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Series Editors' Preface | |
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Preface | |
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Course Preparation | |
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Teaching Statistics: A Beginning | |
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So Why Teach Statistics? | |
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Historical Pedagogical Controversies | |
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Who should teach statistics? | |
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Statistics labs and related technology | |
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Content of statistics courses | |
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Statistics in Relation to the Discipline | |
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Sequence of the Class and Topics | |
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Introducing Research Methods within the Context of Statistics | |
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Student Populations | |
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Mathematical ability | |
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Cognitive ability and learning styles | |
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Self-efficacy and motivation | |
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Gender | |
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Helping Your Students Survive Statistics | |
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Conclusion | |
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Nuts and Bolts of Teaching Statistics | |
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Syllabus Construction | |
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Textbook Selection | |
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Conceptual orientation | |
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Level of difficulty | |
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Chapter topics and organization | |
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Core formulas and vocabulary | |
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Type of data sets/quality of the exercises | |
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Traditional Versus Electronic Textbooks | |
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Supplemental Materials | |
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Study guides | |
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Companion Web sites | |
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Computer tutorials | |
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Electronic Discussion Boards | |
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Multimedia Tools | |
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Presentation technology | |
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Interactive applications: Java applets, Flash, Shockwave, and HTML | |
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Multimedia simulation programs | |
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Conclusion | |
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Theoretical and Pedagogical Concerns | |
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Educational Reform in Statistics | |
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Educational Reform | |
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Statistically Educated Students | |
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Statistical Literacy | |
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Knowledge elements | |
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Dispositional elements | |
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Statistical Thinking | |
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Statistical Reasoning | |
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Misconceptions Impacting the Development of Literacy, Thinking, and Reasoning | |
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Final Thoughts on Statistical Literacy, Thinking, and Reasoning | |
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Assessment | |
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What is the role of assessment? | |
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What is the role of authentic assessment? | |
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Assessment and learning outcomes or goals | |
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Conclusion | |
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In the Classroom | |
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Conceptual Learning, Active Learning, and Real Data | |
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Conceptual learning versus rote memorization | |
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Active learning | |
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Real data | |
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Instructional Techniques | |
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Lecture | |
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The use of questions | |
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Practice problems and examples | |
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Journal assignments | |
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Activities and demonstrations | |
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Writing assignments | |
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Concept maps | |
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Cooperative learning | |
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Projects | |
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Assessment | |
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Principles of effective assessment | |
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Mastery learning | |
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Confronting Fear and Anxiety | |
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Conclusion | |
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Teaching Specific Statistical Concepts | |
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Descriptive Statistics and Bivariate Distributions | |
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Graphing Data | |
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The use of graphs in science | |
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Elements of good design | |
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Human graphical perception | |
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Available graphing methods | |
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Software design | |
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Normal Distribution | |
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Measures of Central Tendency | |
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Measures of Variability | |
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Correlation | |
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Simple Linear Regression | |
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Computer Applications | |
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Conclusion | |
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Teaching Hypothesis Testing | |
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Samples, Sampling Distributions, and the Central Limit Theorem | |
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Confidence Intervals | |
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Introduction to Null Hypothesis Testing | |
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Additional Introduction to Hypothesis Testing Concepts | |
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Power | |
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Effect sizes | |
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Type I and Type II errors | |
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Analysis of Variance | |
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Introduction to ANOVA | |
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Violating ANOVA assumptions | |
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Factorial ANOVA | |
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General linear model | |
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The Debate Surrounding Null Hypothesis Significance Testing | |
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Nonparametric Statistics | |
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Computer Applications | |
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Conclusion | |
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Advanced Topics and Approaches | |
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Data Analysis in Statistical Education | |
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Teaching with Statistical Software Tools | |
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Data Analysis Packages | |
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SPSS | |
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Microsoft Excel | |
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Other commercial data analysis programs | |
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Comparing data analysis programs | |
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Data Analysis Software Textbooks | |
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Using Data Sets in the Classroom | |
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Artificial data sets for the classroom | |
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Reality-based data sets | |
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Finding appropriate reality-based data sets | |
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Drawbacks to using real data sets | |
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Conclusion | |
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Endings and Beginnings | |
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Multivariate Statistics | |
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Multiple regression | |
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Logistic regression | |
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Additional multivariate techniques | |
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Special Topics | |
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Ethics | |
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Diversity | |
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Online Statistical Education | |
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Finishing up Any Statistics Course | |
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Final Thoughts | |
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References | |
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Index | |