AP STATISTICS Unit 3: Describing Relationships Enduring understanding (Big Idea): Students will understand relationships between two variables including how to describe, analyze, model, and use them. Also that association does not necessarily mean causation. Moreover, for linear relationships how to make predictions and determine what can be explained. Essential Questions: 1. What is a relationship between two or more variables? How can 5. What are confounding and "other" variables we examine it? 6. If the overall pattern of a bivariate observations is regular, how can we 2. What type of variables impact association studies? How are they describe it by a smooth curve that is a mathematical model displayed? 7. Why are residual plots used to determine linearity in the association of 3. Where are the individuals in a graphical representation of bivariate data? bivariate data? 8. What is the distinction between association and causation? 4. What are the differences between Independent/Dependant 9. What is the distinction between association and independence? variables and Explanatory/Response Variables? BY THE END OF THIS UNIT: Students will know: (See the AP Statistics Course Description page 7 for full details) I. Exploring Data: Describing patterns and departures from patterns (20%–30%) 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 See Unit #12 Vocabulary: Coefficient of Determination, Correlation r (correlation coefficient), Direction, Explanatory Variable, Extrapolation, Form, Influential Observations, Least-squares Regression Line (LSRL), Linear, Negative and Positive Association, Regression Line, Residual, Residual Plot, Response variable, Scatterplots, Strength Unit Resources: Fathom http://www.keycurriculum.com/products/fathom Use Applets from: http://www.whfreeman.com/tps4e o http://www.rossmanchance.com/applets/ o http://teachers.dadeschools.net/akoski/statsSyllabus1.htm Download the chapter glossary at (below) and give copies to your kids. o http://bcs.whfreeman.com/tps4e/#628644__666335__ Learning Tasks: homework - see page 3-6 & 7 of the Teacher's Edition Performance Task: end the chapter with a "FRAPPY" (see Formative Assessments and Problem Task suggestions below) Project: "Characterizing Students III" Unit Review Game: Jeopardy and Millionaire (PowerPoints) http://www.apstatsmonkey.com/StatsMonkey/TPS3e.html Students will be able to… 1. identify explanatory and response variables in situations where one variable helps explain what influences the other and know its importance 2. make a scatterplot to display the relationship between two quantitative variables and describe its overall direction, form and strength 3. recognize outliers in a scatterplot & explain influence on correlation r 4. know basic properties of correlation and how to calculate & interpret it 5. interpret the slope & y intercept of a least-squares regression line (LSRL) 6. use the LSRL for predication and know the dangers of extrapolation 7. find the slope of the LSRL from the means of the variables 8. calculate & interpret residuals & their plots & determine data's linearity 9. use residual's standard deviation s & r2 to determine the fit of the LSRL 10. identify LSRL and s in a computer output 11. explain why association does not necessarily imply causation Mathematical Practices in Focus: 1. Make sense of problems and persevere in solving them 2. Reason abstractly and quantitatively 3. Construct viable arguments and critique the reasoning of others 4. Model with mathematics 5. Use appropriate tools strategically 6. Attend to precision 7. Look for and make use of structure 8. Look for and express regularity in repeated reasoning Successive pages contain an unpacking of the standards contained in the unit. Standards are listed in alphabetical and numerical order not suggested teaching order. Teachers must order the standards to form a reasonable unit for instructional purposes. AP STATISTICS Unit 3: Describing Relationships CORE CONTENT Cluster Title: Summarize, represent, and interpret data on two categorical and quantitative variables (S-ID) Standards: S.ID.6: Represent data on two quantitative variables on a scatter plot, and describe how the variables are related. a. Fit a function to the data; use functions fitted to data to solve problems in the context of the data. Use given functions or choose a function suggested by the context. Emphasize linear…models; b. Informally assess the fit of a function by plotting and analyzing residuals; c. Fit a linear function for a scatter plot that suggests a linear association. NCSCOC 4.01 Analyze bivariate data. a) Recognize and analyze correlation and linearity; b)Determine the least squares regression line, and c) Create residual plots and identify outliers and influential points to analyze data. http://www.dpi.state.nc.us/curriculum/mathematics/scos/2003/9-12/72apstatistics AP Stats ID1 & 2 Exploring Bivariate Data: 1 Analyzing patterns in scatterplots, 2 Correlation and linearity Concepts and Skills to Master (on paper and with technology) explanatory and response variables displaying relationships: scatterplots interpreting scatterplots Section 3.1 [Scatterplots and Correlation] measuring linear association: correlations facts about correlation SUPPORTS FOR TEACHERS Critical Background Knowledge Previous Skills and concepts in this course from Chapter 1 through Chapter 2 Academic Vocabulary Correlation r (correlation coefficient), Direction, Explanatory variable, Form, Linear association, Negative association, Positive Association, Response variable, Scatterplots, Strength Suggested Instructional Strategies Rely on the Teachers' Edition and the Platinum Resource Binder The text is excellent and students should have their book (and their calculator) at each class. The challenge is how to inspire kids to read and study it. There should be class discussions during each class using material from the book and using the calculator. Consider assigning the next class' material as a prereading. Especially focus on the boxes labeled "AP Exam Common Error" in the margins (and also in Appendix A) With all students on their calculators and you on your projection calculator do Technology Corner 3.1 on page 149 using calculator (or other Technology) Do Activity on page 152 (continued) Have a Class Discussion of Section 3.1's "Summary" on page 157 The College Board has posted tremendously helpful material http://apcentral.collegeboard.com/apc/public/courses/teachers_corner/2151.html in particular use: Resources Textbook Correlation: Section 3.1 (pages 140 - 163) Most of the PowerPoint slides on the Instructor's CD are very helpful. Use resources at http://apstatsmonkey.com/StatsMonkey/Statsmonkey. html Monitor the AP Statistics List Serve [see Electronic Discussion Groups on http://apcentral.collegeboard.com/apc/public/course s/teachers_corner/2151.html ] soon to be an AP community see Successive pages contain an unpacking of the standards contained in the unit. Standards are listed in alphabetical and numerical order not suggested teaching order. Teachers must order the standards to form a reasonable unit for instructional purposes. AP STATISTICS Unit 3: Describing Relationships http://apcentral.collegeboard.com/apc/members/exam/exam_information/8357.html Useful directories for the released questions are at http://www.apstatsmonkey.com/StatsMonkey/AP_Review.html for FR look for AP Index 11_12.xls for MC look for MC_Index.xls - Daren Starnes Sample Formative Assessment Tasks Skill-based tasks CHECK YOUR UNDERSTANDING (textbook pages 144, 149, and 154) Use assessments at http://www.stats4stem.org/ Use Released Multiple Choice questions (see the last Suggested Instructional Strategy above for a link to the list of MC questions) The column "% correct " shows the global performance on the AP Exam for that question. Add a column to the spreadsheet to keep a record of the questions you used and when used. https://epl.collegeboard.org/epl/login.do Problem Tasks Students in groups should discuss and write down the solution of an AP Exam Free Response question, then compare it to the model solution, and [selected group(s)] should present their solutions to the class describing what they learned from their discussions See the last Suggested Instructional Strategy above for a list of released free response questions you can use (Do not use 2002 #4 until the end of Chapter 3.) Add a column to the spreadsheet to keep a record of the questions you used and when used. Successive pages contain an unpacking of the standards contained in the unit. Standards are listed in alphabetical and numerical order not suggested teaching order. Teachers must order the standards to form a reasonable unit for instructional purposes. AP STATISTICS Unit 3: Describing Relationships CORE CONTENT Cluster Title: Summarize, represent, and interpret data on a single count or measurement variables (S-ID) Standards S.ID.6a,b,c Represent data on two quantitative variables on a scatter plot, …. a. Fit a function to the data; use functions fitted to data to solve problems in the context of the data. Use given functions or choose a function suggested by the context. Emphasize linear…models; b. Informally assess the fit of a function by plotting and analyzing residuals; c. Fit a linear function for a scatter plot that suggests a linear association. NCSCOC 4.01b,c Analyze bivariate data. … b)Determine the least squares regression line, and c) Create residual plots and identify outliers and influential points to analyze data. http://www.dpi.state.nc.us/curriculum/mathematics/scos/2003/9-12/72apstatistics AP Stats ID3,4 …Exploring Bivariate Data: 3 Least-squares regression line, 4 Residual plots, outliers and influential points Concepts and Skills to Master (on paper and with technology) interpreting a regression line prediction residuals and a least-squares regression line calculating the equation of the least-squares line how well the line fits the data: residual points Section 3.2 [Least-Square Regression] how well the line fits the data: the role of r2 in regression interpreting computer regression output correlation and regression wisdom SUPPORTS FOR TEACHERS Critical Background Knowledge Previous Skills and concepts in this course from Chapter 1 through Section 3.1 Academic Vocabulary Coefficient of Determination, Extrapolation, Influential Observations, Least-squares Regression Line (LSRL), Regression Line, Residual, Residual Plot Suggested Instructional Strategies Resources Rely on the Teachers' Edition and the Platinum Resource Binder Textbook Correlation: Chapter 3 Section 2 The text is excellent and students should have their book (and their calculator) at (Pages 164 - 190) each class. The challenge is how to inspire kids to read and study it. There should Most of the PowerPoint slides on the Instructor's CD are be class discussions during each class using material from the book and using the very helpful. calculator. Consider assigning the next class' material as a prereading. Especially Use resources at focus on the boxes labeled "AP Exam Common Error" in the margins (and also in http://apstatsmonkey.com/StatsMonkey/Statsmonkey.html Appendix A) Monitor the AP Statistics List Serve [see Electronic With all students on their calculators and you on your projection calculator do Discussion Groups on Technology Corners 3.2 on pages 170 and 178 (or other Technology) http://apcentral.collegeboard.com/apc/public/courses/teach Do the Activity on page 170 Successive pages contain an unpacking of the standards contained in the unit. Standards are listed in alphabetical and numerical order not suggested teaching order. Teachers must order the standards to form a reasonable unit for instructional purposes. AP STATISTICS Unit 3: Describing Relationships Do the Data Exploration on page 174 Have a class discussion of Section 3.2's "Summary" on page 190 Have a class discussion of the Chapter 3 Review on page 198 The College Board has posted tremendously helpful material http://apcentral.collegeboard.com/apc/public/courses/teachers_corner/2151.html http://apcentral.collegeboard.com/apc/members/exam/exam_information/8357.html Useful directories for the released questions are at http://www.apstatsmonkey.com/StatsMonkey/AP_Review.html, for FR look for AP Index 11_12.xls and for MC look for MC_Index.xls - Daren Starnes Sample Formative Assessment Tasks Skill-based task CHECK YOUR UNDERSTANDING (textbook pages 167, 171, 176, and 181) Use assessments at http://www.stats4stem.org/ Use Quizzes at http://bcs.whfreeman.com/tps4e/#628644__630756__ Do the Chapter 3 AP Statistics Practice Test on page 200 Use ARTIST SCALE - Bivariate Quantitative Data http://ore.gen.umn.edu/artist/tests/index.html Use Released Multiple Choice questions (see the last Suggested Instructional Strategy above for a link to the list of MC questions) The column "% correct " shows the global performance on the AP Exam for that question. Add a column to the spreadsheet to keep a record of the questions you used and when used. ers_corner/2151.html ] soon to be an AP community see https://epl.collegeboard.org/epl/login.do Problem Task At the End of Unit 3 do FRAPPY #3 [which uses 2002 #4]: http://apstatsmonkey.com/StatsMonkey/TPS3e_files/Frappy3.p df (Or as an alternate, see the last Suggested Instructional Strategy above for a list of free response questions that you could alternately use as your FRAPPY. Go to http://www.apstatsmonkey.com/StatsMonkey/AP_Review.html for the FR questions. Look for the link AP Index 11_12.xls. Add a column to the spreadsheet and keep a record of the questions you used and when used.) To Use Frappies: On the first page at http://apstatsmonkey.com/StatsMonkey/FRAPPYs.html click on the FRAPPY Presentation to learn about them and how to use them as Formative Assessments. (Click on the Frappy Presentation to Advance to a new slide. You may also download handout notes using the link to the right) Successive pages contain an unpacking of the standards contained in the unit. Standards are listed in alphabetical and numerical order not suggested teaching order. Teachers must order the standards to form a reasonable unit for instructional purposes.