NumberPath
Preparing offline
Applied analysisFree calculatorPreparing offline

Moving Average and Forecast Calculator

Smooth ordered data and show naive forward projections with observed residuals.

Your inputs

3–500 points; window 2–n; centered window odd; horizon ≤50. No trend/seasonality or prediction intervals. MAE/RMSE are in-sample one-step errors, not backtest evidence.

Your calculation

Result

—

Enter your inputs to see the result and working.

No account. Inputs stay in your browser.

How to use this calculator

Paste an equally spaced ordered series and choose a smoothing rule.

Formula and method

SMA=window mean; WMA=Σwy/Σw; centered MA uses symmetric odd window; SES level Lₜ=αyₜ+(1−α)Lₜ₋₁.

Worked example

10,12,14,16,18,20 with a trailing 3-point mean projects 18 next.

Assumptions and supported scope

3–500 points; window 2–n; centered window odd; horizon ≤50. No trend/seasonality or prediction intervals. MAE/RMSE are in-sample one-step errors, not backtest evidence.

Method references

Method and worked example checked against the calculator implementation. About our methods · Report a correction

Keep exploring

Try another calculator with clear working.

A/B Test Planning and Analysis Calculator →

Saved calculations

Stored in this browser on this device. Browser data removal also removes these saves.

Keep NumberPath handy

Open this website in a browser that supports installation. If an install option is available, use its address-bar or browser-menu control.

iPhone or iPad: open the Share menu and choose Add to Home Screen. Installation options depend on your browser.

When the header says Offline ready, the app shell has been cached. Calculators you open online are saved for offline use until the next app update. Saved inputs remain in this browser. Installation varies by browser; it has not been tested on every device.