Work
Operational improvements through a financial lens.
Explore the operational work and the financial measures behind it. Dollar examples are labeled assumptions; reported outcomes and design targets are identified separately.
Connecting field operations and finance to address margin leakage
Dispatch, finance, procurement, and customer service each ran on separate tools. Growth meant hiring coordinators, not fixing the handoffs.
Faster enrollment with less coordination cost
Group classes and private tutoring onboarding lived in folders, spreadsheets, and manual scheduling updates.
Recovering delivery capacity from twenty daily review summaries
Creative feedback lived in long project threads. Someone read every thread and retyped the gist into chat.
Three weeks to a ranked automation roadmap
Leadership knew manual work was killing margin, but not which fixes came first, or which processes needed redesign instead of automation.
Removing daily reconciliation across commerce systems
Purchase data did not match between sales channels and marketing. Campaigns ran on incomplete profiles until someone cleaned spreadsheets daily.
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Build the business case for better operations
Review your AI controls, then build a business case for better operations.