Demand Forecasting & PlanningDemand Planner18 min read

A Step-by-Step Guide to Improving Planner Coding: Capturing Unforeseen Events in Forecasting for Growing Brands

Growing brands rely on planner coding to capture unforeseen demand variability. This guide outlines how planning teams can improve override logic and move toward structurally event-aware forecasting.

Planner Coding Is a Necessary Starting Point

For growing brands, planner coding remains a critical mechanism for capturing unforeseen demand variability. Manual overrides inject contextual intelligence into baseline forecasts.

However, override logic must evolve as SKU portfolios and channel complexity expand.

Override logic must scale with event complexity.

Step 1: Identify Event Types

Planning teams should classify unforeseen demand events into structural categories.

  • Marketing-driven demand spikes
  • Competitor stockouts
  • Supply chain disruptions
  • Marketplace ranking changes
  • Retailer assortment shifts

Step 2: Separate Baseline Demand

Baseline consumption should be modeled independently from event-driven uplift.

Overrides applied to uplift components improve forecast stability.

Step 3: Establish Override Governance

Override logic should be reviewed periodically to ensure alignment with demand drivers.

Unlinked adjustments introduce forecast distortion.

Ungoverned overrides create inconsistency.

Step 4: Align Procurement Policies

Procurement decisions should reflect anticipated uplift rather than historical averages.

Supplier lead times must be mapped against anticipated event windows.

Step 5: Evaluate Demand Scenarios

Planning teams should evaluate multiple demand outcomes tied to unforeseen events.

Scenario-based planning improves procurement timing.

Organizational Impact

Improved planner coding reduces forecast distortion and enhances inventory alignment.

Working capital stability increases as procurement decisions align with anticipated consumption patterns.

Toward Structurally Event-Aware Forecasting

For growing brands, improving planner coding is a necessary step toward structurally event-aware forecasting capability.

Manual overrides should evolve into strategic scenario evaluation mechanisms.

Improve event capture with AI-native demand forecasting.

Explore the platform