How 2 top-tier strategists actually forecast client growth
Ecommerce Playbook · with Lacie Geary and Brian Sakansky · September 11, 2025 · 47 min
Summary
This episode offers an in-depth look at how top-tier strategists build precise growth forecasts for ecommerce clients. It details CTC's "Profit System," covering daily forecasting for revenue, spend, and contribution margin, and the critical balance between efficiency and volume. Ecommerce operators will learn about specific planning tools and how to track forecast accuracy to make real-time adjustments for media allocation and product strategy.
Key takeaways
Implement daily client-level forecasting for revenue, spend, and contribution margin to gain granular control over financial performance.
Utilize tools like the "Spend aMER Model" and "Day-of-Week Effect" to optimize ad spend and account for temporal sales patterns.
Regularly track forecast accuracy by strategist to foster accountability and continuous improvement in prediction.
Develop a real-time signal identification process to inform dynamic media allocation adjustments based on market shifts.
Leverage product-level reporting to guide strategic decisions at the SKU and creative asset level, optimizing inventory and creative execution.
Analyze the impact of inventory levels, product mix, and creator content on achieving and exceeding forecasted growth targets, using client examples from home goods and apparel to inform your strategy.
In this special episode of the Ecommerce Playbook Podcast, Luke Austin takes the reins and brings in two of CTC’s top-performing growth strategists—Lacie Geary and Brian Sakansky—for a deep dive into what it takes to build and execute a forecast with precision.You’ll get a rare look under the hood at CTC’s Profit System, including how we:Set and execute daily client-level forecasts for revenue, spend, and contribution marginThink about tradeoffs between efficiency vs. volumeUse planning tools like the Spend aMER Model, Day-of-Week Effect, and Creative Demand ModelTrack forecast accuracy by strategist, with Lacie and Brian leading the wayIdentify and respond to signals in real-time that influence media allocationUse product-level reporting to guide decisions at the SKU and creative levelYou’ll hear specific client examples from the home goods and apparel space, plus commentary on how inventory, product mix, and creator content factor into hitting (and sometimes beating) forecasted targets.Show Notes:Ready to earn trust, convert shoppers, and inspire customer loyalty? Check out Yotpo:https://www.yotpo.com/?utm_source=CommonThreadCollective&utm_medium=comarketing&utm_term=podcastExplore the Prophit System: https://prophitsystem.comHave a question for the podcast?Email us at podcast@commonthreadco.com
