AI research, product updates, tutorials, and market analysis from the Valarn team.
Every stock analysis eventually runs into the same wall: the numbers describe the past, but the price you pay is a bet on the future. And the future runs through a handful of people you'll probably never meet.
Sep 4, 2026
Stock-based compensation is one of those line items that hides in plain sight. It shows up on the income statement, gets dutifully added back on the cash-flow statement, and then quietly disappears from the "adjusted" numbers a company would rather you look at.
Sep 3, 2026
Everyone loves a bargain. A stock trading at 6 times earnings when the market sits near 20 *feels* like free money — the numbers say cheap, so surely the crowd just hasn't noticed yet. Then you buy it, and it gets cheaper. And cheaper. And a year later you're down 40% on the "safe" pick.
Sep 2, 2026
Two companies. Same stock price. Same number of shares. Same market cap — call it $10 billion each. One is a fortress with no debt and cash in the bank. The other is buried under $6 billion of borrowings. Are they worth the same? Obviously not.
Sep 1, 2026
EBITDA is one of those metrics that sounds sophisticated the moment you say it out loud. It shows up in earnings decks, in analyst notes, in the valuation multiple a banker quotes you over lunch.
Aug 31, 2026
Open almost any earnings press release and you'll find two versions of the same quarter. One number is smaller, plainer, and audited. The other is bigger, shinier, and printed in the headline. The company would very much prefer you look at the second one.
Aug 30, 2026
What the STOCK Act actually requires, how to read a congressional trade filing, who the most active filers are, and what this delayed, banded, self-reported data can — and cannot — tell you.
Aug 29, 2026
A fund files a form with the SEC, and the next morning the stock jumps 8% before you've had your coffee. The headline says "activist investor takes stake." What actually happened is that someone crossed an invisible line — the 5% ownership threshold — and had to tell the world about it.
Aug 29, 2026
Everyone learns the P/E ratio first. It's the number you see quoted everywhere, the shorthand for "cheap" or "expensive." But P/E has a blind spot the size of a growth company: it treats a business growing earnings 30% a year the same as one that hasn't grown in a decade.
Aug 28, 2026
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