Math Problem Statement
Solution
The problem asks to determine the value of such that the probability , where follows a standard normal distribution.
Step-by-Step Solution:
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Understand the probability range: We need to find such that the cumulative probability between and is 0.2157.
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Use the cumulative distribution function (CDF) of the standard normal distribution: The probability can be written as: We can break this down into two parts:
- The cumulative probability can be found using a standard normal table or calculator.
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Find : Using the standard normal distribution table, we find:
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Set up the equation: Now, using the known probability: Solving for :
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Determine : From the standard normal distribution table, we find the z-score corresponding to a cumulative probability of 0.0294, which is approximately .
Answer:
The value of is approximately -1.89.
Would you like any further details or clarifications?
5 Related Questions:
- How do we calculate the cumulative probability for any z-value using the standard normal distribution?
- What is the significance of the standard normal distribution in statistics?
- Can you explain the process of finding probabilities for ranges of z-values?
- How does the value of affect the cumulative probability?
- How do we use z-scores to determine the probability for any given range?
Tip:
Always ensure you're using at least four decimal places when dealing with probabilities in the standard normal distribution for precision, especially in exams or technical problems.
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Math Problem Analysis
Mathematical Concepts
Standard Normal Distribution
Z-Scores
Probability
Formulas
P(c ≤ Z ≤ -0.69) = P(Z ≤ -0.69) - P(Z ≤ c)
Cumulative Distribution Function (CDF)
Theorems
Standard Normal Distribution Properties
Suitable Grade Level
College-level (Statistics)
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