Teaching Difficult Topics in StatisticsTHE STATWAY LEARNING MODEL

Rachel Mudge – Statway Writer, Math Prof. at Foothill College, Los Altos Hills, CAAndre Freeman – Statway Writer, Math Prof. at Capital Comm. Coll. ,Hartford, CTScott Guth – Statway Writer, Math Prof. at Mt. San Antonio College, Walnut, CA

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OverviewIn our presentation, we will discuss the following:

• How Statway introduces difficult statistics topics.

• What we know about how students learn statistics.

• The Statistical Reasoning Learning Environment.

• Two Statway activities that apply this environment.

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A Difficult Topic: Sampling DistributionsTo understand sampling distributions, students need to understand, integrate, and apply prior studied statistics topics:• The idea of variability• The idea of a distribution• The idea of sampling Students must also understand how to apply the Central Limit Theorem to applied contexts. (Chance et al, 2004)

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The M&M LessonAs you participate in this lesson, think about how the lesson implements:

• A focus on ideas – not procedures• Real and motivating data that engage

students• A classroom activity that supports student

reasoning• Appropriate technology (not for just getting

answers)• Meaningful classroom discourse

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Summary: The M&M LessonLet’s ponder a few questions about this lesson.• Is the lesson accessible to students?• How are the central ideas demonstrated?• Real and interesting data set?• Supports development of student reasoning?• Integrates appropriate technology?• Promote classroom discourse?• Achieves desired outcomes?

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Statistical Reasoning Learning EnvironmentThe Statway Learning Model is an example of the Statistical Reasoning Learning Environment.• Developed by Garfield and Ben-Zvi • Based on six principles of instructional design

described by Cobb and McClain (2004)

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Statistical Reasoning Learning EnvironmentThe statistical reasoning learning environment has six basic elements.1. Focus on developing central statistical ideas

rather than on presenting a set of tools and procedures.

2. Use real and motivating data sets to engage students in making and testing conjectures.

3. Use classroom activities to support the development of students' reasoning.

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Statistical Reasoning Learning Environment4. Integrate the use of appropriate technological

tools that allow students to test their conjectures, explore and analyze data, and develop their statistical reasoning.

5. Promote classroom discourse that includes statistical arguments and sustained exchanges that focus on significant statistical ideas.

6. Use assessment to learn what students know and to monitor the development of their statistical learning as well as to evaluate instructional plans and progress.

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A Difficult Topic: Hypothesis TestingTo understand the concept and process of hypothesis testing, students should understand:

• The underlying logic.• The idea of a P-value.• Sampling distributions.

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Hypothesis Testing in Statway

I. Determine the HypothesesII. Collect DataIII. Assess the EvidenceIV. State a Conclusion

• To see how these are developed, let’s look at the next lesson.

• At this point in Statway students have thought about sampling distributions of sample proportions for as long as two weeks.

• The goal of the following lesson is to introduce hypothesis testing in a way that is natural and meaningful.

• Statway sees hypothesis tests as having four basic elements.

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Summary: A Game of CardsIn this lesson, students conduct an informal statistical investigation.• What assumption is made about the

population proportion of all cards that are red? (What is H0?)

• What data are gathered? Do they represent a random sample?

• How do we assess the evidence gathered?• What sort of conclusion is drawn? Do

students express this with plain language?

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Thinking about the Statistical Reasoning Learning EnvironmentDoes this introduction to the four elements of the hypothesis testing process violate the first principle of the statistical reasoning learning environment,Focus on developing central statistical ideas rather than on presenting a set of tools and procedures.

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Thinking about the Statistical Reasoning Learning EnvironmentThink about the six basic elements of the Statistical Reasoning Learning Environment. Can you think of ways that you could supplement these lessons to better align with these recommendations? Please explain your ideas.

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Thank You … Questions