How to Run Holdout Tests to Prove Incremental Revenue (and Stop Guessing)

📰 Medium · Data Science

Learn to design controlled experiments using holdout tests to measure incremental revenue and make informed budget decisions

intermediate Published 16 Apr 2026
Action Steps
  1. Design a controlled experiment to isolate incremental revenue
  2. Run a holdout test to compare treatment and control groups
  3. Analyze the results to determine the true incremental revenue
  4. Apply the insights to inform budget decisions and optimize ROI
  5. Compare the results to traditional ROAS metrics to identify potential biases
Who Needs to Know This

Data scientists and analysts can benefit from this technique to provide actionable insights for business stakeholders, enabling them to make data-driven decisions

Key Insight

💡 Holdout tests can help you isolate true incremental revenue and make defensible budget decisions

Share This
📊 Stop guessing and start measuring incremental revenue with holdout tests! 🚀
Read full article → ← Back to Reads