The Samepoint Big Data Retail team analyzed social media comments to identify retailers experiencing inventory issues. They found that most out-of-stock comments were in New York, Southern California, and Florida. Top discussion points included references to employees, parking lots, and understocked shelves. Sample comments showed frustration with lack of items. A sentiment analysis found that 100% of comments for Retailer #4 and 95% for Retailer #5 about out-of-stock issues were negative.