market-sentinel

Market sentiment aggregation combines limit-up ecosystem, fund flow, northbound flow, and sector data into a unified sentiment score. It handles missing data gracefully to avoid degraded outputs while providing sub-scores and factor attribution.

The best way to assess short-horizon market sentiment is aggregating four evidence sources into a structured overall score and phase assessment. This supports daily risk framing by explaining evidence and counterevidence without issuing trading instructions.

When calculating composite market sentiment scores, missing data is handled gracefully to avoid degraded outputs. The system surfaces data completeness metrics and respects configurable weights to maintain output integrity across the four aggregated sources.

Yes, you can customize the weights for northbound flow, sector data, fund flow, and limit-up ecosystem components. The aggregation respects configurable weights to calculate the overall structured sentiment score and phase assessment.

Market sentiment aggregation provides explainable results, not just a single score. It includes sub-scores, factor attribution, and counterevidence alongside the overall phase assessment to support transparent risk framing decisions.