Statistics As Principled Argument

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Psychology Press, 10.09.2012 - 240 Seiten
In this illuminating volume, Robert P. Abelson delves into the too-often dismissed problems of interpreting quantitative data and then presenting them in the context of a coherent story about one's research. Unlike too many books on statistics, this is a remarkably engaging read, filled with fascinating real-life (and real-research) examples rather than with recipes for analysis. It will be of true interest and lasting value to beginning graduate students and seasoned researchers alike.

The focus of the book is that the purpose of statistics is to organize a useful argument from quantitative evidence, using a form of principled rhetoric. Five criteria, described by the acronym MAGIC (magnitude, articulation, generality, interestingness, and credibility) are proposed as crucial features of a persuasive, principled argument.

Particular statistical methods are discussed, with minimum use of formulas and heavy data sets. The ideas throughout the book revolve around elementary probability theory, t tests, and simple issues of research design. It is therefore assumed that the reader has already had some access to elementary statistics. Many examples are included to explain the connection of statistics to substantive claims about real phenomena.
 

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LibraryThing Review

Nutzerbericht  - thcson - LibraryThing

This book wasn't quite what I thought it would be. The title led me to expect an analysis of statistical methodology in comparison to other forms of "principled argument", but it's really just a how ... Vollständige Rezension lesen

LibraryThing Review

Nutzerbericht  - plf515 - LibraryThing

A must read book for anyone who does or reads research in the social sciences, psychology, education, or similar fields. With almost no math or formulas, Abelson does not teach methods, he teaches thinking. Vollständige Rezension lesen

Inhalt

1 Making Claims With Statistics
1
2 Elementary Arguments and the Role of Chance
17
3 Magnitude of Effects
39
4 Styles of Rhetoric
54
5 On Suspecting Fishiness
78
Ticks and Buts
104
7 Generality of Effects
132
8 Interestingness of Argument
156
9 Credibility of Argument
170
References
199
Author Index
212
Subject Index
216
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