Forecasting and Demand Prediction
Predicting future demand helps you stock the right amount, plan staffing and manage cash flow. Machine learning can improve forecasts, but it is not a crystal ball.
This article sets realistic expectations for forecasting work.
What Good Forecasting Offers
- Better estimates than gut feel or last year's figures.
- Automatic handling of seasonality and trends.
- A range, not just a single number, so you can plan for uncertainty.
The Honest Limits
Forecasts assume the future resembles the past. Sudden events — a viral moment, a new competitor, a recession — are exactly what models miss. Always treat a forecast as a well-informed estimate.
Using Forecasts Wisely
A forecast is a planning aid, not an instruction. The best teams use it to prepare for a likely range while staying ready to adjust.
- Plan around the likely range, not a single figure.
- Review accuracy regularly and adjust.
- Keep human judgement for unusual events.
Frequently Asked Questions
How accurate will our forecasts be?
That depends on how stable and well-recorded your history is. Expect a useful improvement on guesswork, not pinpoint precision.
How much data do we need?
Generally a couple of years of clean history, so seasonal patterns appear, though shorter periods can still help.
If you need a hand with any of this, your Progressive Robot delivery team is ready to help. Raise a ticket from the Support area of your client portal or speak to your account manager and we will guide you through the next steps.