Math / CALCULATOR

Simple Exponential Smoothing

Simple Exponential Smoothing: explore an explicit model with input checks, a formula and a worked example.

Runs on your deviceUpdates as you typeFormula & example ↓
01

Your inputs

Adjust the values to explore a different result.

Enter comma-separated numbers.
Enter alpha.

Formula

S₁=x₁; Sₜ=αxₜ+(1−α)Sₜ₋₁; next forecast=S_last.
  • Use the units shown beside each field.
  • Results update automatically whenever you change an input.
  • Displayed values use up to four decimal places, or scientific notation for very small or large numbers. Calculations use standard floating-point arithmetic; exact integer and fraction tools identify their own precision rules.
  • Initial level equals the first observation. No trend, seasonality or forecast interval is fitted.

Example Calculation

Example inputs
  • Ordered observations: 10,20,30
  • Alpha: 0.5

Observations 10,20,30 with alpha 0.5 produce smoothed values 10,15,22.5.

Frequently asked questions

How do I use this calculator?

Enter ordered observations, alpha. The result updates automatically. Use Reset to restore the example values.

What method does it use?

S₁=x₁; Sₜ=αxₜ+(1−α)Sₜ₋₁; next forecast=S_last.. Initial level equals the first observation. No trend, seasonality or forecast interval is fitted.

Why might a rounded result differ?

The calculation keeps full numeric precision internally, then rounds the displayed result. Rounding intermediate steps by hand can produce a slightly different answer.

Are my inputs saved online?

No. This calculator processes your inputs in your browser. A recently used list stores only calculator names on this device, not your entered values.

Check the assumptions and units before using this result. Read about calculation methods.