Sometimes it is tough to memorize the tests while working on data. A simple and small rulebook (mentioning what tests on what kind of data) can be helpful.
I can recommend this marvelous volume:
http://www.sagepub.com/books/Book241756
Thank you Rense
Here is a website with some help. But the langage used is french. Hope it doesn't bother
http://www.edocteur.net/fr/these-initiation-methodologie-analyse-des-donnees
More experts please...
Another link
http://spss.espaceweb.usherbrooke.ca/
Hi, you could look at SPSS analysis without anguish book
One book has been published by Pearson, authors are George and Mallery a perfect guide for beginners.
Another book published by Sage authors are Gaur and Gaur.
Discovering Statistics Using SPSS by Andy Field is excellent
Brief and very practical with good examples:
Aspelmeier, J.E. and Pierce, T.W.(2010) SPSS: a User-Friendly Approach, New York: Worth Publishers.
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