The patents, the award, the strong reviews. No promotion. Until it clicked.
I sat in the rooms where promotions get decided.
I spent twenty-five years in data science, consulting, and leading teams. For a long stretch of it, I was the person hearing "great work" and "not quite ready" in the same review. So I know this problem from the inside.
What I was missing wasn't technical. It was the unspoken rules, the trade-offs, and the mental models behind how careers actually move. Nobody writes those down, so I learned them the slow way. Once I had the pieces together, it worked. I led teams of 50 people, and later reached senior director working on strategic initiatives for a senior VP, changing how a large corporation supported growth and collaboration across its quantitative teams.
That role was also where I did most of my mentoring, building a community as a collaboration hub. From that side of the table, I kept seeing the same gap in strong people. So I put what I'd learned into one method, and now I help data scientists and AI/ML engineers close it faster than I did.
I always wanted a manager who pulled the best out of me. Not everyone gets one.
If you want that for your own career, start with a free session.