Financial model

Economic Moat Analysis

Warren Buffett's favorite idea, made quantitative. See the competitive advantage score for any stock using return on invested capital stability, margin persistence, and reinvestment trends.

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What is an economic moat

An economic moat is a sustainable competitive advantage that allows a company to earn returns on capital above its cost of capital for a long period of time. The metaphor comes from Warren Buffett, who described his ideal investment as "an economic castle surrounded by an unbreachable moat." A business without a moat can be copied by any competitor with enough capital, so any excess returns are eventually competed away. A business with a moat has some structural feature that prevents imitation and lets the excess returns persist.

The idea existed in academic form long before Buffett popularized it. Michael Porter's five forces framework, introduced in 1979, described the industry structure conditions that determined whether an industry could produce sustained excess returns. What Buffett added was the insistence that moats exist at the level of the individual firm, not just the industry, and that the moat was the only thing that distinguished a good business from a cheap one. A good business is worth paying up for. A bad business is worth avoiding even at a low price. The moat is what tells you which is which.

Pat Dorsey, who ran equity research at Morningstar for a decade, formalized the Buffett idea into a taxonomy of five sources of durable competitive advantage. Each source works by a different mechanism. Intangible assets (brands, patents, regulatory approvals) create advantages that cannot be legally replicated. Switching costs bind customers to a supplier so that changing becomes expensive or disruptive. Network effects make the product more valuable as more people use it, creating a reinforcing loop that favors incumbents. Cost advantages (scale, location, proprietary processes, access to cheap inputs) let a company undercut competitors on price while still earning attractive margins. Efficient scale applies to niche markets that are only large enough to support one or two profitable operators. A fifth force, sometimes added by practitioners, is proprietary data, which has become relevant in the platform and AI era.

Measuring moat quantitatively is harder than describing it qualitatively. TickerXray uses three quantitative proxies that research has shown are correlated with the presence of a moat. First, return on invested capital relative to the weighted average cost of capital, averaged over a full economic cycle. A company that consistently earns more on its invested capital than it pays to raise that capital is, by definition, earning excess returns, which in a competitive market should only happen when something is preventing imitation. Second, the stability of gross and operating margins across cycles. Companies without moats see their margins compressed by competition during industry downturns. Companies with moats hold their margins. Third, growth in reinvested capital at high incremental returns. A moat is only valuable if the company can reinvest inside it. Companies with wide moats but shrinking opportunity sets eventually run out of the kind of growth that compounds.

The resulting classification is narrow moat, wide moat, or no moat. Wide moat companies are those that pass all three tests over at least a decade. Narrow moat companies pass some tests but not all, or pass them for shorter periods. No moat companies fail the tests, usually with low or volatile ROIC. TickerXray publishes the raw inputs alongside the classification so you can see why a company has been assigned its moat rating.

How TickerXray scores moat

Three quantitative inputs

Moat Composite = f(ROIC stability, Margin persistence, Reinvestment quality)
ROIC
Return on Invested Capital. After tax operating profit divided by invested capital (debt plus equity minus cash).
WACC
Weighted Average Cost of Capital. The blended required return of the company's debt and equity investors.
Incremental ROIC
The change in operating profit relative to the change in invested capital, measuring the return on marginal investment.
ROIC stability
Trailing ten year average of return on invested capital, and the standard deviation of that return.
Margin persistence
Trailing ten year average of gross margin and operating margin, and the standard deviation of each.
Reinvestment quality
Trailing five year growth in invested capital combined with incremental ROIC on that growth.

Each input is standardized within sector, because moat economics differ by industry (a bank's sustainable ROIC is not directly comparable to a software company's). The composite is mapped to the Morningstar style three way classification.

How to read the moat rating

  • Wide moatElite

    Demonstrated ability to earn returns above cost of capital for at least a decade with stable margins, and either reinvestment runway or distribution capacity to sustain the advantage for another decade. Rare (about 15 percent of S&P 500) and usually driven by strong intangibles, network effects, or unique cost structures.

  • Narrow moatReal but limited

    Advantage is real but either less durable or less deep than a wide moat. Often driven by switching costs or efficient scale. Can still be excellent investments, but their economic profits are more vulnerable to competitive disruption.

  • No moatNone demonstrated

    Does not demonstrate persistent excess returns. Does not mean the stock is a bad investment. It means your thesis cannot rely on sustainable competitive advantage. You are making a cyclical bet, a management bet, or a valuation arbitrage.

Current moat ratings for the most searched stocks

Current Economic Moat values for the fifteen most searched stocks
TickerCompanyMoatZone
AAPLAppleWideWide moat
TSLATeslaNarrowNarrow moat
NVDANvidiaWideWide moat
AMZNAmazonWideWide moat
MSFTMicrosoftWideWide moat
GOOGLAlphabetWideWide moat
METAMeta PlatformsWideWide moat
PLTRPalantirNarrowNarrow moat
AMDAMDNarrowNarrow moat
GMEGameStopNoneNo moat
COINCoinbaseNarrowNarrow moat
NFLXNetflixNarrowNarrow moat
DISDisneyWideWide moat
SOFISoFi TechnologiesNoneNo moat
BABoeingWideWide moat

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How to use the moat rating

Long term compounding portfolios: the Buffett style philosophy starts with "only buy wide moat businesses at reasonable prices." The moat rating is the first gate. If a stock does not have a demonstrable moat, it does not enter the buy list regardless of valuation. That is a strong and sometimes restrictive filter, but it is also the filter that produces the highest hit rate on long term compounders.

Concentrated portfolios: if you are going to own ten names, they should all be businesses you can describe the moat of in one sentence. The moat rating and the underlying evidence (ROIC, margin stability, reinvestment runway) give you the quantitative backbone to check your thesis against the data.

Turnaround and mean reversion: the moat rating is also useful negatively. A company classified as no moat that is also cheap on valuation multiples is a classic value trap profile. A company classified as wide moat that is cheap on valuation multiples is a classic deep value opportunity, assuming the cheapness is cyclical rather than structural.

Acquisition screens and private equity: the framework applies directly to private targets. The presence or absence of a moat determines whether the acquirer can earn its required return at a reasonable purchase multiple, or whether the deal is a bet on operational improvement.

Limits and pitfalls

The ten year look back anchors the rating in the past. Moats can erode. Blockbuster had a moat. Kodak had a moat. General Electric had a moat. In each case the moat eroded gradually over a decade, and the quantitative model was slow to reflect the erosion. Watching the ROIC trend and margin trend, not just the averages, is the practitioner's cross check.

Moats can also be acquired rather than built, which the model rewards retrospectively but may overrate prospectively. A serial acquirer can generate attractive trailing ROIC through accretive deals even if the underlying organic economics are weak. When an acquirer's trailing ROIC is being driven by deal accounting rather than organic reinvestment, the moat rating overstates reality.

The rating is sector relative. Because moats are normalized within industry, a narrow moat software company may have absolute economics that far exceed a wide moat utility. The rating is a comparative tool within a peer set, not an absolute quality ranking across the entire market.

Finally, the three quantitative inputs are proxies for qualitative phenomena. A genuine evaluation of a moat requires understanding the specific source (intangible, switching cost, network effect, cost advantage, efficient scale) and whether the source is strengthening or eroding. The rating is a useful starting point, not a substitute for judgment.

The history of moat analysis

The modern moat concept is usually traced to Warren Buffett's 1995 Berkshire Hathaway annual meeting, where he first used the phrase "economic moat" in its now familiar sense. The intellectual roots go back further, to Michael Porter's "Competitive Strategy" in 1980 and to Philip Fisher's "Common Stocks and Uncommon Profits" in 1958, both of which described durable competitive advantage in similar terms without using the moat metaphor. Pat Dorsey at Morningstar formalized the five sources taxonomy in the late 1990s and early 2000s, and Morningstar was the first major research firm to publish moat ratings as a core part of its equity research product. The quantitative operationalization of moat using ROIC stability and margin persistence was advanced by academic researchers including Credit Suisse's Michael Mauboussin, whose research on the persistence of corporate returns underpins much of the modern quantitative moat literature.

Frequently asked questions

Intangible assets such as brands and patents, switching costs, network effects, cost advantages such as scale or location, and efficient scale in niche markets. A sixth source, proprietary data, is sometimes added for platform and AI businesses.

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Scores last updated: 2026-04-23