Table of Contents
Preface vii
Acknowledgments ix
About the Authors xi
Introduction: The Five-Step Program xiii
Step 1 Set Up Your Study Program 1
1 What You Need to Know About the AP Statistics Exam 3
Background Information 3
Some Frequently Asked Questions About the AP Statistics Exam 4
2 How to Plan Your Time 10
Three Approaches to Preparing for the AP Statistics Exam 10
Calendar for Each Plan 12
Step 2 Determine Your Test Readiness 15
3 Take a Diagnostic Exam 17
AP Statistics Diagnostic Test 21
Answers and Explanations 33
Interpretation: How Ready Are You? 42
Section I Multiple-Choice Questions 42
Section II Free-Response Questions 42
Composite Score 42
Step 3 Develop Strategies for Success 43
4 Tips for Taking the Exam 45
General Test-Taking Tips 46
Tips for Multiple-Choice Questions 47
Tips for Free-Response Questions 47
Specific Statistics Content Tips 49
Step 4 Review the Knowledge You Need to Score High 51
5 One-Variable Data Analysis 53
Descriptive versus Inferential Statistics 54
Parameters versus Statistics 54
Quantitative versus Categorical (Qualitative) Data 54
Graphical Analysis 55
Measures of Center 60
Estimating Medians From Grouped Data 62
Measures of Spread (Variability) 64
Position of a Term in a Distribution 67
Normal Distribution 69
Rapid Review 73
Practice Problems 75
Cumulative Review Problems 79
Solutions to Practice Problems 80
Solutions to Cumulative Review Problems 85
6 Two-Variable Data Analysis 86
Scatterplots 86
Correlation 88
Linear Models 92
Residuals 95
Coefficient of Determination 97
Outliers and Influential Observations 98
Transformations to Achieve Linearity 99
Rapid Review 101
Practice Problems 102
Cumulative Review Problems 108
Solutions to Practice Problems 109
Solutions to Cumulative Review Problems 113
7 Design of a Study: Sampling, Surveys, and Experiments 114
Samples 115
Sampling Bias 117
Experiments and Observational Studies 119
Rapid Review 124
Practice Problems 125
Cumulative Review Problems 130
Solutions to Practice Problems 130
Solutions to Cumulative Review Problems 134
8 Probability and Random Variables 136
Probability 136
Random Variables 143
Normal Probabilities 147
Simulation and Random Number Generation 149
Transforming and Combining Random Variables 151
Rules for the Mean and Standard Deviation of Combined Random Variables 152
Rapid Review 153
Practice Problems 154
Cumulative Review Problems 160
Solutions to Practice Problems 161
Solutions to Cumulative Review Problems 167
9 Binomial Distributions, Geometric Distributions, and Sampling Distributions 168
Binomial Distributions 168
Geometric Distributions 171
Sampling Distributions 172
Sampling Distributions of a Sample Proportion 176
Rapid Review 177
Practice Problems 178
Cumulative Review Problems 182
Solutions to Practice Problems 182
Solutions to Cumulative Review Problems 186
10 Inference: Estimating with Confidence Intervals 187
Estimation and Confidence Intervals 188
Formula for a Confidence Interval for a Proportion 190
Conditions for a Confidence Interval for a Proportion 190
Construct and Interpret a Confidence Interval for a Proportion 191
Confidence Level as a Capture Rate 192
Sample Size 200
Rapid Review 201
Practice Problems 203
Cumulative Review Problems 208
Solutions to Practice Problems 209
Solutions to Cumulative Review Problems 213
11 Inference: Testing Hypotheses 215
Statistical Significance and P-Value 216
The Hypothesis-Testing Procedure 217
Recap of Hypothesis (Significance) Testing 219
Inference for a Single Population Proportion 220
Type I and Type II Errors and the Power of a Test 222
Inference for the Difference Between Two Population Proportions 225
z-Procedures versus t-Procedures 226
Inference for a Single Population Mean 227
Inference for the Difference Between Two Population Means 229
Rapid Review 232
Practice Problems 235
Cumulative Review Problems 241
Solutions to Practice Problems 241
Solutions to Cumulative Review Problems 248
12 Inference for Regression 250
Simple Linear Regression 250
Inference for the Slope of a Regression Line 252
Confidence Interval for the Slope of a Regression Line 255
Inference for Regression Using Technology 256
Rapid Review 257
Practice Problems 259
Cumulative Review Problems 262
Solutions to Practice Problems 263
Solutions to Cumulative Review Problems 266
13 Inference for Categorical Data: Chi-Squared Tests 268
Chi-Square Goodness-of-Fit Test 268
Inference for Two-Way Tables 273
Rapid Review 279
Practice Problems 280
Cumulative Review Problems 285
Solutions to Practice Problems 285
Solutions to Cumulative Review Problems 289
14 Free Response Question 6: The Investigative Task 290
Solution 293
General Tips for the Investigative Task 294
Step 5 Build Your Test-Taking Confidence 297
AP Statistics Practice Test 1 299
AP Statistics Practice Test 2 327
Appendixes 353
Formula Sheet 355
Tables 357
Bibliography 361
Websites 363
Glossary 365