Anastasia Nikolaeva

Client case study · New venture

Modeling a venture studio from startup cohorts to exit returns

I built a financial model connecting a venture studio’s operating plan with the development of its startups and the economics of an associated investment fund. It brings cohort selection, product growth, funding rounds and equity ownership into one framework for evaluating capital needs and potential returns.

Project by Anastasia Nikolaeva

Model walkthrough

Simplified working demonstration using synthetic data, edited from real Google Sheets screenshots. Client information remains confidential.

Project brief

Business
Venture studio · Startup portfolio · Early-stage investment fund
Assignment
Connect the venture-building process to funding requirements and potential returns for the Studio and Fund.
Deliverable
A financial model linking cohort economics, startup growth, investment rounds, ownership and exit cash flows.

What must the Studio achieve for the economics to work?

A venture studio commits time and money before it knows which products will become viable companies. Some experiments stop early. Others generate revenue, continue developing or become independent startups that need further investment.

The planning question goes beyond how many startups to launch. What should each cohort produce? Which milestones justify continued support? How much capital is needed before exits generate cash—and how dependent is the result on one exceptional success?

My task was to connect those decisions. The model needed to show how the process of building companies could translate into financial outcomes for the Studio and the Fund, while keeping their costs, ownership and cash flows separate.

Connecting three different sets of economics

The Studio builds and supports products. Startups acquire customers, generate revenue and raise funding. The Fund invests in selected companies and receives its share of exit proceeds. Each has its own financial logic, but changes in one part affect the others.

I organized the model around four connections:

Cohort targets and resource requirements
The number of teams, continuation rates and spinout targets determine the work involved and the cost of building the portfolio.
Startup growth and financing
Revenue targets connect to customer acquisition, margins, operating costs and the timing of investment rounds.
Investment and ownership
The Studio’s founding equity and the Fund’s investment stakes are tracked separately through subsequent dilution.
Portfolio outcomes and cash returns
Failures, exit values and exit timing flow into the Studio’s cash position and the Fund’s investor returns.

From a cohort budget to decisions about individual products

A cohort budget becomes more useful when it is connected to the milestones that justify further spending.

In the demonstration, teams move through initial testing, first revenue, continued development and spinout. Revenue, acquisition efficiency and margin targets provide explicit gates for progressing through that process.

The model connects these targets to the number of companies formed and the funding required. It also accounts for product sales before spinout, so the cash recovered during development reduces the amount the Studio must finance.

Workbook excerpts

Continuation and spinout targets connect product performance to the number of companies formed and the cash required to build them. Two excerpts from the same demonstration worksheet.

These are planning assumptions that can be tested and revised. They help make the financial consequences of the selection process visible; they do not replace the commercial judgment needed to assess an individual team or product.

From promising companies to cash for the Studio and Fund

A company’s potential exit value is only one part of the calculation. The model also needs to account for the funding required to reach that outcome, the ownership retained after each round and the timing of the eventual sale.

The Studio receives proceeds from its founding equity. The Fund receives proceeds from the stakes it purchases through investment. Management fees are income for the Studio and a cost for the Fund, so they must be treated consistently on both sides.

For the Studio, I brought operating receipts, cohort costs, overhead and equity exits into a cash-flow plan. This makes the funding requirement before exits visible alongside the potential long-term return.

Workbook capture

Operating cash flows and equity exits remain separate, making the funding gap and the timing of cash recovery visible.

The public demonstration covers the first investment cycle: five years of cohort launches, followed through the resulting portfolio’s exits. Later cohorts and successor funds sit outside this simplified example.

What the model enables

The model provides a way to test the business structure and the targets required to support it.

Set cohort targets
Evaluate how selection rates, product milestones and build costs affect the portfolio that the Studio can create.
Plan the capital required
Separate the Studio’s operating funding from startup financing and the Fund’s investment commitments.
Compare routes to returns
Assess a portfolio that relies on one exceptional exit against one with more moderate successes, including the consequences for both the Studio and Fund.

The demonstration compares these two outcome mixes using the same investment budget. More successful exits do not automatically produce the highest total return. Earlier distributions can also produce a higher annualized investor return, even when the total amount returned is lower.

The value of the model is in making these dependencies explicit. Cohort targets become connected to operating budgets, startup funding and ownership—and ultimately to the cash each participant might receive.

For a venture studio or an early-stage fund, this approach helps define cohort targets, follow-on criteria and the capital needed before exits. For a startup founder, the same connections help test whether a growth plan can be financed, what milestones the next round must support and how funding changes ownership.

The approach also applies to established businesses developing new products or managing several connected activities. Where teams share resources, revenues arrive on different timelines and investment happens in stages, a connected model helps compare priorities and understand the effect on the whole business.

How I share client work

Financial models contain sensitive information beyond the numbers. Their structure, assumptions and calculation logic can reveal how a business operates and makes decisions. I treat those details as confidential too.

I publish these case studies to explain the business questions I worked on and the modeling approaches I used. For the demonstrations, I create separate, simplified examples with entirely synthetic data. The video and screenshots illustrate selected parts of the approach; they do not reproduce the client’s workbook or its full modeling logic.

This lets me show how I think through a project while protecting the business behind it.

Need to connect growth, funding and returns?

I build custom financial models for venture studios, startups and businesses with connected revenue streams, operating costs and investment decisions.

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