Jackie Tan is one of the Industry 4.0 Fellows recognized by the World Economic Forum (WEF) and the co-author of the Smart Industry Readiness Index, an Industry 4.0 maturity assessment and transformation map. Jackie has recently published the Manufacturing Insights Report 2022 together with the World Economic Forum that draws on data from around 600 manufacturers across 30 countries. Under the capacity of WEF Fellow and Director for Beca, Jackie has led the implementation of SIRI to more than 400 companies globally and established a framework on leveraging Digital Twin and Cloud Computing for their transformation journey.