How this research is built

Where every number comes from

Every figure is labeled with its source. Reported means it came from a company filing or government data. Consensus means it came from published analyst estimates. Extrapolated means it was calculated here, and the calculation is shown. The reader should never have to guess whether a number came from a 10-K or from a model.

Where the work looks

Companies that few analysts follow. Businesses with complicated structures or the wrong industry classification. Industries at the bottom of a capital cycle. Looking where others are not is more reliable than trying to outthink everyone on a widely followed stock.

What a note contains

How the business makes money and what the unit economics look like. How the industry is structured and where the company sits in it. What this analysis concludes that the market does not, stated plainly rather than implied. Three scenarios covering the good case, the expected case, and the bad case. Specific dates to watch and what each one would confirm.

Kill switches

Every thesis states up front what would prove it wrong. Not a vague risk factor, but a specific condition that can be observed and checked. A thesis that cannot be proven wrong is a story, not an analysis.

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What this is not

Nothing published here is investment advice, a recommendation, or an offer to buy or sell anything. It is independent analysis published for the record.