Blog
Specific cases. Real numbers. No fluff.
Practitioner-anchored notes on economics, finance, accounting, analytics, and the decisions that depend on getting them right.
The effective tax rate is one of the most manipulated lines on any income statement. Here are 9 things it reveals about earnings quality, jurisdiction shopping, and deferred liabilities — before the footnotes do.
Read →Credit ratings lag. A company's debt maturity schedule is public, forward-looking, and tells you exactly when the pressure arrives. Here is how to read it like a practitioner.
Read →Revenue recognition is where earnings are born — and where they're most often manipulated. These 9 signals show you what to look for in the notes before the restatement arrives.
Read →Depreciation is an accounting choice, not a fact. The method a company picks quietly reshapes reported earnings, asset values, and tax bills — and most investors never check it.
Read →Earnings per share gets the headline. Gross margin tells the real story. Here are 9 signals buried in margin trends that practitioners read before they trust any profit figure.
Read →Working capital moves before profits do. These 9 signals show you how to read the gap between current assets and current liabilities the way a credit analyst does — with real numbers.
Read →FIFO, LIFO, and weighted-average cost aren't just accounting elections — they reshape reported margins, tax bills, and cash flow. Here's how to read the choice like a practitioner.
Read →A balance sheet looks intimidating — three columns and forty line items. It's actually one equation and four questions. The reading order a practitioner uses, the three ratios that matter, and the line items most analysts skim past.
Read →Net income is an opinion. Cash is a fact. Nine red flags every adult should learn to spot — net-income-to-cash divergence, DSO drift, inventory build, capitalized costs, SBC adjustments, one-time items, financing dependence, dividend coverage, and the reconciliation bridge.
Read →A 10-K runs 100+ pages, and almost none of it is worth your time on a first pass. Here is the reading order a practitioner uses to extract what matters — and the four sections everyone else skips.
Read →A business can report a profit and run out of money in 90 days. The income statement hides that risk; the cash-flow statement shows it. The three sections, the ratio analysts skip, and what most finance courses leave out.
Read →Inflation didn't go away — it stopped trending on cable. Nine common claims about 2026 inflation, checked against Cleveland Fed Nowcasting, NY Fed Survey of Consumer Expectations, BLS CPI, and the Fed's H.15.
Read →Total US consumer debt at $18.33T, average household balance $104,755, credit-card 90-day delinquency at 7.05% above 2008-2010 levels. Nine structural signs read at household-cash-flow scale.
Read →Q1 2026 S&P 500 blended net margin printed 13.4% — the highest since FactSet began tracking in 2009. Nine signals from a record print, traced from the headline to the 10-Q.
Read →Meta raised 2026 capex guidance to $125-145B and the stock fell roughly 9% on an earnings beat. Nine forensic checks a practitioner runs on AI capex — depreciation schedules, vendor financing, cash-flow reconciliation — read at the filing level.
Read →The FOMC held the federal funds rate at 3.5-3.75% on April 29 2026 — Powell's final meeting as Chair. Nine lessons the hold is delivering, read at the household-balance-sheet level rather than the cable-hit level.
Read →An 84% S&P 500 Q1 2026 EPS beat rate sounds like corporate dominance — until you see how the bar was set. Nine reasons a practitioner does not trust the headline, read at the 10-Q and 8-K level.
Read →WTI crude is up nearly 80% year-to-date. Oil is the input under almost every other input. Nine places the spike shows up in a household budget — gasoline, jet fuel, groceries, plastics, fertilizer, electricity — read at the cost-pass-through level.
Read →Eight years, four rate regimes, one consistent lesson — the chair changes, the mechanism does not. Nine takeaways about forward guidance, the dot plot, balance-sheet operations, transmission lags, and the global spillovers of US monetary policy.
Read →The doom feed is loud. The data underneath is quieter and more interesting. Stated savings intent at the highest since 2019, mindful spending, sinking funds, subscription audits, and time-as-money tradeoffs entering the household math openly.
Read →Federal Reserve press releases are short, formulaic, and largely the same as the previous one — except for the parts that aren't. Here's the reading sequence I use to find what changed.
Read →If you only have ten minutes with a set of financials, the cash flow statement is the document to open. Here's why — and what to look for in the first thirty seconds.
Read →5% saved over 30 years vs. 15% saved over 30 years. The ratio of outcomes isn't 3-to-1. It isn't even close. The math tells you why — and what to do about it.
Read →The difference between a financial model that works on Tuesday and a model that survives a CFO opening it on Friday. Seven rules; each one is non-negotiable.
Read →What this blog is for, what it isn't, and what to expect from the writing here.
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