Filtering for the convergence of high profitability, capital efficiency, and stable margins surfaces businesses whose pricing power and cost structure indicate durable competitive positioning.
How to use the screener to identify businesses whose financial patterns suggest structural protection from competitive forces.
The Question
How do I find businesses with competitive advantages? Competitive advantage is one of the most discussed concepts in investing, but it resists simple measurement. A business with genuine competitive advantages earns returns above its cost of capital for extended periods, maintains margins that peers cannot easily replicate, and operates in conditions where new entrants face meaningful obstacles. The screener approaches this structurally — not by declaring which companies have moats, but by identifying the measurable characteristics that tend to accompany competitive advantage.
The distinction matters. The screener does not know why a company earns high returns or whether those returns will persist. It observes the structural pattern — elevated margins, strong equity returns, and indicators of barrier persistence — and surfaces companies where these dimensions align. The interpretation of whether these characteristics reflect genuine, durable competitive advantage requires judgment that quantitative observations alone cannot provide.
What Competitive Advantage Means Structurally
A competitively advantaged business produces outcomes that competitors cannot easily replicate. This manifests in financial statements as persistently elevated returns and margins. If a company earns high returns on equity year after year, something is preventing competitors from entering the market and driving those returns down to average levels. If gross margins remain well above industry norms, the company has pricing power or cost advantages that others cannot match.
The screener captures this through three complementary lenses. Competitive Position Strength examines the combination of entry barriers, margin health, and equity returns — the core triad of competitive advantage indicators. Sales Productivity measures how efficiently the business converts capital into revenue while maintaining profitability, revealing whether the competitive position translates into productive operations. Margin Stack examines profitability at every stage from gross profit through to net income, confirming that advantage is maintained throughout the entire income statement rather than concentrated in one area.
When these interpretations align, the structural evidence for competitive advantage is strong across multiple independent dimensions. But structural evidence is not the same as certainty. Competitive advantages can erode — sometimes gradually through competitive pressure, sometimes rapidly through technological disruption or regulatory change. The screener describes the current structural state, not its permanence.
Key Observations
Barrier to Entry
What it measures: The persistence of elevated returns and margins over time. When a company consistently maintains returns and margins above average levels, it suggests that something is preventing competitive forces from eroding those returns. This could be brand strength, regulatory protection, network effects, switching costs, or scale advantages — the observation does not identify the source, only the observed persistence.
Data source: Derived from the stability and level of profitability metrics over multiple reporting periods, measuring the degree to which above-average returns resist competitive erosion.
Gross Profit Margin
What it measures: The ratio of gross profit to total revenue. Gross margin is the first and most direct measure of a company's pricing power and cost position. A high gross margin means the company retains a large portion of each revenue dollar after direct costs — either because it can charge premium prices or because it produces goods and services at lower direct costs than competitors. This is the most upstream profitability observation and the hardest for competitors to erode through operational improvements alone.
Data source: Gross profit from the income statement divided by total revenue, capturing the spread between what the company charges and what its products or services cost to produce.
Return on Equity
What it measures: The ratio of net income to shareholders' equity. ROE measures how much profit a company generates per dollar of equity capital invested. Persistently high ROE is one of the strongest quantitative indicators of competitive advantage because, in competitive markets, high returns attract new entrants who drive returns back toward average. When ROE remains elevated over time, it implies structural barriers are protecting the company's returns from competitive erosion.
Data source: Net income from the income statement divided by average shareholders' equity from the balance sheet.
Interpretations That Emerge
Competitive Position Strength
Constituent observations: Multi-Year ROA and Operating-Margin Composite (Industry-Benchmarked), Gross Profit Margin (Industry-Benchmarked), Return on Equity (Industry-Benchmarked)
What emerges: When barrier-to-entry indicators are favorable, gross margins are healthy, and ROE is strong, the business shows the characteristic financial fingerprint of competitive advantage. Each observation validates the others in important ways. High ROE alone can result from financial leverage rather than operational superiority. High gross margins alone can exist in small niches without meaningful scale. But when all three align — persistent elevated returns, strong pricing power or cost position, and high equity returns — the evidence points to structural competitive strength rather than temporary favorable conditions.
Limits: This interpretation identifies competitive characteristics, not moat durability or investment merit. Competitive advantages can erode faster than historical data suggests. A company showing strong competitive position today may be at the peak of a cycle, benefiting from temporary market conditions, or facing emerging competitive threats that have not yet appeared in the financial data. The interpretation describes what the numbers currently show, not what they will show in the future.