Thinking clearly with data : a guide to quantitative reasoning and analysis / Ethan Bueno de Mesquita, Anthony Fowler.
Author/creator |
Bueno de Mesquita, Ethan, 1974- author. |
Other author/creator | Fowler, Anthony, author. |
Format | Book and Print |
Publication Info | Princeton, New Jersey : Princeton University Press, [2021] |
Description | xxi, 377 pages : illustrations (black and white) ; 26 cm |
Subject(s) |
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Contents | Thinking clearly in a data-driven age -- Part I. Establishing a common language -- Correlation : what is it and what is it good for? -- Causation : what is it and what is it good for? -- Part II. Does a relationship exist? -- Correlation requires variation -- Regression for describing and forecasting -- Samples, uncertainty, and statistical inference -- Over-comparing, under-reporting -- Reversion to the mean Part III. Is the relationship causal -- Why correlation doesn't imply causation -- Controlling for confounders -- Randomized experiments -- Regression discontinuity designs -- Difference-in-differences designs -- Assessing mechanisms -- Part IV. From information to decisions -- Turn statistics into substance -- Measure your mission -- On the limits of quantification. |
Abstract | "This is an intro-level text that teaches how to think clearly and conceptually about quantitative information, emphasizing ideas over technicality and assuming no prior exposure to data analysis, statistics, or quantitative methods. The books four parts present the foundation for quantiative reasoning: correlation and causation; statistical relationships; causal phenomena; and incorporating quantitative information into decision making. Within these parts it covers the array of tools used by social scientists, including regression, inference, experiments, research design, and more, all by explaining the rationale and logic behind such tools rather than focusing only on the technical calculations used for each. New concepts are presented simply, with the help of copious examples, and the books leans towards graphic rather than mathematical representation of data, with any technical material included in appendices"-- Provided by publisher. |
Bibliography note | Includes bibliographical references and index. |
Issued in other form | Online version: Bueno de Mesquita, Ethan, 1974- Thinking clearly with data 1st. edition. Princeton : Princeton University Press, 2021 9780691215013 |
LCCN | 2021011897 |
ISBN | 9780691214368 hardcover |
ISBN | 0691214360 hardcover |
ISBN | 9780691214351 paperback |
ISBN | 0691214352 paperback |
ISBN | electronic book |
Available Items
Library | Location | Call Number | Status | Item Actions | |
Joyner | General Stacks | HM535 .B84 2021 | ✔ Available | Place Hold |