· Identifying critical skill shortages in emissions quantification, verification, and low-carbon operations.

· Leveraging vocational training, micro-credentials, and certification programs to accelerate readiness.

· Collaboration models among operators, service providers, and educators to build a resilient carbon-competent workforce.

· The human dimension of the energy transition — empowering workers as change agents, not just adopters.