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 and forgotten. That’s a mistake. In high-growth SaaS, commissions aren’t just a cost. They’re a timing bomb. Under ASC 606, commissions […]
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, margins hover in a safe band. That’s the illusion. In practice, SaaS gross margin forecasting is volatile. A small spike in […]
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 whales — but if customer renewals falter, your growth story collapses. Here’s the trap: most FP&A teams forecast renewal rates using […]
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 — often ignored until it’s too late. Without it, forecasts assume cash arrives on time. In reality, late payments stretch working capital. […]
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, end of story. But in SaaS, deferred revenue can quietly sabotage your financial forecast. Under pressure, it stops being a cushion […]
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. But the moment volatility hits — a market downturn, a hiring freeze, or a sudden churn spike — those neat branches […]
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 — the financial forecast still betrays you. Why? Because the illusion of clean data is the most dangerous lie in FP&A. Data […]
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 began as a short pause has stretched into weeks of halted assembly lines, idle workers, and suppliers under stress. The company […]
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 credit. It narrowed the affordability gap. It signaled government commitment. And it gave automakers cover while they scaled production and reduced […]
Why FP&A Must Treat Geopolitics as a Financial Driver North Korea set new conditions for resuming talks with the United States, with Kim Jong Un citing his “fond memories” of meetings with Donald Trump but insisting Washington drop demands for denuclearisation. The headline may sound like pure politics. But to financial planning and analysis (FP&A) […]