Professional Services Case Study
Umberfield Consulting
A forecasting rebuild that fixed a consistently overconfident previous model.
-27%Turnaround Time
The Challenge
Where things stood before
When Umberfield Consulting first reached out, a patchwork of manual processes that hadn't scaled with the business was the issue sitting at the top of their list.
It wasn't a small fix — the underlying approach needed to change, not just the surface.
The Solution
What we built
Our approach focused on the root cause rather than the most visible symptom.
The result was straightforward: a forecasting rebuild that fixed a consistently overconfident previous model, built specifically around what Umberfield Consulting needed.
- Built using Python and Prophet for a stable, maintainable foundation
- Delivered within a 5-week timeline without cutting scope
- Structured so Umberfield Consulting's own team could monitor and maintain it going forward
- Designed around Umberfield Consulting's actual data and workflow, not a generic template
Results
The impact, by the numbers
-27%
Turnaround Time
+20%
Accuracy
94.8%
Team Adoption
+24%
Client Satisfaction
Tech Stack
Built with
PythonProphetscikit-learnSQL
Ravenline Retail Group
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