All work stories
Anonymized case studyFintech / digital payments

Designing the economics of a cash-to-digital wallet network

An early-stage wallet concept needed a connected view of customer growth, merchant coverage, transaction activity and an incentive-funded referral program.

Growth planningFinancial model
Customer exchanging cash with a local merchant while a mobile-wallet network connects the transaction.
Original concept illustration. No client data shown.
CONFIDENTIAL BY DESIGNWhy you won’t see the client workbook

Financial models contain pricing, salaries, conversion assumptions, funding plans and other sensitive data. I do not publish client workbooks, identifiable screenshots or proprietary inputs—especially where an NDA applies. This page uses an anonymized summary and original concept art to explain the business decision and my modeling approach.

Multi-yearPlanning horizon

A monthly forecast connected launch assumptions to longer-term network growth.

SeveralRevenue mechanics

Wallet activity, payments, cross-border transfers and merchant-enabled cash access were modeled separately.

Paid + referralGrowth channels

Direct acquisition and referred cohorts carried different economic consequences.

FiniteIncentive pool

Referral rewards had to remain visible as a limited resource rather than free growth.

WHY THIS WASN’T A TEMPLATE EXERCISE

The model had to respect
how the business actually moved.

The model structure turns acquisition, transaction behavior, merchant onboarding and referral cohorts into one connected view of revenue, direct costs, operating spend, cash and incentive usage.

01

Growth had two acquisition costs

Paid users created an immediate marketing cost. Referred users created a revenue-sharing obligation that followed each acquisition cohort for a configurable period.

02

Cash and incentive economics had to coexist

Referral rewards were funded from a limited incentive pool, so the model needed both an operating P&L view and a transparent schedule of resource consumption.

03

Merchants were both infrastructure and a channel

Merchant acquisition affected cash access, on-ramp revenue, sales-team capacity and the usefulness of the customer network.

MODEL ARCHITECTURE

From operating activity
to a decision-ready view.

Each layer has one job. Together they keep the commercial story, unit economics and cash consequences on the same timeline.

01

Acquisition cohorts

Paid acquisition creates users; each paid cohort can create a separate referred cohort with its own start date.

02

Wallet activity

Active users generate transfer and card activity, while remitters use their own volume and fee assumptions.

03

Merchant network

Sales capacity and referrals build merchant coverage, which then drives cash-access volume and revenue.

04

Incentive reserve

Revenue share, duration and reward value convert each referral cohort into an explicit reserve drawdown.

05

P&L and cash

Direct processing costs, marketing, payroll and operating expenses roll into monthly performance and cash needs.

WHAT THE ANALYSIS SURFACED

Useful answers,
without exposing client data.

The takeaways are intentionally qualitative. Exact assumptions, calculations and outputs remain inside the confidential client model.

Generalized project pattern

Core wallet activity had deliberately thin unit economics

Small transaction fees only become meaningful with repeat activity and sufficient scale, so customer counts could not be separated from usage frequency.

Generalized project pattern

Remittances created a different contribution profile

Higher-value cross-border activity needed its own revenue and direct-cost logic rather than being blended into ordinary wallet transfers.

Generalized project pattern

Referral obligations accumulated by acquisition cohort

The cost of a referred user depended on when the user arrived, how long revenue was shared and which activity generated that revenue.

Reconstructed insight

Referral growth is not free growth

Separating share percentage and duration by acquisition cohort prevents a single blended assumption from disguising future reserve burn.

MODELING APPROACH

The working system
behind the answer.

  • Monthly user, remitter and merchant acquisition forecast
  • Transaction activity, revenue and direct-cost schedules
  • Paid-to-referral cohort engine with variable share and duration
  • Incentive-pool drawdown schedule
  • Marketing, headcount and operating-expense plan
  • Integrated scenario, P&L and cash view

CASE CONFIDENTIALITY

This anonymized case explains the business question and modeling approach without exposing the client, exact assumptions or workbook. Identifying details and proprietary values have been removed or generalized. No client model screenshot or realized commercial result is shown.

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