Go-to-market strategy is driven by the things that are hardest to measure.

Customer health, rep effectiveness, territory quality, and market readiness determine outcomes, yet they are usually impossible to observe directly. I build measurement models that quantify these hidden variables, expose their causal relationships, and make their impact on outcomes explicit.

The result is a defensible view of performance — what is driving results, where risk actually sits, and which levers will change the outcome.

With more than thirty years of go-to-market experience, I understand both the decisions executives face and the analytical rigor those decisions deserve.