Math Problem Statement
Refer to the accompanying data display that results from a sample of airport data speeds in Mbps. Complete parts (a) through (c) below.
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Click the icon to view a t distribution table.
TInterval
(13.046,22.15)
x overbarxequals=17.598
Sxequals=16.01712719
nequals=50
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Part 1
a. What is the number of degrees of freedom that should be used for finding the critical value
t Subscript alpha divided by 2tα/2?
dfequals=enter your response here
(Type a whole number.)
Part 2
b. Find the critical value
t Subscript alpha divided by 2tα/2
corresponding to a 95% confidence level.
t Subscript alpha divided by 2tα/2equals=enter your response here
(Round to two decimal places as needed.)
Part 3
c. Give a brief general description of the number of degrees of freedom.
A.
The number of degrees of freedom for a collection of sample data is the number of sample values that are determined after certain restrictions have been imposed on all data values.
B.
The number of degrees of freedom for a collection of sample data is the number of sample values that can vary after certain restrictions have been imposed on all data values.
C.
The number of degrees of freedom for a collection of sample data is the total number of sample values.
D.
The number of degrees of freedom for a collection of sample data is the number of unique, non-repeated sample values.
Solution
Part 1: Determine Degrees of Freedom
The degrees of freedom (df) for a sample is given by:
Given that the sample size :
So, the number of degrees of freedom is:
Part 2: Find the Critical Value
To find the critical value for a 95% confidence level with 49 degrees of freedom, we refer to the t distribution table or use a calculator for the t distribution.
For a 95% confidence level, . Thus, .
Using the t distribution table for and , the critical value is:
Part 3: Describe Degrees of Freedom
The correct description of the number of degrees of freedom is:
B. The number of degrees of freedom for a collection of sample data is the number of sample values that can vary after certain restrictions have been imposed on all data values.
Summary
- Degrees of freedom (df):
- Critical value :
- Description of degrees of freedom: B. The number of degrees of freedom for a collection of sample data is the number of sample values that can vary after certain restrictions have been imposed on all data values.
Do you want any details or have any questions?
Here are some related questions to expand your understanding:
- How does the number of degrees of freedom affect the shape of the t distribution?
- What happens to the critical value as the degrees of freedom increase?
- Why do we use the t distribution instead of the normal distribution for small sample sizes?
- How can you use the t distribution table to find critical values for other confidence levels?
- What are some common applications of the t distribution in statistics?
- How would the confidence interval change if the sample size was larger?
- Why is it important to understand degrees of freedom in hypothesis testing?
- What are some limitations of using the t distribution for confidence intervals?
Tip: When using statistical tables, always ensure you are referencing the correct table for your specific degrees of freedom and confidence level.
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Math Problem Analysis
Mathematical Concepts
Statistics
Degrees of Freedom
T-Distribution
Formulas
Degrees of Freedom formula: df = n - 1
Theorems
T-Distribution critical values
Suitable Grade Level
College