Data collection in manufacturing plants has evolved over the past 20 years. Starting with manual data collection and evolving into today’s digital transformation initiatives, we will explore the history of data collection techniques and what is needed for today’s thirst for information. As companies shape their data collection strategy, we will discuss the intersection of high-fidelity data and unlocking the value of artificial intelligence for improving plant performance.