54 Finding ‘Facts’ for Good Thinking
Finding ‘Facts’ for Good Thinking
Nate Silver wrote a controversial book with the title The Signal and the Noise: Why many predictions fail but some don’t.3 Silver spends much of the book reflecting on military actions in the theatre of war and also in military intelligence operations.
Among many other insights he made these four observations.
- Extrapolation is a technique of making predictions based on current facts or knowledge. When we use extrapolation, we assume that a current trend will continue. Extrapolation is a basic form of prediction. Significant failures occur if we continue to extrapolate without considering the consequences, validity and likelihood that such a trend will continue, perhaps indefinitely.
2. A signal is some piece of data in a system that has meaning and man be a predictor of some future outcome. A signal is possibly an indicator of a possible correlation and should not be confused with causation. That is, it may be related to another variable but is unlikely to cause something to happen. Noise is something random and is unlikely to be correlated with other variables or outcomes. However, at times noise can hide or obscure a signal. P 416.
3. A signal, in Silver’s view, is an indication of the underlying truth of a predictive problem and thus should be respected. Noise is a consequence of random patterns and can be mistaken for signals. In military intelligence, the absence of signals can signify something important and the presence of too many signals can make the difference difficult to distinguish from noise. P 416.
4. When something is unfamiliar, we tend to dismiss it as improbable. We confuse the unfamiliar with the improbable. When something looks strange the tendency is to think of it as improbable and therefore unlikely and not taken seriously. P 419.
You need to carefully connect purpose, justification and action. Sound reasoning and critical thinking are the underpinnings of this sequence. Stage 1 of your reasoning and critical thinking principles are based on Clarity, Accuracy, Precision and Relevance. To do this well you can’t be misusing extrapolation. You must be really clear about noise, signals, correlation and causation. And you need to acutely attuned to the improbable.
Silver’s conclusion:
QUOTE: We love to predict things – and we aren’t very good at it. Page 13.
Nate Silver, The Signal and the Noise: Why So Many Predictions Fail–But Some Don’t, The Penguin Press, 2012.
If you would like to know more about Nate Silver’s work, here is an illustrated voice over of the key concepts of his book.
https://www.youtube.com/watch?v=POrb5ZogvDs THE SIGNAL AND THE NOISE (BY NATE SILVER)
These issues and insights are incredibly important in the Army and for you. You are in the business of observing, deciding and acting.