Although their storefronts and advertising campaigns may tell a different story, retail organizations are already planning for the 2022 holiday season.

Digitization has brought forth the next spurt of growth for the oil and gas industry.

Digital technology in the supply chain, such as artificial intelligence and machine learning, supports end-to-end decision-making, and visibility into both network-wide supply-demand information and operational level response. These technologies run on data, which makes timely and accurate data collection, validation, management and analysis fundamental to advancing digital optimization strategies. That’s especially the case in today’s highly volatile market, where it has become increasingly challenging to accurately predict capacity and demand.