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Undiscovered Compounders

P/E: The Most Misunderstood Ratio in Finance

The P/E isn’t value. It’s a story.

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Undiscovered Compounders
Jan 08, 2026
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Nature is too complex for our limited brains to fully grasp. So we cheat a little. We use models: simplified versions of reality. Not to tell “the truth,” but to make thinking possible.

George Box put it perfectly: “All models are wrong, but some are useful.” Useful because they capture just enough—and stay simple enough.

The price-to-earnings ratio (P/E) ticks those boxes. It claims to get a handle on something profoundly complex—the value of a business—by using something simple on the surface: a price divided by earnings.

However, its apparent ease of use has “democratized” it in a way that has distorted its original purpose—to the point that the P/E is probably the most misunderstood ratio in finance.

Not All Earnings Are Equal

Take two companies. Both trade at a P/E of 15, have the same market cap, and posted the same EPS last year.

On paper, they look comparable. But suppose I tell you that:

  • Company 1 sells software, with recurring revenue, strong customer stickiness, high margins, and …

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