Famous Chart

What Australia is watching, ranked.
210articles
0sources cited
10photographs
How charts work

How Moving Averages Smooth Out Noise

Launch library · evergreen read

Photo: Record, Sound ("Barnyard Hop" Parlophone Vinyl Record) (48708914632) by Auckland Museum Collections from Auckland, Aotearoa New Zealand (CC BY 2.0), via Openverse

Raw weekly figures can jump around considerably even when nothing meaningful has actually changed, since ordinary random variation alone is enough to produce a visible wobble from one week to the next. A moving average tackles this by replacing each single point with the average of several recent points, softening the line considerably in the process.

That smoothing comes at a real cost, though, since a moving average always lags slightly behind the very latest genuine shift, blending fresh developments together with older, already familiar data for several weeks before the picture fully catches up to reality. Choosing the right window length becomes a genuine balancing act for whoever builds the chart.

A short window stays responsive but noisy, while a long window stays smooth but sluggish to react. Compilers pick a length that suits their particular audience, favouring quick reaction for fast moving charts and steadier calm for charts meant to be read over many months.

Back to the library

Share

Sharing opens the network in a new tab. No tracking scripts are loaded on this page.

Printed from Famous Chart. Sources for this article are listed at the end of the page.