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Remember that all models are wrong; the practical question is how wrong do they have to be to not be useful.
George E. P. Box
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Interpretation

What this quote means

Models are inherently flawed, and their usefulness depends on the degree of their inaccuracy.

This quote by George E. P. Box highlights the inherent limitations of any model or theory used in scientific practice. It emphasizes that while no model can perfectly represent reality, the critical question to consider is how much inaccuracy can be tolerated before the model loses its practical applicability. This reflects a realistic approach to scientific inquiry, where the focus should be on the usefulness of a model rather than its perfection.

Themes

ModelsScienceAccuracyUsefulnessTheory

In practice

Example use cases

In a lecture on scientific modeling, one might say, 'Remember that all models are wrong; the practical question is how wrong do they have to be to not be useful.'

More from George E. P. Box

To find out what happens to a system when you interfere with it you have to interfere with it (not just passively observe it).
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