Math Problem Statement
The English statistician Karl Pearson (1857-1936) introduced a formula for the skewness of a distribution.
Upper P equals StartFraction 3 left parenthesis x overbar minus median right parenthesis Over s EndFractionP=3x−medians
Most distributions have an index of skewness between
minus−3
and 3. When P > 0 the data are skewed right. When P < 0 the data are skewed left. When P = 0 the data are symmetric. Calculate the coefficient of skewness for each distribution. Describe the shape of each.
Question content area bottom
Part 1
(a)**** The coefficient of skewness for
x overbarx
=
1717,
s =
2.32.3,
median =
1818
is P =
enter your response here.
(Round to the nearest hundredth as needed.)
Solution
To calculate the coefficient of skewness , we use the formula introduced by Karl Pearson:
Given dataTo calculate the coefficient of skewness , we use the formula introduced by Karl Pearson:
Given
- Mean
- Standard deviation
- Median
Step-by-step calculation:
-
Subtract the median from the mean:
-
Multiply the result by 3:
-
Divide the result by the standard deviation :
Conclusion:
The coefficient of skewness is approximately .
Since , this indicates that the data are skewed left.
Would you like further clarification on this, or any details on the steps?
Here are 5 follow-up questions to expand on this:
- What does a skewness value of 0 signify in a data distribution?
- How does skewness affect the interpretation of a dataset's mean and median?
- Can skewness alone determine the normality of a dataset? Why or why not?
- What are some real-life examples of left-skewed distributions?
- How would increasing the standard deviation affect the skewness value?
Tip: Skewness helps assess the symmetry of a dataset. A strong positive or negative skew indicates more extreme values on one side of the distribution.
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Math Problem Analysis
Mathematical Concepts
Statistics
Skewness
Descriptive Statistics
Formulas
Skewness formula: P = (3(x̄ - median)) / s
Theorems
Karl Pearson's skewness formula
Suitable Grade Level
Grades 10-12
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