QUESTION IMAGE
Question
how to find the percentiles of the t-distribution
when you want to find percentiles for a t-distribution, you can use the t-table. a percentile is a number on a statistical distribution who is less-than the probability in the given percentage; for example, the 95th percentile of the t-distribution with n − 1 degrees of freedom is that value of whose left-tail (less than) probability is 0.05.
the t-table shows right-tail probabilities for selected t-distributions. you can use it to solve the following problems.
example no. 2
suppose you have a sample size 10 and you want to find the 95th percentile of its corresponding t-distribution. you have n − 1 = 9. the 95th percentile is the number where 95% of the values lie below it, and 5% lie above it, so you want the right-tail area to be 0.05. move across the row, find the column for 0.05, and you get 1.8331. this is the 95th percentile of the t-distribution with 9 degrees of freedom.
now, if you increase the sample size to n = 20, the value of the 95th percentile decreases; look at the row for 20 − 1 =19 degrees of freedom, and in the column for 0.05 (a right-tail probability of 0.05) you find 1.7291.
what’s more
activity 1. supply the missing piece!
find the missing value. use the t-distribution table.
- given: 90th percentile, sample size n = 10
find the following:
a) α
b) t − value
c) df
- given: t - value = 2.492
find the following:
a) sample size n
b) df
c) α
d) percentile
Problem 1: Given 90th percentile, sample size \( n = 10 \)
Part (a): Find \( \alpha \)
Step 1: Understand Percentile and Right - Tail Probability
The 90th percentile means that 90% of the values lie below it, so the percentage of values lying above it (right - tail probability) is \( 100\% - 90\%=10\% \). In statistical notation, the right - tail probability is \( \alpha \). So we convert the percentage to a decimal.
\( \alpha=\frac{10}{100} = 0.10 \)
Step 2: Confirm the Relationship
For a percentile \( P \), the right - tail probability \( \alpha=1 - \frac{P}{100} \). For \( P = 90 \), \( \alpha=1 - 0.9=0.1 \).
Step 1: Calculate Degrees of Freedom (\( df \))
The formula for degrees of freedom in a t - distribution for a sample is \( df=n - 1 \). Given \( n = 10 \), then \( df=10 - 1=9 \).
Step 2: Use the t - distribution Table
We know that \( \alpha = 0.10 \) (right - tail probability) and \( df = 9 \). Looking at the t - distribution table, in the row with \( df = 9 \) and the column with \( \alpha=0.10 \), we find the t - value. From the t - table, the t - value for \( df = 9 \) and \( \alpha = 0.10 \) is \( 1.383 \).
Step 1: Recall the Formula for Degrees of Freedom
The formula for degrees of freedom for a sample in a t - distribution is \( df=n - 1 \).
Step 2: Substitute the Value of \( n \)
Given \( n = 10 \), then \( df=10 - 1 = 9 \).
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\( \alpha = 0.10 \)