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Beyond the Noise. How Epoca International and the University of Florida Used Artificial Intelligence to See Tomorrow's Consumer Demand
Liangfei Qiu;Qili Wang;Zhechao Yang;Yi Su;Hsing Kenneth Cheng (Author) · Warrington Press · Paperback
The University of Florida (UF) and Epoca International jointly transformed the flood of everyday social-media posts into a precise, AI-driven demand-forecasting engine. UF leveraged its HiPerGator supercomputer and interdisciplinary faculty to build large-scale models that sifted billions of unprompted consumer conversations. Epoca supplied proprietary product data, industry expertise, and its rapid-product-development cycle. Together they demonstrated how advanced analytics can shift a company from reactive to proactive market sensing, shortening the product-to-shelf timeline while maintaining inventory efficiency. The partnership exemplifies UF’s broader mission of an AI-University that partners with industry to convert cutting-edge computing into real-world competitive advantage.Learning Objectives
Explain how advanced high-performance computing and AI can transform billions of social-media signals into demand-forecasting models. Explain the process by which AI‑driven multimodal learning distinguishes genuine purchase‑triggering content from background noise in massive digital conversations. Analyze how early detection of consumer intent empowers a company to align manufacturing decisions before traditional sales data surface. Evaluate the strategic value of university-industry partnerships in translating advanced AI research infrastructure into competitive business advantages.Appropriate Courses
AI for business, data-driven market forecasting, marketing analytics and predictive modeling, strategic operations and digital transformation, operations and supply-chain management, interdisciplinary research collaboration
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