AP STATISTICS EXPECTATIONS AND GRADING POLICY The purpose of the AP course in statistics is to introduce you to the major concepts and tools for collecting, analyzing, and drawing conclusions from data. You will be exposed to four broad conceptual themes. Exploring Data: Observing patterns and departures from patterns. Exploratory analysis of data makes use of graphical and numerical techniques to study patterns and departures from patterns. Emphasis is placed on interpreting information from graphical and numerical displays and summaries. Planning a Study: Deciding what and how to measure. Data must be collected according to a well-developed plan if valid information on a conjecture is to be obtained. This plan includes clarifying the question and deciding upon a method of data collection and analysis. Anticipating Patterns: Producing models using probability theory and simulation. Probability is the tool used for anticipating what the distribution of data should look like under a given model. Statistical Inference: Confirming models. Statistical inference guides the selection of appropriate models. This course will use of a variety of learning activities in order to help you understand the four major themes. These activities will include: Discussion, lecture, and guided practice. Group work and presentations. Calculator (TI-83, TI-84, Prizm or equivalent) and computer aided (Fathom) explorations. In-class and out-of-class written assignments, reflective writing, and projects. Reading textbooks and other materials. You will be prepared for the AP Statistics Examination, held on May 16, 2012. The examination is three hours and consists of a multiple-choice section and a free response section. You are expected to have a graphing calculator with statistical ability, such as the TI-83. Required Textbook: Peck, Roxy, Chris Olsen, and Jay Devore. Introduction to Statistics & Data Analysis. Belmont, CA: Thomson Brooks/Cole, 2005 (2nd Edition). ______________________________________________________________________________________ AP® Statistics -1- EVALUATION For each semester your grade will be determined as follows: (10%) Homework: Written assignments will be assigned daily in the form of exercises from the book, the board, or handouts. All work must be shown. Late assignments will not be accepted after the chapter test. Points will be assigned as follows. Homework assignments are to be done on loose-leaf paper, properly labeled, and kept in your three ring binder. I will check homework using a variety of methods. These include: Walking around the room and checking your assignment for completion. Collecting your homework and checking for completion. Collecting your homework and grading certain problems. Homework Quizzes Reading Quizzes In general, I will use the scale below for homework, unless I collect the homework and grade certain problems. 100% complete More than 50% complete Less than 50 % complete 5points 3 points 0 points (70%) Quizzes, AP practice problems, & Tests: You should expect in class quizzes regularly. Quizzes may or may not be announced ahead of time. The purpose of a quiz is to make sure that you have understood the basic ideas before the next topic is introduced. Assignments or in-class activities may be included as a quiz grade. Tests are given at the end of each unit, so plan accordingly. The purpose of a test is to make certain that you understand the major objectives presented in the class. Tests will be in a variety of forms. Test formats may include written, oral, multiple-choice, essay questions, individual, pair, or group effort. (20%) Final Exam At the end of each first semester a final cumulative exam is given covering the entire semester's material. The second semester exam will be a cumulative exam over the entire year. Each exam will consist of written and multiple-choice questions. Semester grades will be assigned on the following scale 90% - 100% 80% - 89% 70% - 79% 60% - 69% A B C D 0% - 59% F Please note: Due to the Parent Portal Technology, grades are calculated using a 40%-40%-20% scheme. Thus, the grades posted are accurate only during the 1st quarter and the 3rd quarter. ______________________________________________________________________________________ AP® Statistics -2- TOPICOUTLINE Following is an outline of the major topics covered by the AP Statistics Exam. The ordering here is intended to define the scope of the course but not necessarily the sequence. The percentages in parentheses for each content area indicate the coverage for that content area in the exam. I. Exploring Data: Describing patterns and departures from patterns (20% –30%) Exploratory analysis of data makes use of graphical and numerical techniques to study patterns and departures from patterns. Emphasis should be placed on interpreting information from graphical and numerical displays and summaries. A. Constructing and interpreting graphical displays of distributions of univariate data (dotplot, stemplot, histogram, cumulative frequency plot) 1. Center and spread 2. Clusters and gaps 3. Outliers and other unusual features 4. Shape B. Summarizing distributions of univariate data 1. Measuring center: median, mean 2. Measuring spread: range, interquartile range, standard deviation 3. Measuring position: quartiles, percentiles, standardized scores (z-scores) 4. Using boxplots 5. The effect of changing units on summary measures C. Comparing distributions of univariate data (dotplots, back-to-back stemplots, parallel boxplots) 1. Comparing center and spread: within group, between group variation 2. Comparing clusters and gaps 3. Comparing outliers and other unusual features 4. Comparing shapes D. Exploring bivariate data 1. Analyzing patterns in scatterplots 2. Correlation and linearity 3. Least-squares regression line 4. Residual plots, outliers, and influential points 5. Transformations to achieve linearity: logarithmic and power transformations E. Exploring categorical data 1. Frequency tables and bar charts 2. Marginal and joint frequencies for two-way tables 3. Conditional relative frequencies and association 4. Comparing distributions using bar charts ______________________________________________________________________________________ AP® Statistics -3- II. Sampling and Experimentation: Planning and conducting a study (10% –15%) Data must be collected according to a well-developed plan if valid information on a conjecture is to be obtained. This plan includes clarifying the question and deciding upon a method of data collection and analysis. A. Overview of methods of data collection 1. Census 2. Sample survey 3. Experiment 4. Observational study B. Planning and conducting surveys 1. Characteristics of a well-designed and well-conducted survey 2. Populations, samples, and random selection 3. Sources of bias in sampling and surveys 4. Sampling methods, including simple random sampling, stratified random sampling, and cluster sampling C. Planning and conducting experiments 1. Characteristics of a well-designed and well-conducted experiment 2. Treatments, control groups, experimental units, random assignments, and replication 3. Sources of bias and confounding, including placebo effect and blinding 4. Completely randomized design 5. Randomized block design, including matched pairs design D. Generalizability of results and types of conclusions that can be drawn from observational studies, experiments, and surveys III. Anticipating Patterns: Exploring random phenomena using probability and simulation (20% –30%) Probability is the tool used for anticipating what the distribution of data should look like under a given model. A. Probability 1. Interpreting probability, including long-run relative frequency interpretation 2. “Law of Large Numbers” concept 3. Addition rule, multiplication rule, conditional probability, and independence 4. Discrete random variables and their probability distributions, including binomial and geometric 5. Simulation of random behavior and probability distributions 6. Mean (expected value) and standard deviation of a random variable, and linear transformation of a random variable ______________________________________________________________________________________ AP® Statistics -4- B. Combining independent random variables 1. Notion of independence versus dependence 2. Mean and standard deviation for sums and differences of independent random variables C. The normal distribution 1. Properties of the normal distribution 2. Using tables of the normal distribution 3. The normal distribution as a model for measurements D. Sampling distributions 1. Sampling distribution of a sample proportion 2. Sampling distribution of a sample mean 3. Central Limit Theorem 4. Sampling distribution of a difference between two independent sample proportions 5. Sampling distribution of a difference between two independent sample means 6. Simulation of sampling distributions 7. t-distribution 8. Chi-square distribution IV. Statistical Inference: Estimating population parameters and testing hypotheses (30% –40%) Statistical inference guides the selection of appropriate models. A. Estimation (point estimators and confidence intervals) 1. Estimating population parameters and margins of error 2. Properties of point estimators, including unbiasedness and variability 3. Logic of confidence intervals, meaning of confidence level and confidence intervals, and properties of confidence intervals 4. Large sample confidence interval for a proportion 5. Large sample confidence interval for a difference between two proportions 6. Confidence interval for a mean 7. Confidence interval for a difference between two means (unpaired and paired) 8. Confidence interval for the slope of a least-squares regression line B. Tests of significance 1. Logic of significance testing, null and alternative hypotheses; p-values; one- and two-sided tests; concepts of Type I and Type II errors; concept of power 2. Large sample test for a proportion 3. Large sample test for a difference between two proportions 4. Test for a mean 5. Test for a difference between two means (unpaired and paired) 6. Chi-square test for goodness of fit, homogeneity of proportions, and independence (one- and two-way tables) 7. Test for the slope of a least-squares regression line ______________________________________________________________________________________ AP® Statistics -5- THE EXAM The AP Statistics Exam is three hours long and seeks to determine how well a student has mastered the concepts and techniques of the subject matter of the course. This paper-and-pencil exam consists of (1) a 90-minute multiple-choice section testing proficiency in a wide variety of topics, and (2) a 90-minute free-response section requiring the student to answer open-ended questions and to complete an investigative task involving more extended reasoning. In the determination of the grade for the exam, the two sections will be given equal weight. Each student will be expected to bring a graphing calculator with statistical capabilities to the exam. The expected computational and graphic features for these calculators are described in an earlier section. Minicomputers, pocket organizers, electronic writing pads (e.g., Newton), and calculators with QWERTY (i.e., typewriter) keyboards will not be allowed. Calculator memories will not be cleared. However, calculator memories may be used only for storing programs, not for storing notes. During the exam, students are not permitted to have access to any information in their graphing calculators or elsewhere that is not directly related to upgrading the statistical functionality of older graphing calculators to make them comparable to statistical features found on newer models. Acceptable upgrades include improving the calculator’s computational functionalities and/or graphical functionalities for data that students key into the calculator while taking the exam. Unacceptable enhancements include, but are not limited to, keying or scanning text or response templates into the calculator. Students attempting to augment the capabilities of their graphing calculators in any way other than for the purpose of upgrading features as described above will be considered to be cheating on the exam. A student may bring up to two calculators to the exam. Grading of Exam Information. MULTIPLE CHOICE: 40 Questions FREE RESPONSE: 6 Questions (5 + Investigative Task) Each question is graded out of four points. Then, your score on questions 1 – 5 is multiplied by 1.8750 and your score on question 6 (Investigative Task) is multiplied by 3.1250. ______________________________________________________________________________________ AP® Statistics -6- AP STATISTICS --- COURSE SYLLABUS SECTION I : OVERVIEW OF ADVANCED PLACEMENT STATISTICS 1. Course sequence leading to AP Statistics Mathematics 03440 – Advanced Placement Statistics is a full-year (two semester) course offered each year to students in grades 10 through 12. It is not available as a summer course. Some students will take this course concurrently with Advanced Placement Calculus AB, Advanced Placement Calculus BC, and/or Advanced Placement Computer Science. A few students take the course concurrently with Pre-Calculus Honors, Pre-Calculus, or Algebra II Honors. Students who take Pre-calculus as sophomores generally take Calculus in the junior year and Statistics in the senior year. Students who take Pre-calculus in the junior year generally select either Calculus or Statistics or both. 2. Student selection process and/or prerequisites The prerequisite for the course is Algebra 2 with Trigonometry (A or B+) or Pre-calculus at either the regular or honors level. A recommendation from the teacher of the prerequisite course is required. 3. Course Design The course has a traditional 50 minute period meeting daily. Description: Advanced Placement Statistics will introduce students to the major concepts and tools for collecting, analyzing, and drawing conclusions from data. It will emphasize sound statistical thinking rather than routine procedures. This course is intended to be equivalent to an introductory non-calculus based college course in statistics. Students will do a significant amount of reading, computer work, and independent projects. A graphing calculator with advanced statistics capabilities is required in this course. ______________________________________________________________________________________ AP® Statistics -7- SECTION II : COURSE MATERIALS 1. Primary Materials Introduction to Statistics and Data Analysis, Peck, Olsen, Devore, Duxbury Instructor’s Resource Binder for Introduction to Statistics and Data Analysis, Olsen, Duxbury 2. Supplementary Materials and Additional Resources The Practice of Statistics,TI-83 Graphing Calculator Enhanced, Yates, Moore, and McCabe, Freeman Teacher’s Resource Binder for The Practice of Statistics, TI-83 Graphing Calculator Enhanced, Yates, Freeman Instructor’s Solutions Manual for The Practice of Statistics, TI-83 Graphing Calculator Enhanced, Yates, Freeman Activity-Based Statistics, Scheaffer, Gnananadesikan, Watkins, Witmer, Springer Workshop Statistics, Discovery with Data and the Graphing Calculator, Second Edition, Rossman, Chance, Von Oehsen, Key Curriculum Press Fathom, Dynamic Statistics Software – for Deeper Understanding, Key Curriculum Press Data in Depth, Exploring Mathematics with Fathom, Erickson, Key Curriculum Press Stats, Modeling the World, Bock, Velleman, DeVeaux, Pearson Statistics in Action, Watkins, Scheaffer, Cobb, Key Curriculum Amsco’s AP Statistics, Preparing for the Advanced Placement Examination, Bohan, Amsco Barron’s How to Prepare for the AP Statistics Advanced Placement Examination, Sternstein, Barron’s Educational Series The Best Test Preparation for AP Statistics, Levine-Wissing and Thiel, REA TI-83 Enhanced Statistics, Second Edition, Barton, Diehl, Venture Against All Odds: Inside Statistics video series, Annenberg/CPB Advanced Placement Program Course Description Statistics, The College Board Teacher’s Guide AP Statistics, The College Board AP Statistics examination free response questions from 1997 to present ______________________________________________________________________________________ AP® Statistics -8- SECTION III : COURSE OUTLINE 1. Main Outline Introduction to the discipline of statistics (2 days) (Chapter One) Theme 2: Planning a study Chapter 2: Samples and experiments (about 11 days) Observational study versus experiments, census, survey Simple Random Samples (Activity: Random Rectangle Problem), Stratification (Activity: River Problem) Clustering Experimental design – Principles of design including Blocking Simulation using the Random Digit table, Calculator, and Fathom AP Questions on Design (Shampoo Problem), Sampling, Blocking, and random digit table (Radio Give away) Assessment: Quiz and Test on Unit, homework graded on completion. AP Question collected and grades. Theme 1A: Univariate Data Chapter 3: Data and graphical displays (about 5 days) Data and distributions Graphs: stemplots, dotplots, histograms, boxplots Features: shape, center, spread, outliers Activity: Random Rectangle Problem Revisited Chapter 4: Data and numerical methods (about 10 days) Data and distributions Numerical summaries: mean, mean, variance, standard deviation, inter-quartile range, effects of transformations Features: shape, center, spread, outliers AP Practice Problems range, Assessment: Quiz and Test on Unit, homework graded on completion. AP Question collected and grades. ______________________________________________________________________________________ AP® Statistics -9- Theme 1B: Bivariate Data Chapter 5.1- 3: Linear association (about 10 days) Scatterplots Correlation Least-squares linear regression Activity: Estimate the age Chapter 5.4: Nonlinear Association (about 5 days) Transformations for regression Categorical data Activity: Tack Toss, Amscobe Data Assessment: Quiz and Test on Unit, homework graded on completion. AP Question collected and grades. Theme 3A: Probability Chapter 6: Probability (about 11 days) Sample spaces, events, outcomes Sum and product formulas Disjoint and independent events Conditional Probability Activity: AP Questions for Practice: Assessment: Quiz and Test on Unit, homework graded on completion. AP Question collected and grades. Chapter 7: Random variables (about 15 days) Discrete random variables Continuous random variables Mean and variance Mean and variance for transformations, sums, and differences Geometric distribution Binomial distribution Standard normal distribution, z-scores Table and calculator computations Normal approximations for binomial distributions Activity: Expected value of Roulette, Cereal Box Problem Assessment: Quiz and Test on Unit, homework graded on completion. AP Question collected and grades. ______________________________________________________________________________________ AP® Statistics - 10 - Theme 3B: Probability to inference Chapter 8: Sampling distributions (about 7 days) Sampling distributions for means Sampling distributions for proportions Central limit theorem Activity: Penny Lab, Fathom lab, Calculator Activity on means Assessment: Quiz and Test on Unit, homework graded on completion. AP Question collected and grades. Semester Examination on units 1 – 8 Theme 4: Inference Chapter 9: Introduction to inference (about 9 days) Point estimates Confidence intervals Constructing intervals for a proportion Constructing intervals for a mean Activity: Penny Lab Revisited, M&M Lab, Spinning Pennies AP Practice Problem (Newton Problem) Assessment: Quiz and Test on Unit, homework graded on completion. AP Question collected and grades. Chapter 10: Hypothesis tests for a single sample (about 14 days) Hypothesis tests T-distributions Errors and power Hypothesis test for a proportion Hypothesis test for a mean Activity: Fathom Demo & Applet investigation on Power ______________________________________________________________________________________ AP® Statistics - 11 - Chapter 11: Inference for two samples or treatments (about 12 days) Confidence interval for two proportions Confidence interval for two means Confidence interval for one mean, matched pair samples Hypothesis test for one mean, matched pair samples Hypothesis test for two means Hypothesis test for two proportions Activity: Hand Strength (Matched Pairs Test) Assessment: Quiz and Test on Unit, homework graded on completion. AP Question collected and grades. Chapter 12: Chi-square (about 10 days) Chi-square distribution Goodness of fit Test for independence Test for homogeneity Activity: M & M Data Revisited, Rolling Dice, AP Problem (Skunk Problem and Hiker Problem) Assessment: Quiz and Test on Unit, homework graded on completion. AP Question collected and grades. Chapter 14: Inference for slope (about 9 days) Confidence interval for slope Hypothesis test for slope and correlation Computer output Activity: AP Practice Problem Assessment: Quiz and Test on Unit, homework graded on completion. AP Question collected and grades. ______________________________________________________________________________________ AP® Statistics - 12 - Advanced Placement examination preparation (about 12 days) Review of topics by theme Review problems by theme Final examination as practice AP exam Exploratory Analysis Sampling & Experimentation Probability Inference Univarite 2006B #1 2005 #1 2005B #1 2004 #1 2004B#5 2006B #3 2005 #2 2005B #2 2005B #6 2004 #1 2004 #3 2004 #4 2004B #3 2006B #2 2006B #4 2006B #6 2005 #4 2005 #6 2005B #4 2005B #5 2004 #5 2004 #6 2004B #4 2004B #5 2004B #6 bivariate 2005 #3 2005B #5 2004B #1 2006B #5 2005 #5 2005B #3 2005B #6 2004 #2 2004 #3 2004B #2 Final Project Topic is open Students work in pairs Written report required Presentation required ______________________________________________________________________________________ AP® Statistics - 13 - SECTION IV : TEACHING STRATEGIES 1. Pedagogy The Advanced Placement Statistics Curriculum promotes the exploration of topics in depth with different learning opportunities. There are many choices available including textbook activities, supplementary activities, calculator explorations, software for learning statistics, and projects. This requires constant decisions about time management and which opportunities to include. There is an expectation that students will read regularly. Generally students are given three days to read a section and work exercises. For most sections, discussion of concepts takes place for two days, and discussion of exercises for one day. An activity from the text or a supplement is used for each unit. For most units, an exploration using laptop computers is included. Calculators are used regularly. Most students use a TI-83 or TI-84 plus model. Some use a TI-86 or TI-89. The 86 and 89 require an extra download to enhance the software. Fathom software is used for demonstration or laboratory explorations. About 11 days are devoted to exam preparation. Topics are reviewed and students work problems from prior exams. 2. Assessment Students write a test on each unit. There are usually four in each quarter. There are one or two quizzes per chapter depending on the number of sections. Assignments are checked for completion and effort. Assignments and class participation together are worth 10% of the quarter grade and assessments are worth 70% of the grade. A semester examination is given. Each examination is worth 20% of the semester grade. ______________________________________________________________________________________ AP® Statistics - 14 -