compare-peers

You can compare financial ratios against industry peers by specifying 3 to 8 peer companies, allowing the tool to calculate profile deviations, detect statistical outliers, and generate forensic hypotheses.

Financial outlier detection identifies statistical anomalies in a company's financial ratios compared to its industry peers, needed when analyzing business profiles to uncover potential concerns or anomalies for further investigation.

You generate forensic hypotheses from financial data anomalies by comparing a target company's financial ratios against peer benchmarks, which automatically creates investigative hypotheses for each statistical outlier detected.

Yes, this peer benchmarking approach requires specific dependencies including uv, python, json, and yaml to query financial data, perform calculations, and store structured results.

Yes, you can use this for company profiling by comparing a target company's financial ratios against a small peer group of 3 to 8 industry peers to detect anomalies.

Industry benchmarking helps uncover business concerns by comparing a target company's financial ratios against peer profiles, highlighting statistical outliers that indicate potential operational or financial anomalies requiring deeper analysis.