Scoring framework
Similar-company-Score (0–100) positions a company across four dimensions: valuation, quality, stability, and growth — each using peer-relative percentile rankings.
The overall score combines dimensions using a weighted composite. Share classes are merged to avoid self-comparison (e.g., GOOG and GOOGL count as one).
Valuation
Valuation uses P/E relative to the index's 4-year norm and peer-relative percentiles. Forward P/E is used as a fallback when trailing P/E is unavailable.
When earnings are negative, P/E-based valuation is not meaningful and is handled via regime classification.
Outlier handling
Raw financial metrics are shown without adjustment.
For peer scoring, extreme outliers are soft-capped to prevent percentile distortion. This does not change displayed values.
Similar-company map
The peer map plots P/E (x-axis) versus ROIC (y-axis) within the selected similar-company group. Operating margin or ROE is used as a fallback when ROIC is unavailable, and is labelled accordingly.
Dashed lines show peer medians. Bubble size reflects market capitalisation. P/E is capped at 100 in the chart for readability; table values remain raw.
Functional similar companies
Functional similar companies are selected based on similar long-term revenue, margin, and capital-efficiency trajectories — not sector or industry labels.
Peers may span sectors and are used for core orientation, not precise like-for-like comparisons.
Resilience vs. Index (Pro)
Resilience measures index-relative recovery in the 1-year window after drawdown events. Values above 1.0 mean the stock recovered better than the comparison index.
The analysis is omitted when event coverage is insufficient.
Market behaviour signals (Pro)
Relative strength (stock vs. index ratio) shows index-relative price performance — descriptive, not a forecast.
RSI and MACD are extra why it matters only. They do not change the Similar-company-Score.
Trajectory why it matters (Pro)
Long-term trajectory shows indexed revenue and operating margin trends over available annual data — historical and descriptive only.