
Manufacturers must clearly define automation skills and tech needs, align hires with their technology stack, craft precise job descriptions, assess candidates via practical tests, and support retention through culture fit, career paths, and continuous training.

This playbook offers a data-driven framework for manufacturers to build resilient automation, controls, and digital manufacturing teams through workforce planning, succession, upskilling, academia partnerships, employer branding, and surge capacity strategies.