Aside from investments in appropriate digital technologies, which of the following other factors can be considered most critical to high performance of digital supply chains?

Digital supply chain transformation is a socio-technical endeavor. Beyond technology investments, its success is most critically dependent on the human element. This includes developing employee talent with new skills in areas like data analytics and AI, as well as fostering organizational alignment. Alignment ensures that culture, structure, and processes are adapted to support cross-functional collaboration and data-driven decision-making, which are essential for leveraging new technologies effectively.

A. Number of unique website visitors and conversion rate: These are narrow e-commerce marketing metrics, not foundational factors for the entire supply chain's performance.
C. Sell-through rate and inventory turnover ratio: These are performance outcomes or traditional metrics, not the underlying critical success factors that drive high performance.
D. Supplier scorecards and business reviews: This represents a specific, traditional supplier management process, whereas talent and alignment are broader, more fundamental enablers of transformation.

1. APICS, (2023). APICS Certified in Transformation for Supply Chain (CTSC) Learning System. Module 1, Section C, Topic 2: Change Management. The curriculum stresses that successful transformation hinges on managing change, which involves developing people and aligning the organization.

2. Westerman, G., Bonnet, D., & McAfee, A. (2014). Leading Digital: Turning Technology into Business Transformation. Harvard Business Press. The authors' research consistently shows that leadership, talent development, and adapting the organizational culture are more critical than the technology itself for successful digital transformation. (Chapter 5: Frame the Digital Challenge).