Math Problem Statement

You wish to test the following claim ( H a ) at a significance level of α

0.01 .

H o : μ

89.9

H a : μ < 89.9

You believe the population is normally distributed, but you do not know the standard deviation. You obtain a sample of size n

18 with mean M

83.9 and a standard deviation of S D

14.1 .

What is the p-value for this sample? (Report answer accurate to four decimal places.) p-value

Solution

To find the p-value for this sample, we need to conduct a one-sample t-test since the population standard deviation is unknown and the sample size is small (n=18n = 18).

Step 1: State the hypotheses

  • Null hypothesis (H0H_0): μ=89.9\mu = 89.9
  • Alternative hypothesis (HaH_a): μ<89.9\mu < 89.9 (This is a one-tailed test)

Step 2: Calculate the t-statistic

The t-statistic is calculated using the following formula:

t=xˉμ0snt = \frac{\bar{x} - \mu_0}{\frac{s}{\sqrt{n}}}

Where:

  • xˉ=83.9\bar{x} = 83.9 (sample mean)
  • μ0=89.9\mu_0 = 89.9 (hypothesized population mean)
  • s=14.1s = 14.1 (sample standard deviation)
  • n=18n = 18 (sample size)

Substitute the values into the formula:

t=83.989.914.118t = \frac{83.9 - 89.9}{\frac{14.1}{\sqrt{18}}}

t=614.118t = \frac{-6}{\frac{14.1}{\sqrt{18}}}

t63.3231.805t \approx \frac{-6}{3.323} \approx -1.805

Step 3: Determine the degrees of freedom

The degrees of freedom (dfdf) for this t-test is:

df=n1=181=17df = n - 1 = 18 - 1 = 17

Step 4: Find the p-value

Using the t-distribution table or a calculator, we find the p-value associated with the t-statistic 1.805-1.805 with 17 degrees of freedom.

p-value0.0441\text{p-value} \approx 0.0441

Conclusion

The p-value for this sample is approximately 0.0441 (to four decimal places).

Do you want details or have any questions?


  1. What is the significance level and how does it relate to the p-value?
  2. How does the sample size affect the t-statistic and p-value?
  3. What are degrees of freedom and how are they calculated?
  4. What does a one-tailed test mean in hypothesis testing?
  5. How can you use the t-distribution table to find the p-value?

Tip: When the population standard deviation is unknown and the sample size is small, the t-distribution should be used instead of the normal distribution.

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Math Problem Analysis

Mathematical Concepts

Hypothesis Testing
One-sample t-test
Normal Distribution

Formulas

t-statistic formula

Theorems

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Suitable Grade Level

Advanced College