---
title: "Category Forecasting: Foresight & Simulation"
description: Learn how Cloverpop built a 5-year category foresight model to improve forecast accuracy by 28% and change strategic planning from reactive to proactive.
---

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# [Category Forecasting: Foresight & Simulation](https://www.cloverpop.com/resources/category-forecasting-foresight-simulation)

 Written by [Cloverpop](https://www.cloverpop.com/resources/author/cloverpop) | Jul 4, 2025 7:00:00 PM

**Challenge**

A global CPG company's Insights & Analytics team lacked the forward-looking capabilities needed to identify where to focus efforts and prioritize growth within each category. Existing capabilities did not model future drivers of growth or forward-looking category dynamics. There was no 5-year holistic view of category trends to support Where-to-Play / How-to-Win decisions. Teams could not simulate the impact of execution or macroeconomic changes on category demand.

**Solution**

Cloverpop built a 5-year foresight model incorporating category-specific and macroeconomic trends, enabling Where-to-Play / How-to-Win planning grounded in forward-looking data. A driver-based simulation tool with due-to decomposition identified which levers most impact category growth and share.

**Results**

- ****16 ****categories forecasted
- **28% **improved forecast accuracy

Teams moved beyond backward-looking reporting to scenario-based decision making. Scenario simulation gave teams the ability to model the impact of execution and macroeconomic changes on category demand. Driver decomposition identified the levers most impacting category growth. A 5-year category foresight model enabled proactive strategic planning, giving teams clarity on where to focus for future growth.

 

[View full post](https://www.cloverpop.com/resources/category-forecasting-foresight-simulation)

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