Why FP&A Must Model Policy Shock Like Market Shock Indian IT shares dropped sharply after reports that the U.S. may introduce a $100,000 H-1B visa application fee, a move tied to proposals from former President Donald Trump’s campaign. The change could hit a $283 billion Indian IT services industry, heavily reliant on H-1B visas to […]
Why Pfizer’s Metsera Buyout Is a Lesson in FP&A Agility Pfizer Inc. is closing in on a $7.3 billion acquisition of Metsera, an anti-obesity drugmaker. If finalized, it would be one of the largest pharma M&A deals in years — and Pfizer’s boldest attempt to diversify as COVID-19 vaccine revenue falls. The prize? Entry into […]
Most FP&A teams still forecast with lagging data: revenue booked, expenses paid, churn realized. By the time those numbers show up, the damage is already done. Forecasting shouldn’t just record history. It should see around corners. That’s what leading indicators deliver — early signals that predict financial outcomes before they hit the P&L. Here’s how […]
7 Ways AI in FP&A Creates New Risks You Can’t Ignore AI is flooding into FP&A. Forecasts update in seconds, dashboards glow with insights, and executives cheer at “smarter” planning. But here’s the truth: AI doesn’t remove risk. It creates new ones. And if you’re not careful, your forecast bot will lie more confidently than […]
Why FP&A Needs Decision Ownership, Not Consensus Theater Most FP&A teams mistake “inclusive” forecasting for accuracy.They gather inputs from every function, run endless meetings, and stitch together a model built on 20 competing opinions. It feels democratic. It looks collaborative. Leadership calls it “alignment.” But it’s not forecasting. It’s consensus theater. And it misses, quarter […]
Why FP&A Must Build Decay Into Assumptions Most FP&A teams treat their models as immortal. Build it once, lock it down, circulate the deck. A month later, six months later, a year later — the same model is still being referenced, as if assumptions never rot. But here’s the thing: assumptions decay. Quickly. Faster […]
Why FP&A Needs Rolling Reality Instead of Annual Myths Every fall, FP&A teams gather to perform the same ritual: budgets.Spreadsheets get locked. Assumptions get baked. Presentations get polished. And within weeks? Reality diverges. Yet leaders keep talking to the budget as if it were alive — debating variances, justifying misses, pretending the ghost still matters. […]
Why FP&A Needs Capacity for Human Energy in Forecasts Most FP&A models assume people are machines. Productivity per headcount is fixed, output per hire never wavers, and teams deliver indefinitely at full tilt. But businesses don’t run on perfect constants. They run on people. And when FP&A ignores human energy, forecasts might balance on […]
Most FP&A teams act like competitors don’t exist.Forecasts are built entirely on internal assumptions: revenue, churn, headcount, expenses. But markets don’t move in a vacuum. Your forecast doesn’t just depend on you — it depends on them. The Blind Spot Here’s what happens when FP&A ignores competitors: You model pricing as stable while a rival […]
Sensitivity analysis should reveal where your model is fragile.Instead, most FP&A teams use it like a parlor trick — tweaking numbers without learning anything. Here are six ways sensitivity analysis fails in FP&A: 1. Only Stressing the “Obvious” Drivers Revenue growth, churn, pricing. Yes, they matter. But so do implementation delays and adoption rates. The […]