Math Problem Statement
Solution
The image you uploaded contains two tasks: one regarding interval estimation for weights and the other about hypothesis testing for the mean height of students. I'll break down how to solve these tasks step by step.
Task 1: Interval Estimation for Weights
We are given a data set of weights:
We need to estimate the population mean using the following confidence levels:
- 90%
- 95%
Steps for solving:
- Calculate the sample mean () and the sample standard deviation (s).
- Find the Z-value corresponding to the confidence levels (for 90% and 95%).
- Calculate the confidence intervals using the formula:
Where:
- is the sample mean
- is the sample standard deviation
- is the sample size
- is the Z-value from the Z-table corresponding to the confidence level.
Task 2: Hypothesis Testing for Heights
We are given a data set of heights:
We need to test the hypothesis that the mean height is 170 cm, using the following confidence levels:
- 90%
- 95%
Steps for solving:
-
Set up the null hypothesis () and alternative hypothesis ():
- : The mean height is 170 cm.
- : The mean height is not 170 cm.
-
Calculate the sample mean () and sample standard deviation (s).
-
Perform a one-sample t-test since the sample size is small and we are assuming normality. Use the formula:
Where:
- is the sample mean
- is the hypothesized population mean (170 cm)
- is the sample standard deviation
- is the sample size
- Find the critical t-value corresponding to the confidence levels (90% and 95%).
- Compare the test statistic with the critical t-value to make a decision on whether to reject .
Would you like me to compute these values for you or provide further details on how to approach these calculations?
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Math Problem Analysis
Mathematical Concepts
Interval Estimation
Confidence Intervals
Hypothesis Testing
Normal Distribution
Formulas
Confidence Interval Formula: CI = x̄ ± Z * (s / √n)
t-Test Formula: t = (x̄ - μ₀) / (s / √n)
Theorems
Central Limit Theorem
Properties of Normal Distribution
Suitable Grade Level
Undergraduate Level
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