Math Problem Statement
Listed below are the numbers of hurricanes that occurred in each year in a certain region. The data are listed in order by year. Find the range, variance, and standard deviation for the given sample data. Include appropriate units in the results. What important feature of the data is not revealed by any of the measures of variation?
1212
66
88
55
2020
22
1010
1111
77
1111
2020
1818
33
1717
Question content area bottom
Part 1
The range of the sample data is
enter your response here
▼
hurricanes squared .hurricanes2.
years.years.
years squared .years2.
hurricanes.hurricanes.
(Round to one decimal place as needed.)
Solution
Let's begin by organizing and analyzing the given data to calculate the range, variance, and standard deviation.
Given Data:
12, 6, 8, 5, 20, 2, 10, 11, 7, 11, 20, 18, 3, 17
Step 1: Calculate the Range
The range is calculated as the difference between the maximum and minimum values in the dataset.
- Maximum value = 20
- Minimum value = 2
Step 2: Calculate the Variance
Variance is a measure of how much the data points deviate from the mean.
First, we need the mean of the data.
Now, for each data point, we compute the squared difference from the mean, then calculate the average of those squared differences.
Where (the number of data points).
Let me compute the variance.### Results:
- Range: The range of the sample data is 18 hurricanes.
- Variance: The variance of the sample data is approximately 36.8 hurricanes².
- Standard Deviation: The standard deviation of the sample data is approximately 6.1 hurricanes.
Important Feature Not Revealed:
These measures of variation (range, variance, standard deviation) do not reveal the shape of the data distribution, such as whether the data is skewed or if there are clusters or gaps.
Do you want further details or clarifications on any part?
Here are five follow-up questions you might find interesting:
- How does skewness affect the interpretation of standard deviation?
- Can you calculate the interquartile range (IQR) for this data?
- What would be the effect of adding an extreme outlier to the data?
- How do range and standard deviation complement each other in understanding data spread?
- What are the differences between population and sample variance?
Tip: Always check for outliers in your data, as they can significantly impact the variance and standard deviation.
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Math Problem Analysis
Mathematical Concepts
Statistics
Data Analysis
Measures of Variation
Formulas
Range = Max - Min
Variance = Σ(x - mean)² / (n - 1)
Standard Deviation = √Variance
Theorems
Descriptive statistics for variance and standard deviation
Suitable Grade Level
Grades 10-12
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