Counter to conventional value investing wisdom, a low Price-to-Earnings (P/E) ratio is often a "value trap" that exists for a valid, negative reason. A high P/E, conversely, is a more reliable indicator that a stock may be overvalued and worth selling. This suggests avoiding cheap stocks is more important than simply finding them.

Jim Cramer suggests evaluating stocks not just on current metrics, but on their "Total Opportunity Value"—the potential scale if their vision is fully realized. This framework, exemplified by Netflix's evolution from DVDs to a global media giant, prioritizes optimistic, long-term potential over short-term risk.

The paper wealth generated on IPO day is a misleading metric due to lockup periods and market volatility. A more accurate mental model for an investor's actual return is the company's market capitalization 18 months after the public offering. This timeframe provides a truer 'locked in value' after initial hype and selling pressure subsides.

Investors and acquirers pay premiums for predictable revenue, which comes from retaining and upselling existing customers. This "expansion revenue" is a far greater value multiplier than simply acquiring new customers, a metric most founders wrongly prioritize.

The common bias of loss aversion doesn't affect investors who have done exhaustive upfront work. Their conviction is based on a clear understanding of an asset's intrinsic value, allowing them to view price drops as opportunities rather than signals of a flawed decision.

Traditional valuation multiples are increasingly misleading because GAAP rules expense intangible investments (R&D, brand building) rather than capitalizing them. For a company like Microsoft, properly capitalizing these investments can drop its P/E ratio from 35 to 30, revealing a more attractive valuation.

The typical 'buy and hold forever' strategy is riskier than perceived because the median lifespan of a public company is just a decade. This high corporate mortality rate, driven by M&A and failure, underscores the need for investors to regularly reassess holdings rather than assume longevity.

Anchoring valuation on a company's typical price-to-sales ratio helps identify buying opportunities when margins are temporarily depressed. This avoids the pitfalls of methods like the Magic Formula, which can mistakenly favor companies at their cyclical earnings peaks, leading to underperformance.

Financial models struggle to project sustained high growth rates (>30% YoY). Analysts naturally revert to the mean, causing them to undervalue companies that defy this and maintain high growth for years, creating an opportunity for investors who spot this persistence.