About

This canvas detects product quality decay across major brands (Levi, Doc Martens, North Face, KitchenAid) by analyzing Amazon reviews for quality-decline keywords and rating signals, then correlates decay trends with Levi's financial performance (gross profit margin) over time. The workflow streams reviews from HuggingFace datasets, applies NLP-based decay flagging, aggregates by quarter, and merges results with SEC financial filings.