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Stephanie Krishnan is Research Director for IDC Manufacturing Insights, responsible for Industry 4.0 research. She is responsible for the production, development and growth of the IDC Manufacturing Insights program in the Asia Pacific region. In this role, Stephanie is delivering a research agenda that will appeal to technology buyers and vendors both in terms of subscription products and custom research in Industry 4-0 looking across ecosystems, value chains and supply chains of industrial industries. Stephanie has more than 20 years' experience in manufacturing and supply chain, with a diverse background that complements her years in academia and professional development consulting in multiple countries such as Australia, Singapore, Malaysia, UAE and Hong Kong among others. in addition to this, she advises startups in the areas of process automation and technology adoption, particularly in supply chain management. Stephanie has been most recently been conducting economic and supply chain market research as part of consulting in the Middle East.