Articles on financial planning, reporting, modeling and the decisions behind the numbers.
he silent accounting rule that guts SaaS forecasts. Why Deferred Revenue Write-Down Forecasting Matters Deferred revenue feels like a cushion. Cash arrives upfront, revenue follows. But in SaaS M&A, forecasting deferred revenue write-downs in…
Read article ↗The cost driver no one models until the budget explodes. Why SaaS Implementation Cost Forecasting Matters Every SaaS forecast obsesses over ARR, churn, and gross margin. But buried in the background is a silent…
Read article ↗The invisible risk hiding inside SaaS models. Why FX Forecasting Matters in SaaS FP&A Most SaaS FP&A teams obsess over ARR, churn, and margin. But for companies with global revenue and expenses, FX exposure…
Read article ↗The expense no one models until it’s too late. Why Deferred Commissions Forecasting Matters in SaaS Every SaaS forecast models revenue, headcount, and gross margin. But sales commissions? Too often they’re lumped into SG&A…
Read article ↗The hidden volatility no one wants to model. Why SaaS Gross Margin Forecasting Is Broken Most SaaS leaders assume gross margin is stable. Infrastructure is fixed, delivery scales predictably, and once you hit size,…
Read article ↗Why cohort decay models should replace averages in SaaS FP&A. Why Renewal Forecasting in SaaS Is Broken Every SaaS forecast lives or dies on renewals. You can hit bookings, expand ARR, and close enterprise…
Read article ↗Receivables don’t miss deadlines — people do. Why DSO Forecasting Matters in FP&A Most FP&A teams obsess over ARR, churn, and headcount. But Days Sales Outstanding (DSO) forecasting quietly runs in the background —…
Read article ↗The balance sheet item that rewrites your forecast. Why Deferred Revenue Forecasting Can Mislead FP&A Teams Most finance teams treat deferred revenue as a routine line item. Cash is in, revenue will catch up,…
Read article ↗The quiet fragility of FP&A’s favorite tool. Why Driver-Based Forecasting Fails in FP&A Every finance leader preaches driver-based planning. It’s elegant: revenue linked to sales capacity, churn tied to retention, headcount driving operating expenses.…
Read article ↗When accuracy feels perfect, your model is already lying. The Hidden Trap in FP&A Data Accuracy Finance leaders pride themselves on precision.Every formula checks out. Every cell ties. Every pivot reconciles. And yet —…
Read article ↗Jaguar Land Rover cyberattack halts production Jaguar Land Rover has extended its production shutdown until at least October 1, 2025, following a crippling cyberattack that disrupted core operations across its U.K. factories. What…
Read article ↗Why automakers and FP&A teams must brace for a post-incentive world. A Subsidy Built Into the Price Tag For 16 years, U.S. buyers of electric vehicles counted on a cushion: the $7,500 federal tax…
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