p. 792
“

Since all models are wrong the scientist cannot obtain a "correct" one by excessive elaboration. On the contrary following William of Occam he should seek an economical description of natural phenomena. Just as the ability to devise simple but evocative models is the signature of the great scientist so overelaboration and overparameterization is often the mark of mediocrity.

— George E. P. Box

What It Means

This is a placeholder explanation generated by the low-overhead model. It interprets "Since all models are wrong the scientist cannot obtain a "correct" one by excessive elaboration. On the contrary following William of Occam he should seek an economical description of natural phenomena. Just as the ability to devise simple but evocative models is the signature of the great scientist so overelaboration and overparameterization is often the mark of mediocrity." in the context of "p. 792" to mean that wisdom is timeless.

Source: Wikiquote: "George E. P. Box" (Quotes, Science and Statistics (1976): George E. P. Box (1976) Science and Statistics Journal of the American Statistical Association, Vol. 71, No. 356. (Dec., 1976), pp. 791-799) The 'What it means' explanation text was generated by Google Gemini Flash (accessed January 18, 2026). https://gemini.google.com/app
George E. P. Box

About George E. P. Box

George Edward Pelham Box (October 18, 1919 – March 28, 2013) was a British mathematician and professor of statistics at the University of Wisconsin, and a pioneer in the areas of quality control, time series analysis, design of experiments and Bayesian inference. He was the son-in-law of Sir Ronald Fisher.