Depends where you work, if it's a dinky ecommerce site with no scalability issues, then coding is not a problem. But if it's a real product company with AI/ML engineering problems, then coding definitely is.
I've worked in just about every industry in my career, yet to find a place where those engineering specialisations are make-or-break, or even necessary.