Effective succession planning is about more than choosing a replacement. It requires developing future leaders, building trust and credibility, creating the right experiences, and preparing people before a leadership transition happens. Done well, succession planning strengthens the leadership pipeline and helps organizations prepare for what comes next.

Managers do not need to become data scientists, machine learning engineers, or AI product specialists. Some may, but that will not be the primary expectation for most. The more important shift is this: managers will need to help people use AI wisely, responsibly, and productively in the actual flow of work.

Managers do not need to become data scientists, machine learning engineers, or AI product specialists. Some may, but that will not be the primary expectation for most. The more important shift is this: managers will need to help people use AI wisely, responsibly, and productively in the actual flow of work.