Numerical quantities focus on expected values, graphical summaries on unexpected values. John Tukey More Quotes by John Tukey More Quotes From John Tukey An approximate answer to the right problem is worth a good deal more than an exact answer to an approximate problem. John Tukey data answers science The greatest value of a picture is when it forces us to notice what we never expected to see. John Tukey data unexpected drawing The best thing about being a statistician is that you get to play in everyone's backyard. John Tukey backyards statistics play The combination of some data and an aching desire for an answer does not ensure that a reasonable answer can be extracted from a given body of data. John Tukey data body desire There is no data that can be displayed in a pie chart, that cannot be displayed BETTER in some other type of chart. John Tukey type pie data It's better to solve the right problem approximately than to solve the wrong problem exactly. John Tukey risk problem management This is my favorite part about analytics: Taking boring flat data and bringing it to life through visualization. John Tukey data my-favorite boring Be approximately right rather than exactly wrong. John Tukey Visualization is often used for evil - twisting insignificant data changes and making them look meaningful. Don't do that crap if you want to be my friend. Present results clearly and honestly. If something isn't working - those reviewing results need to know. John Tukey data evil meaningful Far better an approximate answer to the right question, which is often vague, than the exact answer to the wrong question, which can always be made precise. John Tukey statistics made answers When communicating results to non-technical types there is nothing better than a clear visualization to make your point. John Tukey communicate type results In a world in which the price of calculation continues to decrease rapidly, but the price of theorem proving continues to hold steady or increase, elementary economics indicates that we ought to spend a larger and larger fraction of our time on calculation. John Tukey increase economics world All we know about the world teaches us that the effects of A and B are always different-in some decimal place-for any A and B. Thus asking "are the effects different?" is foolish. John Tukey different asking world In a single sentence the moral is: admit that complexity always increases, first from the model you fit to the data, thence to the model you use to think about and plan about the experiment and its analysis, and thence to the true situation. John Tukey data simplicity thinking To be able to say that "if we change our point of view in the following way ... things are simpler" is always a gain. John Tukey able views way I know of no person or group that is taking nearly adequate advantage of the graphical potentialities of the computer. John Tukey adequate computer groups If we are going to make a mark (key 21), it might as well be a meaningful one. John Tukey keys work meaningful An approximate answer to the right question is worth far more than a precise answer to the wrong one. John Tukey worth question answer wrong In rating ease of description as very important, we are essentially asserting a belief in quantitative knowledge - a belief that most of the key questions in our world sooner or later demand answers to 'by how much?' rather than merely to 'in which direction?' John Tukey direction important world knowledge
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