education will be critical to ensuring that investments in AI platforms deliver their full value.

Marketing Compliance: Staying Alert to the Potentially Unfair or Deceptive

Study: Banks can expand financial advice to drive sustained customer engagement

Wealth Management
June 1, 2026

When financial institutions get the personalization formula right, customer satisfaction scores rise.

Accuracy, consistency, efficiency: How AI strengthens AML compliance

Marketing for wealth management

Wealth Management
June 1, 2026

As a new generation redefines ‘wealth,’ banks are strengthening their mass affluent and high net worth offerings.

Community banks can still win the primary checking relationship

Community banks can still win the primary checking relationship

Retail and Marketing
May 27, 2026

While fintech firms may lead in raw account openings, they are not displacing primary banking relationships at scale.

Survey: Consumers largely satisfied with banking service providers

Survey: Speedy personal loan approvals drive growing customer satisfaction in nonbanks

Newsbytes
May 22, 2026

As financially vulnerable customers lean on personal loans to consolidate debt and cover unexpected expenses, nonbank lenders are closing the satisfaction gap with traditional banks, according to a new survey by JD Power.

NEWSBYTES

Warsh to launch review of how Fed sets monetary policy

June 17, 2026

FASB proposes targeted improvements to hedge accounting guidance

June 17, 2026

OCC seeks to clarify procedures for approving, denying filings

June 17, 2026

SPONSORED CONTENT

Why Your Systems Keep Slowing Down — and What to Do About It

Examiners Are Now Looking at Your Non-Core Systems

June 11, 2026
Your Floorplan Audit and Your Credit Decision Are Weeks Apart. That Gap Has a Price.

Your Floorplan Audit and Your Credit Decision Are Weeks Apart. That Gap Has a Price.

June 1, 2026
A Modern Blueprint for Serving High-Net-Worth Families

A Modern Blueprint for Serving High-Net-Worth Families

May 28, 2026
Why Your Systems Keep Slowing Down — and What to Do About It

AI Is in Your Bank. Is Your Cloud Contract Governing It?

May 20, 2026

PODCASTS

Podcast: Talent and innovation in community banking

June 18, 2026

Podcast: Understanding bank regulators’ guidance on illegal immigration

June 11, 2026

Podcast: Creating a feeling of welcome, for customers and new bankers

May 28, 2026

American Bankers Association
1333 New Hampshire Ave NW
Washington, DC 20036
1-800-BANKERS (800-226-5377)
www.aba.com
About ABA
Privacy Policy
Contact ABA

ABA Banking Journal
About ABA Banking Journal
Media Kit
Advertising
Subscribe

© 2026 American Bankers Association. All rights reserved.

No Result
View All Result
  • Topics
    • Ag Banking
    • Commercial Lending
    • Community Banking
    • Compliance and Risk
    • Cybersecurity
    • Economy
    • Human Resources
    • Insurance
    • Legal
    • Mortgage
    • Mutual Funds
    • Payments
    • Policy
    • Retail and Marketing
    • Tax and Accounting
    • Technology
    • Wealth Management
  • Newsbytes
  • Podcasts
  • Magazine
    • Subscribe
    • Advertise
    • Magazine Archive
    • Newsletter Archive
    • Podcast Archive
    • Sponsored Content Archive

© 2026 American Bankers Association. All rights reserved.