Traditional valuation models assume growth decays over time. However, when a company at scale, like Databricks, begins to reaccelerate, it defies these models. This rare phenomenon signals an expanding market or competitive advantage, justifying massive valuation premiums that seem disconnected from public comps.

Identifying a stock trading below its intrinsic value is only the first step. To avoid "value traps" (stocks that stay cheap forever), investors must also identify a specific catalyst that will unlock its value over a reasonable timeframe, typically 2-4 years.

Historically, small-cap companies grew earnings faster than large-caps, earning a valuation premium. Since the pandemic, this has flipped. Large-caps have seen astronomical earnings growth while small-caps have lagged, creating a rare valuation discount and a potential mean reversion opportunity for investors.

Sectors like power generation can trade at low multiples for years. However, when a compelling narrative shift attracts a wave of generalist money, valuations can detach from fundamentals and reach "stupid" levels. This highlights how money flow can be a more powerful driver than traditional valuation metrics.

The classic 'margin of safety' isn't limited to tangible assets. For modern, asset-light companies, safety is found in predictable, high-growth earnings. A business with strong earnings visibility, high switching costs, and rapid growth can have a massive margin of safety, even with a high price-to-book ratio.

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.

Investors instinctively value the distant future cash flows of elite compounding businesses higher than traditional financial models suggest. This phenomenon, known as hyperbolic discounting, helps explain why these companies consistently command premium multiples, as the market behaves more aligned with this model than standard exponential discounting.

The current M&A landscape is defined by a valuation disparity where smaller companies trade at a discount to larger ones. This creates a clear strategic incentive for large corporations to drive growth by acquiring smaller, more affordable competitors.

When a few high-flying stocks like the 'Mag-7' dominate the market, capital is pulled from other sectors, creating cyclical valuation discounts. Stable industries like healthcare can become as cheap relative to the S&P 500 as they were during the 2000 tech bubble, presenting a contrarian investment opportunity.