Blog
FP&A writing from people who live in financial statements
Variance attribution, cash-flow mechanics, month-end close workflows, and the FP&A judgment calls that matter — written for analysts and CFO offices who read P&Ls before they read this. No filler, no beginner explainers.
FP&A Craft
Why Variance Analysis Breaks at Scale — and What to Do About It
When your actuals file grows past 10,000 rows, the traditional pivot-table variance drill loses coherence. Here is why the math works against you and how to redesign the analysis layer.
Cash-Flow Strategy
The Cash-Flow Drivers Your CFO Is Not Asking About (But Should Be)
Working capital moves in three lanes simultaneously. Most board decks show only one. We walk through a real-world close cycle and the line items that quietly shifted the operating cash position.
Close Process
Building an Intelligence Layer for Your Month-End Close
The close is not just a reconciliation — it is a signal. We explain how to instrument each step so that by the time Friday's board deck is due, the key question is already answered.
Revenue Analysis
Revenue Recognition Timing: The Hidden FP&A Impact Nobody Mentions
ASC 606 changed when revenue lands. But most FP&A processes still compare actuals to budgets built on cash-basis intuition. The result is systematic variance noise that analysts chase for hours.
AI & Finance
AI in Financial Analysis: What Actually Works in 2025
After two years of building AI tools for FP&A teams, we have learned which problems AI solves cleanly and which it makes worse. A candid assessment from the finance-ops trenches.
FP&A Craft
Board Deck Friday: A Realistic FP&A Prep Workflow
The 48-hour sprint before a board meeting is where analysis quality either holds or collapses. We map the typical workflow, the three points most likely to slip, and how teams catch them early.
Data & Systems
CFO Office Data Sources: A Practical Integration Guide
From QuickBooks exports to NetSuite subledger pulls to Excel consolidation models — the CFO office typically sits atop 4-7 data sources that were never designed to talk to each other.
Financial Concepts
Understanding Operating Leverage: The FP&A Perspective
Operating leverage is one of those ratios that sounds simple until you try to decompose a surprise quarter. We explain how to read operating leverage movement from actuals and what it signals for the next forecast.