Linda holds a Ph.D. in Reliability Engineering and Artificial Intelligence from Cranfield University in the United Kingdom and brings with her 20+ years of Oil and Gas, Power Generation, T&D, Agriculture, Food and Beverage experience working for various operators and service providers in areas of Rotating and Electrical Equipment, Reliability Engineering, Condition Monitoring, Asset Performance Management, Predictive Analytics, machine learning, digital transformation, and change management. Linda is a certified CMRP, CRE, and CAT IV Vibration Analyst. Linda is also an Agile leader, certified scrum master, and trained on advanced agile-based approaches and enterprise design thinking. In addition to working in the industry, Linda is also a member of the BSI (British Standard Institute) condition monitoring committee, supports and teaches ISO-certified courses in Vibration Analysis, and teaches Engineering courses as an Adjunct Faculty. Linda is our senior reliability engineering discipline advisor and is a member of the APM family.