Skip to content
APDD
See my library

Concept

Weak signals

Early, imprecise hints of a change that is not yet evident but could come to have a large impact.

In Spanish
Señales débiles
Origin
Ansoff (1975)

What problem it addresses

Explains why many changes take us by surprise even though they could have been sensed earlier.

An example

The same change, seen at two different moments.

When it is already a trendtodayroom
Everyone talks about it and the data confirm it. Little room.
When it is a weak signaltodayroom
A few odd cases, still ambiguous and easy to ignore. More room.

The sooner a change is detected, the more time there is to respond, even if there is less certainty.

Why it happens

  1. Big changes often start with small, odd cases.

  2. At first they are ambiguous and easy to dismiss as noise.

  3. If you wait for clear evidence, by the time it arrives there is little room left.

Applications in design

  • Use it like this

    Collect odd cases you come across (news, products, behaviors) and review them as a team every so often.

  • Avoid

    Presenting an anecdote as if it were already a trend.

  • Don’t fall for it

    Do not dismiss something just because it is a minority today: note why it could grow.

1975

What the research says

Igor Ansoff proposed that strategic surprises are usually announced in advance by weak, imprecise information, and that it is better to start responding gradually instead of waiting for certainty (Ansoff, 1975).

Debated evidence. It is a strategic management framework, not an experimental result. Telling a weak signal from mere noise is still difficult.

Authors and works

  1. 1975

    H. Igor Ansoff

    Introduced the idea of detecting weak signals and responding to them gradually.

Sources

Original sources

Last reviewed: