Jul 30

Cancellation Curves: What Slope Tells You That Totals Can’t

At high rate of early cancellation can fundamentally alter the shape of the graph.

In experience curves, the trajectory of cancellations matters more than the final number. For VSC and home warranty marketers, the timing of cancellations drives profitability. Early cancels destroy cash flow—so don’t just track how many. Track when. Why do early cancellations hurt more? If you’re a VSC marketer or home warranty marketer, you know cancellations […]

Jul 24

Why Blended Cancellation Curves Are Misleading

If you’re relying on cancellation curves from your payment plan provider—like PayLink, Mepco, or Walco—you’re only seeing part of the story. Those blended curves are useful for tracking total portfolio performance. But they won’t tell you why cancellations are happening. Because they don’t show you the differences that matter. The only way to do that? […]

Jul 22

Why Vintage Analysis Matters in Understanding Cancellations

Two curves, representing different vintages, generated by the Dark Sky Data Experience Curve.

If you’re only looking at your overall cancellation rate, you’re missing the real story. Cancellation behavior isn’t static. It shifts over time—and across different groups of contracts. That’s why you need to break it down by vintage. “A vintage is a group of contracts that started in the same period—typically a month, quarter, or. It’s […]

Jul 18

How the Wrong Earnings Curve Almost Cost an F&I Administrator Millions When Selling the Company

When preparing a company for sale, financial optics matter. For F&I administrators, few metrics carry more weight with buyers than loss ratios—and those ratios are only as accurate as the earnings curve behind them. F&I earnings curve optimization must happen before a company goes up for sale. Here’s a real-world example of how defaulting to […]

Jul 17

VSC Administrators: See the Cancellation Problem Before It Hits Your Loss Ratio

If you’re administering Vehicle Service Contracts, VSC cancellations aren’t just noise—they’re a direct hit to profitability. Refund exposure. Margin compression. Loss ratio volatility. Whether contracts are sold direct-to-consumer or through dealerships, VSC cancellations are a real and rising cost. And yet, most administrators aren’t actively tracking how, when, and where these VSC cancellations are happening. […]

Jun 19

VSC Cancellation Curve

Reducing VSC cancellations significantly improves profit.

VSC Cancellations: See What’s Costing You—and Fix It FastHow an Improved VSC Cancellation Curve Drops Profit to the Bottom Line Even a small improvement in your VSC cancellations drops straight to the bottom line. Look at the example. Just a 4-point reduction in cancellations—from 52% to 48%—could mean an extra $100,000 in profit every month […]

Jun 18

Marketers Can Take Control of VSC Cancellations with an Experience Curve

If you’re selling Vehicle Service Contracts (VSCs) directly to consumers, you’re operating in a high-cancel environment. Many marketers see 40–80% of contracts cancel, and flat cancels—those within 30 days—are especially painful. They erase margin, trigger chargebacks, and undermine performance metrics. But not all VSC cancellations are created equal. Contracts that cancel later are far more […]

Jun 8

Cancellation Curves

See how behavior unfolds in real time. Our no-code cancellation curve tool reveals how key contract metrics evolve, from count to dollar impact. It turns raw data into visual insights anyone can understand—no code, no formulas, just clarity. Build and explore your own curves in three simple steps: Upload your Excel file Choose your data […]

Jun 7

Balance Curves

Track how balances shift over time—by contract, loan, policy, or client account—with the Balance Curve Analytics Tool. This tool transforms raw data into clear, time-aligned visuals that reveal how value moves across a cohort—month by month. Whether you’re tracking balance decline (paydown) or accumulation (build), each record is aligned from Month 1 forward based on […]

Dec 5

Case Study: Streamlining Cancellation and Claim Frequency and Severity Curve Construction

The Challenge Our client, an investment bank, often constructs cancellation and claims frequency and severity curves for their clients’ financial products. These curves are critical for predicting future cancellations, claim timing, and severity. However, the process is labor-intensive, requiring significant time and manual effort to build each curve from raw data. Updates are even more […]