The signal discovery analysis for Calumet, Inc. (CLMT) identified two robust forward‑looking indicators of revenue growth: a 12‑month price momentum metric and a relative strength measure. Both exhibit strong Pearson correlations with subsequent revenue expansion (r=0.70 and r=0.69 respectively) across 41 quarterly observations, surpassing the predefined threshold for strong predictive power (|r| ≥ 0.6). These findings suggest that upward price trends and outperformance relative to peers tend to precede periods of higher top‑line growth for this business. No cross‑company patterns emerged from the broader dataset, indicating that the identified signals are currently unique to Calumet within the sample set. Consequently, comparative ranking places CLMT at the sole position with high predictability, while other firms lack comparable signal strength under the applied methodology. While the correlations are statistically notable, they must be interpreted cautiously. The analysis relies on bivariate relationships and does not control for confounding variables; the sample size of 41 quarters, though meeting minimum criteria, remains modest relative to longer business cycles. Moreover, regime shifts—such as changes in commodity pricing or regulatory environments—could alter the relevance of momentum‑based signals. Investors should therefore view the 12M Momentum and Relative Strength metrics as leading indicators that warrant monitoring, but they should corroborate these signals with fundamental analysis and sector‑specific risk assessments before making allocation decisions.