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Damping is needed to counteract excessive seasonal variation produced by classical decomposition and X-12, which is an artifact of the random noise in the data.These articles show that a small but significant reduction in forecast error is obtained when using seasonal damping. The benefit is more pronounced when seasonal factors are determined through Classical Decomposition, but remains significant when X-12 is used.

The spreadsheet software for seasonal factor damping is available from the Software Page.