Demand Forecasting & PlanningDemand Planner22 min read

A Step-by-Step Guide to Improving Planner Coding: Capturing Unforeseen Events in Forecasting for $10M–$100M Companies

A structured framework for $10M–$100M companies to improve how unforeseen demand variability is captured through planner coding within forecasting workflows.

Planner Coding Requires Structure

$10M–$100M companies frequently rely on manual planner coding to reflect unforeseen demand variability driven by marketing campaigns, competitor disruptions, or supply constraints. While overrides may temporarily improve forecast alignment, their inconsistent application often introduces procurement volatility.

A structured framework is required to ensure unforeseen demand variability is captured consistently across planning cycles.

Structured overrides improve forecast reliability.

Step 1: Classify Demand Events

Planning teams should categorize unforeseen demand variability into structural event types such as promotional uplift, assortment changes, competitor disruptions, or supply constraints.

Overrides can then be applied consistently across product hierarchies.

Step 2: Separate Baseline and Uplift

Baseline consumption should be modeled independently from uplift associated with unforeseen events.

This improves forecast stability across planning horizons.

Step 3: Align Procurement Timing

Supplier lead times must be mapped against event windows.

Manual overrides applied too late may fail to influence procurement timing.

Lead-time misalignment increases planning error.

Step 4: Evaluate Alternative Scenarios

Planning teams should evaluate alternative demand trajectories tied to potential events.

Procurement strategies align with anticipated consumption patterns.

Step 5: Monitor Inventory Investment

Structured event capture reduces working capital volatility associated with override-driven procurement cycles.

Financial planning becomes more predictable.

Step 6: Reduce Override Maintenance

Override maintenance workload declines as planning teams evaluate structured demand scenarios.

Strategic decision-making improves.

Planning Beyond Fragmentation

For $10M–$100M companies, improving planner coding practices ensures accurate capture of unforeseen demand variability.

Override practices must evolve into structured scenario evaluation mechanisms to maintain forecast reliability and inventory alignment.

Improve override practices with AI-native planning.

Explore the platform