A company can sell more, earn more and build products people love while its shareholders lose money. The missing variable is the price investors paid for that success—and how much future success was already assumed.
01 / TWO QUESTIONSGreat business. Attractive entry price?
Business quality concerns the operation: customer demand, profitability, cash generation and the ability to compete. Investment attractiveness adds another question: what am I paying to participate in those results? A strong operation can command a demanding valuation; an apparently cheap stock can also have serious underlying problems.
This distinction has a long investing history. In Berkshire Hathaway’s 1996 shareholder letter, Warren Buffett warned that even outstanding businesses can be purchased at prices their value takes years to catch up with. That is the source of the principle, not a claim that I originated it. [1]
My way of applying it is to write two sentences before considering a position: why the business should improve, and why that improvement may not already be fully reflected in the price. If I can only write the first sentence, I have a company story but an incomplete investment argument.
02 / THE EXPECTATIONS GAPEarnings growth is only one part of the return
Earnings per share, or EPS, measures profit per share. The price-to-earnings multiple, or P/E, describes how much investors pay for each dollar of those earnings. FINRA explains both measures and notes that high-growth businesses often trade at higher multiples. A high multiple alone does not prove a stock is overpriced. [2]
Consider a fictional company earning $5 per share and trading at $200: the starting multiple is 40×. A year later its EPS grows 20% to $6. If investors now pay 30× those earnings, the stock is $180—a 10% price decline despite earnings growth. The calculation is invented to isolate the mechanism, not taken from a named company.
03 / WHY THE MULTIPLE CHANGESThe market can become less willing to pay
In my scenario analysis, a lower multiple could reflect slower expected growth beyond the next year, less confidence in margins, or a higher return investors require for taking equity risk. The same current earnings number can support different prices under different assumptions. The example separates earnings growth from a change in the multiple to reveal that sensitivity; it does not estimate what multiple the market will choose.
That is also why a popular product is not enough evidence on its own. I would look for the connection from customer adoption to revenue, from revenue to profit, and from profit to cash that can support the business or reach shareholders. FINRA recommends using company filings and financial statements to investigate performance and business risks. [3]
For an AI-linked business, my research question would be whether the spending required to serve demand leaves attractive economics after operating costs and investment. That is an application of the framework, not a conclusion that a particular AI stock is cheap or expensive. The financing of that build-out is covered separately in Research Note 003.
04 / BUILD A VIEWWhat would make me change my mind?
I would organize the research around three tests. First, delivery: are revenue, margins and per-share earnings developing as expected? Second, durability: can the business sustain those economics after competition and investment needs? Third, expectations: how demanding is the price relative to a range of plausible results?
A single P/E cannot settle those questions. Different industries have different economics, and ratios should be interpreted in context. FINRA’s stock-evaluation guidance discusses valuation measures alongside profitability, leverage and company disclosures. [4]
I would also keep estimates separate from facts. Reported financial statements describe a completed period; next year’s EPS is an assumption or analyst estimate. FINRA notes that consensus projections remain estimates and opinions. A precise-looking target should not hide that uncertainty. [3]
My conclusion is that conviction needs a price discipline. I do not need to dislike a company to decide its current price leaves too little room for disappointment. I can keep following it, refine the assumptions and ask what would need to change in either the business or the price to make the investment more attractive.
Sources & research notes
Published October 18, 2026. Original explanatory writing and analysis by Kevin Lu, drawing on the sources below. Historical observations remain dated. Any numerical examples are hypothetical and explain a mechanism; they are not current quotes or forecasts.
- Berkshire Hathaway · 1996 Chairman’s LetterWarren Buffett’s discussion of overpayment risk in strong businesses. Paraphrased with attribution; no quotation reproduced.
- FINRA · Financial Performance Metrics Every Investor Should KnowEPS, P/E and interpretation of growth-related valuation differences.
- FINRA · Stock Investing and Due DiligenceCompany filings, performance research and the limits of analyst consensus estimates.
- FINRA · Evaluating StocksCompany fundamentals, valuation ratios and industry context.
