Turning Your Bank’s Data Into Commercial Growth

Over the past decade, most banks have invested heavily in data. They have upgraded core systems, rolled out customer relationship management platforms, licensed third-party business data and started piloting AI tools. Boards approved much of that spending with the expectation that it would help the bank grow. Not only is there so much data, but much of that information sits in separate systems, leaving bankers to piece it together before they can use it.

For many institutions, the growth is harder to find. A commercial banker may learn about a client’s expansion after another lender has already offered financing. The bank may have held some of the clues in its own systems, with others available through outside sources. The challenge is connecting those dots in an easily digestible manner and getting it to the banker early enough to matter.

Directors should ask whether the bank’s data investments are helping it win new relationships, deepen existing ones and retain valuable clients.

The Signals Worth Watching
Business intelligence signals alert bankers to what they need to know about their client or prospect organizations. A loan maturing in the next 12 to 18 months is a useful reason to start a conversation, whether the relationship is yours to protect or a competitor’s to win. A growing business may need additional credit, treasury support or help managing cash. A new CEO or CFO may reassess a banking relationship.

Here are six other indicators that deserve more attention than they get:

• Hiring activity: Steady job postings or rising headcount can suggest a need for a larger line, payroll services or new space.
• New locations and facilities: Building permits and property purchases can precede a financing need by months.
• Uniform Commercial Code (UCC) filings: Filings can help identify existing secured financing relationships and collateral, giving bankers a starting point for questions about needs and financing plans.
• Ownership and succession changes: Private equity investment, an acquisition or an owner nearing retirement creates demand for capital and advice.
• Buyer intent: Intent data shows when people at a company are researching topics like equipment financing or switching banks. Visits to your commercial lending pages or webinar sign-ups from a prospect count too. It provides a reason to ask about the business’ plans, rather than assume a buying decision is imminent.
• Changes in account activity: Climbing deposit balances, larger payroll runs or heavier line utilization often show growth before it appears anywhere else.

A manufacturer’s growing payroll, combined with a new facility announcement, gives a banker a reason to ask about expansion plans. That conversation could bring lending and treasury colleagues to the table before the company starts shopping for financing.

Intelligence Bankers Will Use
Intelligence pays off only when it reaches bankers inside the tools they already use. A signal attached to a client’s CRM record, with a clear reason to follow up, is more useful than another dashboard they have to remember to check. Management should prioritize those signals around the bank’s target markets, customer needs and growth priorities.

Bankers should also be able to mark a signal as useful or irrelevant. Over time, the bank learns which signals predict real opportunities and stops sending the rest.

What Boards Should Ask
Board oversight can give directors a clear picture of whether the investment is working:

• How do growth signals reach frontline bankers, and how quickly?
• Does management track which signals lead to meetings, new loans and new deposits?
• Are these opportunities producing the types of relationships, funding and risk-adjusted returns that support the bank’s growth strategy?
• Who owns the bank’s data strategy across business lines and technology?
• How does management validate signal accuracy and ensure bankers use customer information appropriately?

Without that tracking, the bank will struggle to distinguish activity from measurable returns.

Directors should expect management to explain how the bank’s data investments help bankers earn more of a client’s business. Can a banker recognize an expansion early, understand its implications, and bring the right colleagues into the conversation? Can management connect that activity to stronger relationships, new deposits and profitable lending? The return comes when better information changes whom bankers call, the questions they ask and the relationships they build.