Bureaucratic Discretion and Iron Triangles
Investigating the power of unelected bureaucrats and the influence of interest groups on policy.
Key Questions
- Analyze the implications of bureaucratic discretion on policy implementation.
- Explain how 'iron triangles' can influence specific policy areas.
- Evaluate the challenges of holding unelected bureaucrats accountable in a democracy.
Common Core State Standards
About This Topic
The shape of a distribution, normal, skewed, or bimodal, tells a story about the data that numbers alone cannot. In 9th grade, students learn to identify these shapes and understand their implications for the mean and median. This topic is a key part of the Common Core standards for describing and comparing data sets, as it helps students recognize patterns in nature and society.
For example, a 'normal' distribution (bell curve) often describes physical traits like height, while a 'skewed' distribution might describe household income. A 'bimodal' distribution suggests that the data might actually be coming from two different groups. This topic comes alive when students can use gallery walks to analyze different real-world histograms and engage in structured discussions about why the data took that specific shape.
Active Learning Ideas
Gallery Walk: Shape Detectives
Post various histograms from real-world sources (e.g., test scores, city populations, heights). Students move in groups to label each as 'normal,' 'skewed left,' 'skewed right,' or 'bimodal' and brainstorm a reason for that specific shape.
Simulation Game: The Coin Flip Curve
Each student flips a coin 10 times and records the number of 'heads.' The class pools their results into a large histogram on the board. As more data is added, students observe the 'normal' bell curve emerging and discuss why the middle is the most likely result.
Think-Pair-Share: Tail Tells the Tale
Show a skewed-right distribution. Pairs must discuss where the 'tail' is pointing and what that means for the mean. They then predict whether the mean will be higher or lower than the median based on the direction of the skew.
Watch Out for These Misconceptions
Common MisconceptionStudents often confuse 'skewed left' and 'skewed right,' thinking the name refers to where the 'hump' is.
What to Teach Instead
Teach students that the 'skew' is where the 'tail' is. Use the 'Tail Tells the Tale' activity to reinforce that the few extreme values in the tail are what 'skew' the mean in that direction.
Common MisconceptionThinking that a 'normal' distribution is the only 'correct' or 'good' shape for data.
What to Teach Instead
Use the 'Shape Detectives' gallery walk to show that many natural and social phenomena are naturally skewed. Peer discussion helps students see that the shape is a description of reality, not a value judgment.
Suggested Methodologies
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Frequently Asked Questions
What does it mean if a distribution is 'skewed right'?
How can active learning help students understand distributions?
What causes a bimodal distribution?
How does skewness affect the mean and median?
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