The most dangerous number in a Confidential Information Memorandum (CIM) is a topline revenue figure that is growing while the underlying customer base is quietly deteriorating. Customer retention is ultimately a proxy for the quality and durability of future cash flows. Businesses that consistently retain customers produce more predictable revenue, require less acquisition spend to […]
Dark Sky Data has launched a customer retention analytics platform built to classify every account in a dataset by lifecycle state and measure whether a customer base is expanding, holding, or quietly deteriorating over time. The platform processes customer-level revenue or unit data directly from Excel or CSV files. It supports monthly and annual analysis, […]
VSC cancellation curves reveal why pricing a Vehicle Service Contract (VSC) is a balancing act. Raise the price too aggressively and cancellations increase. Lower it too much and margin disappears. The real question is not whether price impacts cancellations. It does. The question is: how, when, and under what structure? This is where VSC cancellation […]
Loss ratios sit at the center of every smart underwriting, pricing, and reinsurance decision. Yet most warranty administrators still calculate them with outdated tools, stale data, or earnings curves that haven’t been questioned in a decade. That combination is dangerous—because when your earnings curve is wrong, everything downstream is wrong too. And the truth is […]
See how profitability unfolds over time with the Loss Ratio Curve Analytics Tool. The tool takes your earned premium and claims data and turns it into clear, time-aligned curves that show how loss ratios develop month by month. Every record is aligned from Month 1 forward, so you can see true performance by vintage, product, […]
If you’ve visited Dark Sky Data lately, you may have noticed a small glowing circle in the bottom-right corner of your screen.Click it — and meet Orion, your new data analyst. Orion isn’t here to sell you software or send you to a support queue. He’s here to get you answers. Whether you’re looking at […]
When it’s time to sell your company, everything gets scrutinized. Especially the numbers. For F&I administrators, few metrics carry more weight with buyers than the loss ratio—and yet that number is only as accurate as the earnings curve behind it. If your curve is wrong, your loss ratios are wrong. And if your loss ratios […]
See how behavior unfolds in real time. Our no-code Claim Frequency Curve tool reveals claims frequency and severity. 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 settings (date fields and groupings) […]
Home Warranty Cancellations: Know What’s Failing—and WhyFlatten Your Home Warranty Cancellation Curve—and Watch Profit Rise Even a small improvement in your home warranty cancellation curve can drive major profit gains. Take a look: reducing cancellations by just 4 points—from 54% to 40%—could add $92,000 in monthly profit for every 1,000 contracts sold, or $1.1 million […]
You Can’t Afford to Guess Most direct-to-consumer marketers in the vehicle service contract (VSC) and home warranty space know their topline numbers. Sales volume. Cancel rate. Cost per lead. But those numbers don’t tell you what’s really happening. They don’t show you which reps are killing margin, which campaigns are quietly failing, or where your […]