Skip to content
← All questions

What is the difference between AR lags and MA error lags?

AR models forecast a series based solely on past values of the series, called lags. MA models forecast a series based solely on past errors in the series, called error lags.

Conditions

  • Forecasting a time series
  • Uses past values of the same series for AR
  • Uses past errors for MA

Reasoning, step by step

  1. Identify the definition of AR models.
  2. Identify the definition of MA models.
  3. Contrast the inputs: past observations vs. past errors.

Example

The slide text reads: 'AR – forecast a series based solely on the past values in the series – called lags.' and 'MA – forecast a series based solely on the past errors in the series – called error lags.'

Common misconceptions

  • Thinking AR and MA models use the same type of past information.
  • Confusing observed values with error terms.

Watch the explanation

Explore next

Answers are generated from source material and independently checked. Consult the original video or creator if something is unclear.