New business
Revenue from customers new to the company portfolio.
Product-level growth can look impressive while hiding customer migration, plan changes, channel shifts, and cannibalization elsewhere in the portfolio.
I help multi-product businesses determine whether reported growth is truly incremental or reflects movement between existing products, plans, accounts, and channels.
A focused account-level analysis that separates real portfolio growth from revenue moving inside the business.
Designed for leaders evaluating a launch, portfolio shift, pricing move, plan migration, or channel change—and who need a clear commercial answer without commissioning a broad transformation program.
Revenue from customers new to the company portfolio.
More total spend from customers already in the portfolio.
Revenue returning after a period of inactivity.
Reduced total spend from continuing customers.
Revenue lost when customers leave the portfolio.
Spend that moves between products, plans, or channels.
The portfolio-level change after all movements are reconciled.
The same account-level logic applies across launches, subscription tiers, and changing portfolios. Start with the commercial question you need to answer.
Product C reported $2M in sales. How much was genuinely incremental?
Separate new ARR from Standard-tier upgrades, downgrades, and churn.
Trace revenue across established, premium, value, and newly launched products.
All examples use synthetic data. Choose by business situation; each analysis reconciles destination-product performance with company-level impact.
Incremental Signal is led by Andrew Salzwedel, a data scientist with a PhD and experience translating account-level commercial data into decisions about growth, customer behavior, forecasting, and portfolio performance. The work combines rigorous analytical methods with decision-ready commercial interpretation.
A 20-minute conversation to confirm the question, grain, and usable history.
You provide the minimum account-level transaction data required for the analysis.
Revenue is reconciled across accounts, products, periods, and movement categories.
A decision-ready readout separates reported product performance from portfolio impact.
A short conversation is enough to assess whether your transaction history can answer the question.
Request a 20-minute data-fit conversation