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Curriculum Guide High School – Math Standard 3.3 Math.3.3 - Probability models outcomes for situations in which there is inherent randomness. Related Colorado Department of Education Sample Units: Algebra II - Independently Lucky (Concepts: two-way frequency tables, associations, conclusions, categorical variables, unions, intersections, complements, events, subsets, sample space, independence, probabilities, products, conditional probability, given) Integrated Math 2 - Independently Lucky Essential Questions - 21st Century Skills and Readiness Competencies (District): 1a. In statistics, what is an event? What is the complement of an event? 1a. What is the sample space of a probability experiment? How can you describe events as subsets of a sample space by using characteristics of the outcome? 1a. What is a union? What is an intersection? What are specific examples of each? 1b. What is independent probability? What is conditional probability? How can you differentiate between the two? 1b. How can you determine if two events are independent by looking at their individual probabilities and the probability of the two events occurring together? 1c. How can you use the concept of conditional probabilities to explain independent events? 1d. How can you construct a sample space for two-event activity (e.g., roll of two fair dice) and use it to calculate conditional and compound probabilities? 1e. How can you use probability models to disprove the idea of a “winning streak”? 2. How can you use the concept of equal probability outcomes to determine probability of compound events? 2a. How do Venn diagrams play a role in determining conditional probabilities? 2a. What is the difference between a combination and a permutation? 2a. How do you decide when to use combinations and permutations? 2a. In what types of situations would compound probability be used? 2b. What is the "Addition Rule" in statistics? 3. How does probability relate to obtaining insurance? Evidence Outcomes (District): 1. Understand independence and conditional probability and use them to interpret data. a. Describe events as subsets of a sample space using characteristics (or categories) of the outcomes, or as unions, intersections, or complements of other events. b. Explain that two events, A and B, are independent if the probability of A and B occurring together is the product of their probabilities, and use this characterization to determine if they are independent. c. Using the conditional probability of A given B as P(A and B)/P(B), interpret the independence of A and B as saying that the conditional probability of A given B is the same as the probability of A, and the conditional probability of B given A is the same as the probability of B. d. Construct and interpret two-way frequency tables of data when two categories are associated with each object being classified. Use the two-way table as a sample space to decide if events are independent and to approximate conditional probabilities. e. Recognize and explain the concepts of conditional probability and independence in everyday language and everyday situations. 2. Use the rules of probability to compute probabilities of compound events in a uniform probability model. a. Find the conditional probability of A given B as the fraction of B’s outcomes that also belong to A, and interpret the answer in terms of the model. b. Apply the Addition Rule, P(A or B) = P(A) + P(B) – P(A and B), and interpret the answer in terms of the model. 3. Analyze the cost of insurance as a method to offset the risk of a situation. Academic Vocabulary (District): Addition Rule of Probability complement compound events conditional probability dependent events element Assessment (District): Informal Checks for Understanding: Accuracy and thoroughness of student notes, study guides, and graphic organizers will demonstrate informal evidence of concept processing. Observation/Dialogue: Teacher observation and monitoring of the frequency and quality of student contributions to discussion and the sophistication of student event experimental probability frequency table independent events intersection of sets mutually-exclusive events null set outcomes probability sample space set simple events subset theoretical probability two-way frequency table union of sets Venn diagram responses to critical questioning will serve as informal evidence of concept processing and skill development. Suggested Activities/Strategies (District): 1a. The Marble Game task challenges students to demonstrate an understanding of theoretical and empirical probability and to be able to represent the sample space for a given event in an organized manner. Students must be able to represent and compare probabilities as ratios, proportions, decimals or percent. Finally, students must determine the game with the best probability of winning. 1a. Marble Game 1a. The Probability of Combined Events lesson teaches new concepts in probability, and provides examples and practice for students. During the lesson, students determine the probability of an event not occurring, calculate the intersection of two events, determine when two events are independent, and calculate the union of two events. 1a. Probability of Combined Events 1a. Designing and Examining Random Samples is a lesson wherein students examine different sampling techniques and determine bias within them. Students should grasp the importance of random sampling and using appropriate sample sizes for a given population. 1a. Designing and Examining Random Samples 1a. As students work through Simulations Using the Random Number Table, they perform a simulation in the five-step procedure, demonstrate the appropriate use of the Random Number Table in order to complete the simulations, analyze the data, interpret the results, and communicate their results both in writing and orally. 1a. Simulations Using the Random Number Table Resources/Technology (District): 1a. Notes on Concepts of Probability 1a. Union and Intersection of Events, Complement of an Event, and Odds 1b. Probability of Independent and Dependent Events Textbook Practice Math Activity Buffon's Needle Probability PowerPoint Questions and Answers on Understanding Probability Probability Notes, Definitions, Worked Examples Probability Examples http://www.insidemathematics.org/ o Problems of the Month Resources 1a. In the Card Game task, students use probability to make predictions. 1a. Card Game 1a, 1b. The task Return to Fred's Fun Factory addresses standards regarding sample space, independence, probability distributions, and permutations/combinations. 1a-b. Return to Fred's Fun Factory 1a, 1d, 2a. (The Titanic Tasks 1, 2, 3 all ask related questions, but are scaffold.) Titanic 1 Task guides students by asking the series of specific questions and lets them explore the concepts of probability as a fraction of outcomes, and using two-way tables of data. The emphasis is on developing understanding of conditional probability. 1a, 1d, 2a. The Titanic 1 Quiz/Test: Formally measured evidence of outcomes and overall standard achievement will be established via quizzes, unit tests, and benchmark tests. Performance Tasks/Projects: Student self-evaluation and peer evaluation will be utilized for informal feedback on at least one activity per standard. Performance tasks and projects will be formally assessed by the teacher using rubrics for holistic evaluation. Probability Test 1a, 1b, 1d, 1e, 2a. In the Titanic 2 Task, students explore the concepts of probability as a fraction of outcomes and use two-way tables of data. The special emphasis is on developing understanding of conditional probability and independence. Students use conditional probability to decide if events A and B are independent (i.e., They check if P(A|B)=P(A), or if P(B|A)=P(B).) In the last part of the task, students decide which probabilities would be useful to answer the given question and calculate those probabilities. 1a, 1b, 1d, 1e, 2a. The Titanic 2 1d, 1e, 2a. The Titanic 3 Task is an open-ended task. It poses a question, then the students have to formulate a plan to answer it and use a two-way table of data to find all the necessary probabilities. The special emphasis is on developing understanding of conditional probability and independence. This task could be used as a group activity where students cooperate to formulate a plan for answering the question and calculating the appropriate probabilities. The task could lead to extended class discussions about the different ways of using probability to justify general claims (e.g., Can we really say that first class passengers had a larger chance of being rescued? Why or why not? What was the role of gender in the rescue procedures?) 1d, 1e, 2a. The Titanic 3 1e, 2a. Use the "Life is like a box of chocolates" example as follows. Suppose your box of 36 chocolates have some dark and some milk chocolate, divided into cream or nutty centers. Out of the dark chocolates, 8 have nutty centers. Out of the milk chocolates, 6 have nutty centers. One-third of the chocolates are dark chocolate. What is the probability that you randomly select a chocolate with a nutty center? Given that it has a nutty center, what is the probability you chose a dark chocolate? Show how you determined your answers. 1a, 1b, 2a, 2b. Got Your Number provides students with leveled activities involving number games. Students use number properties, number operations, organized lists, systematic charting, counting methods/principles, and probability to solve the problems. 1a, 1b, 2a, 2b. Got Your Number 1b, 1c, 1e, 2b. This task uses the same situation to explore different concepts of probability theory. Part A explores the idea of independence of events. Part B lets students explore the idea of conditional probability. 1b, 1c, 1e, 2b. Rain and Lightning In Part C, students practice using the Addition Rule, P(A or B)=P(A)+P(B)−P(A and B). Part D is a variant of Part C. Students must apply the Addition Rule and solve the equation for the unknown quantity. 1b, 1c. Following videos provides practice in the probabilities of independent and dependent events. 1b, 1c. Khan Academy Probability of Independent and Dependent Events 1d, 2a. How Do You Get to School? is a task designed as an assessment item. It requires students to use information in a two-way table to calculate a probability and a conditional probability. 1d, 2a. How Do You Get to School? 1e. The purpose of this task is to assess student ability to explain the meaning of independence in a simple context. Consider expanding this task by asking students to also explain what it would mean to say that the two events are not independent. Provide probability values such as "On days when Janelle eats breakfast, she is late to school about 20% of the time and on days when she does not eat breakfast, she is late to school about 10% of the time." Then ask if this indicates that the two events of "eats breakfast" and "late to school" are independent or not independent. 1e. Breakfast Before School 2a. This worksheet (with teacher answer key) allows students to practice the concepts of permutations and combinations. 2a. Permutations and Combinations Worksheet with Solutions 2b. Coffee at Mom's Diner is a task assessing a student's ability to use the addition rule to compute a probability and to interpret a probability in context. 2b. Coffee at Mom's Diner 3. The articles "How Do Insurance Companies Determine Rates" and "How Do Companies Determine Life Insurance Rates" provide students with background information that can be incorporated into a classroom discussion or project. Students should recognize how mathematics (especially probability and statistics) is a key component in the determinations of rates made by insurance companies. 3. How Do Insurance Companies Determine Rates? 3. How Do Companies Determine Life Insurance Rates? Cumulative Activity: Make a “Human Venn Diagram” where the sample space is all the students in the class. Use lengths of rope to create three overlapping circles. Assign an event to each of the three circles, such as: ate breakfast, brought a cell phone to school, and got at least seven hours of sleep. Have students place themselves in the appropriate locations. Using correct probability notation, identify each of the spaces in the Venn diagram (don’t forget to include the space outside the circles). Analyze, explore and record the results in terms of conditional probabilities.