Today's guest is Rupam Baijal, Director of Procurement at Algoma Steel. Algoma is a fully integrated steel producer based in Ontario that sells hot and cold rolled steel products, including sheet and plate. Rupam joins us on the program to talk about legacy data challenges in extractive industries and the need for digital transformation across the sector. Throughout the episode, Rupam measures the expertise gap between data science vendors and heavy industry subject matter experts and explains why it hinders collaboration. This episode is sponsored by Arkestro. Learn how brands work with Emerj and other Emerj Media options at emerj.com/ad1.