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Running financial ratio benchmarking analysis...
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Analyze another fileCompares financial ratios across companies or sectors to find patterns, outliers, and correlations. Shows which ratios move together, how your numbers stack up against the sector, and which companies are statistical outliers.
Use this when you have financial ratios (P/E, ROE, margins, leverage) for multiple companies and want to benchmark them against peers or find patterns.
If you're forecasting future financials, use time series forecasting. If you're comparing just two groups, use a t-test.
Built for: Financial analyst, portfolio manager, equity researcher, CFO
Typical data source: Spreadsheet with financial ratios per company, optionally with a sector or industry column for benchmarking
Company financial ratios with sector labels
Minimum 20 rows · Best with 50-500 companies
Analyzes correlations between key financial ratios, identifies ratio clusters, and benchmarks companies against sector medians. Produces a correlation heatmap, distribution profiles, and outlier detection across profitability, leverage, and efficiency metrics.
Shows which ratios move together. Strong positive correlation (dark red) means they rise and fall in sync. Strong negative (dark blue) means one goes up when the other goes down.
The most strongly correlated ratio pairs. High correlations between ratios you'd expect to be independent can signal structural patterns in your sector.
Box plots show the spread of each ratio across your dataset. Outlier dots beyond the whiskers are companies with unusually high or low values — worth investigating.
Plain-English interpretation — what the numbers mean, what's significant, and what to do next.
Need something simpler? Correlation — Just want a correlation matrix without the benchmarking context
Need more power? Pca — Want to reduce many ratios to a few composite factors
Similar: Correlation
See our FAQ for details on pricing, data privacy, and how the analysis works. Every report includes a Methodology section showing the statistical test, assumptions checked, and diagnostics run.
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