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Recommended Reading

Statistics Books Everyone Should Know

How to Lie with Statistics
  Author: Darrell Huff
If you read only one book about the uses and abuses of statistics, it should be this one. A classic short, highly readable account of ways statistical information can be used and abused.
How to Lie with Statistics
News and Numbers
  Authors: Victor Cohn and Lewis Cope
Written for journalists, but suitable reading for all. Excellent explanation of what statistical research terminology means, and what questions should be asked when evaluating a piece of research - all in plain, simple language.
News and Numbers
Statistics: A Guide to the Unknown
  Editors: Judith M. Tanur, et al.
A collection of essays, each of which briefly introduces how statistical methods are used in a variety of fields, ranging from medical research to polling to sports.
Statistics: A Guide to the Unknown
The Visual Display of Quantitative Information
  Author: Edward Tufte
The best book out there on that most difficult topic of the graphical display of data.  Excellent discussion, with examples, of what should and should not be done.  His other books are highly recommended, as well.
The Visual Display of Quantiative Information
How to Conduct Your Own Survey
  Authors: Priscilla Salant and Don A. Dillman
Conducting surveys is easy. Conducting good surveys is hard. This book leads the reader through a step-by-step process for conducting a competent basic survey. An excellent volume to have on your professional reference shelf.
How to Conduct your Own Survey