Math Problem Statement
Solution
To solve this problem, we need to calculate the probability that a male college student gains between 0 kg and 3 kg during freshman year. Here’s the plan:
-
Understand the Normal Distribution:
- Mean () = 1.3 kg
- Standard Deviation () = 4.7 kg
-
Standardize the Values: Using the Z-score formula:
- For kg:
- For kg:
-
Find the Probabilities Corresponding to the Z-Scores: Using the Z-table or a statistical calculator:
- For :
- For :
-
Calculate the Desired Probability: The probability of gaining between 0 kg and 3 kg is:
Final Answer:
The probability is 0.2500.
Would you like a step-by-step explanation of any part of this process? Here are some related questions to expand on this topic:
- How do you find probabilities for values outside a certain range in a normal distribution?
- What is the purpose of standardizing values with Z-scores?
- How does the shape of the normal distribution affect probabilities?
- What is the cumulative distribution function (CDF) for a normal distribution?
- Can you calculate probabilities using a calculator instead of a Z-table?
Tip: Always check if the data follows a normal distribution before applying these methods.
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Math Problem Analysis
Mathematical Concepts
Normal Distribution
Probability
Z-scores
Formulas
Z = (X - μ) / σ
P(a ≤ X ≤ b) = P(Z ≤ Z_b) - P(Z ≤ Z_a)
Theorems
Properties of the Normal Distribution
Suitable Grade Level
College-level or Advanced High School
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