A question that sometimes comes up in my world: what were "fractionals" doing before they became a fractional CMO or a fractional CFO or a fractional whatever?

Well, the LinkedIn scraper I use pulls both current and past job titles, and LLMs make it easy to analyze such data at scale, so I can actually answer that question with pretty reliable data!

Here's the short, condensed answer for both fCMOs and fCFOs:

23.5% of LinkedIn profiles for people who have become a fractional CMO within the last 90 days had a corporate job immediately before. The main kinds of jobs this cohort had were:

The other cohort -- 76.5% of the total -- had a non-corporate job immediately before. This cohort had these kinds of jobs before becoming a fCMO:

For fCFOs, the pattern is similar, though a little less extremely skewed towards non-corporate prior jobs.

31.2% of LinkedIn profiles for people who have become a fractional CFO within the last 90 days had a corporate job immediately before. The main kinds of jobs this cohort had were:

The other cohort -- 68.8% of the total -- had a non-corporate job immediately before. This cohort had these kinds of jobs before becoming a fCFO:

The most fun way to look at the movement through various roles is a Sankey diagram, so here are those. Click a node to highlight its connected paths; double-click to reset.

New fractional CMOs: career-path clusters from T‑3 to T‑1, leading into the current role.

New fractional CFOs: career-path clusters from T‑3 to T‑1, leading into the current role.