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Is My Data Safe to Use in a Credit Model?
Most lenders we work with already have a sizable pile of data—application fields, bank data, bureaus, device signals, platform behavior. When building a credit model, not all data is good data. Some data actually carries long-term risk not just to your model, but to your entire business. Here’s a quick guide to evaluating your data. Here’s a snapshot of what we often see on our first call with a lender: Application data : Self-reported income, employer name, product type, pur

Leland Burns & Jim McGuire
Nov 10, 2025


Scaling Credit Safely: How Risk and Growth Can Coexist
For many financial services companies, lending is the next big step. Payments, deposits, and other services create a strong base, but credit creates a large, profitable business. The challenge? Well, it’s credit. Not just another product feature, a mismanaged credit product can sink a business. One solution is to move very slowly, but that has its own costs: wasted runway, time, and opportunity. At Ensemblex, we know that credit and fast growth are compatible under discipline

Brandon Homuth
Oct 27, 2025


How Does Working with a Partner Help My Internal Modeling Team?
If you already have smart people on your team—and you’re not looking to fully outsource your modeling work—why bring in an outside partner? We’ve partnered with all sorts of modeling teams, from small startups creating their first model to established lenders and banks with mature modeling talent and fully built-out systems. Across all of them, we’ve learned how to make our presence a multiplier, not a crutch. Here’s how. 1. We meet you where you are We don’t sell prebuilt mo

Leland Burns
Oct 20, 2025


Beyond LOS & LMS: What Else You Need to Launch a Credit Card Program
What operations infrastructure do you need beyond your LMS and LOS? Even “full-suite” LMSs and LOSs will leave some gaps. Adding to the...

Scott Bass
Oct 13, 2025


When Should I Hire an Executive Risk Advisor?
We get the question almost every week—from Series A founders, Heads of Lending at established fintechs, even board members. They’re...

Brandon Homuth
Oct 6, 2025


We Underwrite with a Lot of Rules. Can We Safely Get Rid of Them?
One of the most common questions we hear about credit model modernization is this: “We use a lot of underwriting rules—how can we safely...

Leland Burns & Jim McGuire
Sep 29, 2025


Build vs. White Label: What Founders Need to Know About Credit Card UX
There are numerous benefits to owning your own UX infrastructure as a credit card lender. You have total control. You can test things...

Scott Bass
Sep 22, 2025


Poking the Bear: How Can I Engineer UX to Create A Data Advantage?
Years ago, while running at a subprime lending operation, we used to offer customers the option to receive their credit card via standard...

Brandon Homuth
Sep 15, 2025


Can Ensemblex Build a Good Credit Model in My Market?
In short: Yes, we can. But not without you. Potential clients, especially in emerging markets, often ask us how well we understand the...

Leland Burns & Jim McGuire
Sep 8, 2025


What Are The Trade-offs Between Soft Pulls and Hard Pulls for Credit Card Applications?
Every credit card application flow will include some sort of bureau data request, often called a credit "pull". There are multiple kinds...

Scott Bass
Sep 1, 2025
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