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Jonathan Telzrow
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Jonathan Telzrow: How to Turn Credit Data Into Actionable Business Growth

  • June 23, 2026
  • Executive Statement Editorial
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The entire credit industry was built to answer one question. Will they pay us back? It is a sound question, and at its core, a question about fear. A century of lending infrastructure, every score, model, and review process, was engineered to find the people most likely to fail. This means most institutions are sitting on the richest growth dataset in their industry and using it almost exclusively to say no. 

Jonathan Telzrow, who has spent over 25 years inside banks, credit unions, and major financial networks and served on advisory boards for MasterCard, Discover, and Experian, has watched this single blind spot hand growth to the few competitors who learned to ask a second question. “The winners in this space don’t just collect data,” Telzrow states. “They turn it into action.” The data is identical across the industry. The posture is not, and posture is the whole game.

Fear Reads the File One Way. Ambition Reads It the Other

Read a credit file looking for risk, and you will find risk, because that is what the question summons. Read the same file asking who is being underserved, and an entirely different population appears, one that your risk-tuned systems are structurally built to ignore. These are not two datasets. These are two questions asked of the same payment histories, the same regional signals, and the same industry trends. The institution that asks only the defensive question is not being prudent. It is being half-blind on purpose.

Telzrow points to the customer that almost everyone overlooks. A mid-tier business with a spotless repayment history and limited access to credit is not a risk to be contained. It is a growth opportunity with a track record, constrained by exactly the access you are in business to provide. You do not need new data to find that company. It is already in your portfolio, filed under a question you never thought to ask. Reorient the question, and your risk department quietly becomes your most productive growth channel, at zero acquisition cost.

Stop Reading the Rearview Mirror

Historical data is a record of where a market has already been. Useful, necessary, and by definition late. The institutions building real advantage have stopped steering by the rearview mirror and started using predictive models that incorporate economic indicators, sector performance, and borrower behavior to see where the market is going before the move is obvious to anyone looking at the past.

By the time an opportunity is clearly visible in historical data, every competitor can see it too, and the margin has already been competed flat. The lender, by reading predictive signals, is positioning products and offers months before the crowd arrives, which means they are selling into an open market while everyone else is still confirming the trend exists. Reactive lenders chase the opportunity. Strategic ones are already standing in it when the rest show up.

An Insight Your Client Cannot Use Is Not an Insight

The sharpest analysis in the institution is worth nothing if the client cannot understand it. A score the borrower cannot act on is a verdict, not a relationship. The lenders who convert data into growth are the ones who translate it, showing a business precisely how it qualifies for better terms, or walking it through the steps to get there. That translation flips the relationship. The lender stops being the gatekeeper grading the applicant and becomes the partner helping them win, and clients do not forget which one you chose to be.

Credit data is an extraordinary instrument, but only in the hands of someone using it with purpose, and purpose is not analysis. It is finding the opportunity fear taught you to overlook, seeing the change before your competitors do, and handing the client a roadmap they actually want to follow. Master that sequence, and the old wall between risk management and growth simply disappears. They were never opposing functions. They were the same data, read by someone brave enough to ask the better question. 

Follow Jonathan Telzrow on LinkedIn for more insights on credit analytics, lending strategy, and turning risk data into a driver of portfolio growth.

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Related Topics
  • alternative credit scoring models
  • B2B credit portfolio analytics
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