This edition of this text has more real data sets, contemporary data applications and real-world examples. It incorporates a modern, exploratory analysis without abandoning traditional organization and good solid coverage. The everyday use of statistics is consistently demonstrated, allowing students to appreciate the relevance of statistics to their concerns. An increased emphasis on conceptual understanding and interpretation encourages students to conceptualize problems rather solving them by rote.