Marketing Forecasting Framework

The problem

Long appointment lead times made it difficult to translate marketing performance into reliable business forecasts.

My approach

Developed a forecasting model connecting channel-level marketing activity to downstream business outcomes, enabling much more granular planning.

Outcome

Provided leadership with a practical framework for forecasting growth and making more informed marketing investment decisions.

Skills