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CourseKata ALIGNMENT FORM_HS Advanced SDS I_W_Signature
ALIGNMENT FORM
Resource Title: High School Advanced Statistics and Data Science I. Publisher: CourseKata
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Standard | Designated Sections, or URLs |
Standard I: Students will understand, use, and evaluate random processes underlying statistical analysis. | |
Objective 1: Use sample survey data collected through random samples to draw conclusions about populations. | |
Recognize sources of bias in surveys, and discuss how surveys may be intentionally biased to support certain agendas. | Ch 2-4 |
Explain the importance of randomness in good survey design. | Ch 4, 6-11 further examines randomness through simulations |
Pose a question, choose an appropriate method of random selection, conduct a survey, and summarize the results in graphical displays. | Ch 2-4, 7-8 |
Distinguish between different survey designs such as SRS, cluster sampling, stratified sampling, and systematic sampling.* | Ch 4 |
Objective 2: Describe and use the features of good experimental design, such as random assignment of treatments, controls, placebos, blinding, and blocking. | |
Distinguish between an observational study and an experiment, and be able to select which method is appropriate to collect desired information. | Ch 4, 7-8 |
Recognize possible sources of bias in various experiments, and describe how the features of good experimental design will reduce bias. | Ch 2-4, 7-8 |
Pose a question, conduct one or more simple experiments using appropriate features of experimental design for the data that is being collected, and summarize the results in graphical displays. | Ch 2-4 |
Explain the importance of experimental ethics, and debate historical violations of experimental ethics.* | Jupyter notebooks 1B, 3C, 4B, 5B, 6A, 7A, 7C, 8A |
Objective 3: Discuss and interpret surveys, experiments, and observations using information from government data, current events, medical experiments, polls, and news media. | |
Consider the reasonableness of claims of data from various sources, using examples to illustrate the uses and misuses of statistics that appear in the media. | Ch 7-11 |
Distinguish between causality and correlation, and be able to recognize unwarranted conclusions. | Ch 7-10 |
Recognize when data is misrepresented by graphical manipulation, such as modified axes or use of incorrect visual proportions. | Ch 4 |
Discuss the role of government reports such as the consumer price index for making comparisons in data.* | Jupyter notebooks 4B, 5A, 5B, 6D, 7C, 9B, 10B |
Calculate percent change and perform simple calculations for price changes over the years due to inflation.* | Jupyter notebook 09A2 Not about price changes due to inflation but about price differences between different retailers |
Standard II: Students will summarize and interpret data. | |
Objective 1: Interpret and display data by selecting appropriate graphical methods. | |
Distinguish between quantitative and categorical data. | Ch 2-4 |
Use quantitative data to create dot plots, stem plots, histograms, box plots, and scatter plots and use them to make sense of the data. | Ch 3-4 |
Use categorical data to create circle graphs, bar graphs and frequency tables and use them to make sense of the data. | Ch 2-4 |
Objective 2: Summarize data and be able to use technology such as calculators or computer software to assist in calculations. | |
Calculate measures of center and estimate center from data presented in a variety of forms, such as charts, tables, and graphs. | Ch 3-5 |
Select and interpret appropriate measures of spread. | Ch 6 |
Describe the distribution of data considering shape, skewness, modality, and outliers. | Ch 3, 6 |
Objective 3: Use data summaries to interpret and compare data. | |
Describe and compare individual performances in terms of quartiles, percentiles and standard deviations. | Ch 3, 6 |
Interpret differences in shape, center, and spread in the context of the data sets, accounting for possible effects of outliers. | Ch 3, 6 |
Use statistics appropriate to the shape of the data distribution to compare center and spread of two or more different data sets. | Ch 4, 7 |
Objective 4: Describe the characteristics of the normal distribution, and create an understanding of the standard deviation as a measure of spread. | |
Examine data sets that approximate the normal distribution, and recognize the characteristics of data that are normally distributed. | Ch 3, 6 |
Compare individual measurements using the mean and standard deviation to find standardized scores and identify unusual data points. | Ch 3, 5, 6 |
Use the 68%–95%–99.7% rule to determine the probability of events. | Ch 6, 9 |
Use the 68%–95%–99.7% rule to create and explain confidence intervals.* | Ch 6, 11 |
Standard III: Students will make inferences and justify conclusions based on data. | |
Objective 1: Summarize, represent, and interpret bivariate data. | |
Create and use graphs of bivariate data to visually assess trends and recognize patterns. | Ch 4 |
Calculate regression lines and correlation coefficients for linear data using technology such as calculators or computer software. | Ch 8 |
Use regression equations to make appropriate predictions. | Ch 8 |
Interpret the slope (rate of change) and the intercept (constant term) of a linear model in the context of the data. | Ch 8 |
Make predictions based on patterns and trends of non-linear data, such as seasonal data, tidal tables, sunspots, and population changes.* | Ch 7,8 |
Objective 2: Display and compare data to make predictions and formulate conclusions. | |
Describe the effect of outliers on predictions. | Ch 3, 5, 7-8 |
Recognize and discuss the pitfalls of extrapolation in predictions. | Ch 7-8 |
Compare actual data measurements with predicted values, and dis- cuss the reasonableness of predictions. | Ch 5-8 |
Objective 3: Make inferences and justify conclusions from sample surveys, experiments, and observational studies. | |
Understand statistics as a process for making inferences about population parameters based on a random sample from that population. | Ch 9-11 |
Understand and interpret confidence intervals generated from data.* | Ch 11 |
Use the results of hypothesis testing to interpret sample data and draw conclusions.* | Ch 9-10 |
Standard IV: Students will understand and use probability rules. | |
Objective 1: Use the rules of probability to calculate independent and conditional probabilities in real contexts. | |
Distinguish between subjective, experimental, and theoretical probability. | Ch 9-11 and Probability jupyter notebooks We do not address “subjective probability” |
Calculate probabilities using addition and multiplication rules, tree diagrams, and two-way tables using correct probability notation. | Jupyter Notebooks: Probability A Addition Rule, Probability B Multiplication Rule and Conditional Probability, Probability C Combinations |
Calculate conditional probabilities of compound events using two- way tables and Venn diagrams. | Jupyter Notebooks: Probability B Multiplication Rule and Conditional Probability, Probability C Combinations |
Use permutations and combinations to find probabilities.* | Jupyter Notebooks: Probability C Combinations Probability D Permutations and Combinations |
Objective 2: Adapt probability models to solve real-world problems. | |
Perform simulations to estimate probability outcomes using technology and objects such as coins, spinners, cards, and dice. | Ch 3, 9-11 |
Identify and explain common misconceptions regarding probability, including long-run vs. short-run behavior. | Ch 3, 9-11 |
Discuss probability applications in decision making, using terms such as "odds" and "risk," including applications in insurance, medical treatments, and extreme sports.* | not addressed |
Objective 3: Use probability to make decisions and analyze outcomes.* | |
Calculate expected values and use them to solve problems.* | Ch 9-11 |
Develop a probability distribution for a random variable and find the expected value.* | Ch 9-11 |
Weigh the possible outcomes of a decision by assigning probabilities to payoff values and finding expected values.* | not addressed |
Use probabilities to make fair decisions.* | Ch 9-11 |
[Not sure if we need to address these, but think we already have in our other documents]Common Core Mathematical Practices
MATHEMATICAL PRACTICES (MP) | |
Standard SI.MP.1 Make sense of problems and persevere in solving them | Ch 2-11 |
Standard SI.MP.2 Reason abstractly and quantitatively | Ch 1-11 |
Standard SI.MP.3 Construct viable arguments and critique the reasoning of others | Ch 2-11 |
Standard SI.MP.4 Model with mathematics | Ch 5-11 |
Standard SI.MP.5 Use appropriate tools strategically | Ch 1-11 |
Standard SI.MP.6 Attend to precision | Ch 5-11 |
Standard SI.MP.7 Look for and make use of structure | Ch 1-11 |
Standard SI.MP.8 Look for and express regularity in repeated reasoning | Ch 1-11 |
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Title of Material Aligned | ISBN # | Aligned to Which Core(s)? | Alignment conducted by: | Qualifications |
CourseKata Statistics and Data Science I | N/A | High School Statistics | Jinna Hwang (650)558-2399 X6341 506 North Delaware Street, San Mateo, CA 94401 | High school math teacher, 18 years. M.A. in Mathematics Education, B.S. in Mathematics |
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