• The Algorithm — Quantitative Analysis

Navigating Stock Sentiment Extremes: A Comprehensive Framework for Algorithmic Strategies

Analysis reveals concentrated sentiment clusters, signal conflicts, and structural risks requiring multi-horizon validation for S&P 500 algorithms.