TY - BOOK AU - Spiegelhalter, D. J., TI - The art of statistics: how to learn from data SN - 9781541675704 AV - QA276.12 .S654 2021 U1 - 519.5 23 PY - 2021/// CY - New York PB - Basic Books KW - Statistics KW - Popular works N1 - Includes bibliographical references (pages 407-418) and index; Introduction --; Getting things done in proportion : categorical data and percentages --; Summarizing and communicating numbers, lots of numbers --; Why are we looking at data anyway? : populations and measurement --; What causes what? --; Modelling relationships using regression --; Algorithms, analytics and prediction --; How sure can we be about what is going on? : estimates and intervals --; Probability : the language of uncertainty and variability --; Putting probability and statistics together --; Answering questions and claiming discoveries --; Learning from experience the Bayesian way --; How things go wrong --; How we can do statistics better --; In conclusion N2 - Shows how to apply statistical reasoning to real-world problems. This isn't simply memorizing formulas or using the tools in a spreadsheet: he emphasizes the importance of clarifying questions, assumptions, and expectations, and--more importantly--knowing how to responsibly interpret the results the software generates.-- ER -