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There are three primary reasons companies are not realizing the value proposition of digital manufacturing. First, there’s a significant skills gap in the current workforce. New, sophisticated technologies developed rapidly and, in many cases, beyond the current digital skill sets of shop floor and other workers critical to their successful adoption. A new AI-driven quality control system on a sneaker production line, for example, in the hands of undertrained employees who are hesitant to embrace it won’t produce the desired outcome. Second, organizations have attempted to mainline new technologies without careful integration into existing processes. A shop floor process that doesn’t allow for real-time changes can’t benefit from an IoT-based data-driven platform to adjust capacity or other variables on the fly. Lastly, challenges with solution scaling often blunt the speed and impact of digital transformation. High initial investments, the complexity of supply chain integration and access to new technology such as 3D printers at volume all impact how quickly and broadly companies can scale operations.