Math Problem Statement
Solution
The problem asks us to find the value of for which the probability:
is true, where follows the standard normal distribution.
Step-by-step process:
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Standard Normal Distribution Concept: The standard normal distribution, , has a mean of 0 and a standard deviation of 1. We are interested in finding , which corresponds to a probability of 0.2019 between and -0.7.
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Using the Cumulative Distribution Function (CDF): The probability between two values under the standard normal distribution can be found by subtracting the CDF values: where is the CDF of the standard normal distribution.
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Find ( \Phi(-0.7) : Using standard normal distribution tables or a calculator, we find:
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Set up the equation: Solving for :
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Find from the CDF: Using the inverse of the CDF (also known as the z-score table), .
Thus, the value of is approximately -1.75.
Final Answer:
The value of is (rounded to two decimal places).
Would you like more details or further clarification on any step? Here are some related questions you can explore:
- How do we interpret the CDF for a standard normal distribution?
- What is the relationship between probability and the area under the normal curve?
- How do z-scores relate to probabilities in a normal distribution?
- Can this process be generalized for any probability between two points on a normal distribution?
- How do we use the inverse of the normal distribution to find z-scores?
Tip: Always check the normal distribution table carefully, especially when using it for cumulative probabilities and inverse lookups.
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Math Problem Analysis
Mathematical Concepts
Probability
Standard Normal Distribution
Cumulative Distribution Function (CDF)
Formulas
P(c ≤ Z ≤ -0.7) = Φ(-0.7) - Φ(c)
Φ(x): Cumulative Distribution Function
Theorems
Standard Normal Distribution
Inverse CDF (Z-score)
Suitable Grade Level
Undergraduate (Introductory Statistics)
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