Most companies have a significant problem hiding in their data. I build the systems to find it.

Working capital, margin erosion, forecast blind spots. Found, quantified, fixed.

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I'm documenting what I find in real company data - specific problems, the systems I build to surface them, and the numbers behind what gets fixed. No weekly cadence. One email when something's worth reading.

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