Making Sense of Data and Statistics in Psychology by Gerry Mulhern and Brian Greer (2011, Trade Paperback)
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The authors emphasise the importance of developing a 'feel' for data, particularly through visual representation, before statistical tests are discussed in detail. Making extensive use of exploratory data analysis, the text emphasises conceptual understanding.