Beyond Tools: Joydeep Ganguly on Building End-to-End 4IR Supply Chains
· Source: pharmaceuticalcommerce.com
In short
Joydeep Ganguly, chief operations & quality officer at Agilent Technologies, discusses how fourth industrial revolution (4IR) success in pharmaceutical supply chains depends on clean, aggregated data lakes and end-to-end operating-model redesign rather than isolated technology deployments. He emphasizes that 4IR tools like AI, digital twins, IoT, and blockchain are transforming cold chain logistics and network resilience, but warns that 70% of digital transformation is about people and culture. The article covers DSCSA-era serialization, predictive resilience, and the importance of supplier relationship management for building interconnected, intelligent ecosystems.
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Tags: pharma, 4IR, cold chain, resilience, AI, digital twins