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In any organization that processes large volumes of daily transactions—whether they're financial, operational, or policy-driven—it's...

When testing insurance APIs, static test cases can quickly fall short—especially when coverage requirements vary by state and are subject...

As a lifelong football fan and data enthusiast, I’ve often wondered: how much of a football match is truly unpredictable?  While tactics,...

Insurance APIs often require precision across multiple linked fields — projects, coverage options, certificate holders, and business...

In elite football, every shot counts — but not all shots are equal. Some are fired from low-probability positions, while others are...

We’ve all heard the saying: “It’s tough to win away from home.”  But how true is that when it comes to the Premier League? Curious about...

Coverage selections during quoting are typically driven by risk, budget, and industry standards—not by randomness. But as testers, we...

When testing APIs that model real-world relationships, it’s not enough to check individual fields — you often need to validate how...

When testing APIs that involve addresses, it’s easy to focus only on fields like street or zipCode—but state-level rules  matter too....

One of the earliest SQL lessons that stuck with me — and one that continues to surface in many data quality investigations — is the...

One of the earliest challenges I encountered while working with policy data was understanding why seemingly duplicate records were...

Premiums don’t always stay fixed after a policy is bound — especially in specialty insurance. As endorsements (change transactions) are...

Let's take a look at how random event-level data can be programmatically constrained to follow business rules — before it's ever sent to...

When testing APIs that involve user profiles, policyholders, or event registrations, it’s tempting to hardcode placeholder addresses like...

One of the most valuable lessons I’ve learned in insurance data work is how to consistently identify the most recent version of a policy...