← SELECTED WORK

GROWTH / CUSTOMER ECONOMICS / 2026

From revenue outcomes to a customer-lifecycle growth system

For a multi-site healthcare group, I turned customer data into segmentation, repeat-purchase, product-bundle, and referral mechanisms tied back to financial targets.

One systemCustomer economicsRevenue, customer value, product, and execution connected.
ActionableTarget decompositionFinancial goals became names, tasks, owners, and review points.
RepeatableGrowth mechanismRetention and referral moved beyond one-off campaigns.
01 / THE CHALLENGE

What had to be made clear

Translate revenue targets into customer actions, create a shared value hierarchy, and make repeat purchase and referrals measurable.

02 / MY ROLE

Where I carried the decision

I entered from the finance side, aligned data, operations, product, and frontline teams, and built the management loop around customer value.

03 / THE APPROACH

How the work moved from judgment to execution

01  Cleaned historical transactions and built a customer-value hierarchy.

02  Linked revenue targets to conversion, appointments, touchpoints, and named owners.

03  Built a repeat-purchase workflow with target lists, contact records, and follow-up.

04  Designed product bundles around a monthly priority need and unit economics.

05  Connected referral attribution, benefits, settlement, and repeat purchase into one loop.

04 / DELIVERABLES

What entered the operating system

Customer value and lifecycle segmentation

Revenue-to-action operating model

Repeat-purchase workflow and task ledger

Product bundle and referral-growth mechanism

BEYOND THE RESULT

See the method in the system at work

This case is one part of a wider finance-and-AI practice. Explore the prototypes that make the underlying logic tangible.