Math Problem Statement
if the variance of a dataset is 50 and all data points are incresases by 100% then what will be the variance
Solution
To solve this problem, let's first understand what happens to the variance when all data points in a dataset are increased by a certain percentage.
Understanding the Impact on Variance
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Variance Definition: The variance of a dataset is a measure of the spread of the data points around the mean. It is defined as the average of the squared differences from the mean.
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Scaling Data Points: If each data point in a dataset is scaled by a factor , the new variance of the dataset will be . This is because variance is affected by the square of the scaling factor.
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Applying the Scaling to the Problem:
- In this case, each data point is increased by 100%.
- Increasing a data point by 100% means multiplying it by 2 (since ).
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Calculating the New Variance:
- Original variance, .
- Scaling factor, .
- The new variance will be .
Conclusion
If all data points in a dataset are increased by 100%, the variance of the dataset will increase by a factor of 4. Therefore, the new variance will be 200.
Would you like more details or have any questions?
Here are some related questions you might find interesting:
- What happens to the standard deviation when all data points are increased by 100%?
- How does adding a constant to all data points affect the variance?
- What is the difference between variance and standard deviation?
- If the original dataset had a mean of 10, what would the new mean be after increasing each data point by 100%?
- How is variance affected if all data points are multiplied by a negative number?
Tip: Remember that variance is sensitive to changes in data scale but not to shifts (adding or subtracting a constant).
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Math Problem Analysis
Mathematical Concepts
Variance
Scaling of Data
Statistical Measures
Formulas
Variance formula: Var(X) = E[(X - μ)^2]
Theorems
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Suitable Grade Level
Advanced High School / College