Math Problem Statement
Consider the following data:
x −5 −4 −3 −2 −1 P(X=x) 0.2 0.3 0.2 0.1 0.2
Step 3 of 5 : Find the standard deviation. Round your answer to one decimal place.
Solution
To find the standard deviation for the given probability distribution, we need to follow these steps:
Step 1: Find the mean (expected value), .
The formula for the mean is:
Where represents each possible value of , and is the corresponding probability.
Using the data:
Calculating each term:
So, the mean .
Step 2: Find the variance.
Variance is given by the formula:
Now, we will compute for each value, then multiply each by its respective probability.
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For :
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For :
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For :
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For :
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For :
Now, summing these values:
Step 3: Find the standard deviation.
The standard deviation is the square root of the variance:
So, the standard deviation is 1.4 (rounded to one decimal place).
Would you like further clarification on any of these steps or any related questions? Here's a few more to explore:
- How would you calculate the mean of a continuous probability distribution?
- What is the relationship between variance and standard deviation?
- How can you use standard deviation to understand data spread in a real-life scenario?
- What happens if a probability distribution is symmetric?
- Can you use this same method to calculate the variance and standard deviation of a normal distribution?
Tip: To better understand probability distributions, visualize them with a graph—this helps to intuitively grasp how the data is spread out.
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Math Problem Analysis
Mathematical Concepts
Probability Distribution
Standard Deviation
Variance
Mean
Formulas
Mean (μ) = Σ(x * P(X = x))
Variance (σ^2) = Σ[P(X = x) * (x - μ)^2]
Standard Deviation (σ) = √Variance
Theorems
Law of Total Probability
Suitable Grade Level
Grades 10-12
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