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Lesson 9.3 Hypothesis Test for a Population Mean – Unknown Population Standard Deviation

Hypothesis Testing for a Population Mean When the Population Standard Deviation is Unknown

When the population standard deviation is unknown, the distribution for a hypothesis test of a single population mean is the Student-t (explained in this lesson).

The statistic is the sample mean calculated from the data. We use it together with the degrees of freedom to calculate the p-value.

The underlying population has a normal distribution.

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Hypothesis Testing Problems Using TI-83 or TI-84 calculators

Example: A television chef claims that commercial Italian salad dressing has, on average, at most 6.5 grams of fat in it. He randomly selects six different brands of Italian salad dressing at a supermarket. The grams of fat per serving are 7, 7, 9, 6, 8, 5. Assume the underlying population is normal and conduct an appropriate hypothesis test.

The important numbers are the:

  • claim that the population mean is at most 6.5 grams
  • data

Formulate the 2 hypotheses.

The first sentence, a television chef claims that commercial Italian salad dressing has, on average, at most 6.5 grams of fat in it." tells us the null hypothesis. The "at most" translates as a "less than or equal to" symbol and goes into Ho.

Since the hypotheses are contradictory, the alternate hypothesis must have a ">" in it. The test is right-tailed.

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Determine the random variable and the distribution for the test.

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Student-t because the population standard deviation is unknown.

Using the statistic calculated from the data, calculate the p-value.

Hypothesis test graph 

Enter the data into list L1 and use TI-83 or TI-84 calculator functions STAT TESTS 2:T-Test. The calculator automatically calculates the sample mean and the degrees of freedom from the data.

  • Inpt: Data
  • μo: 6.5
  • List: L1
  • μ: > μo
  • Calculate

The p-value (p) is 0.2130 to 4 decimal places.

Compare α and the p-value and make a decision.

Assume α = 0.05 since none is given.

Since 0.05 < 0.2130 (α< p-value), we do not reject Ho.

Write an appropriate conclusion.

We conclude that the there is at most 6.5 grams of fat, on average, in commercial salad dressing.

Example

Most workers are interested in the length of an average work week. The following hypothesis testing problem uses data to determine if a work week for a startup company, on average, is 65 hours or less than 65 hours.  Close the window when you are finished viewing the example. You will return here.

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Think About It

Do the Try-It examples in Introductory Statistics. Verify the numbers using your calculator. The calculator instructions follow the problem.

Please continue to the next section of this lesson.

 

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Up » 9.1 Hypothesis Testing » 9.2 Hypothesis Testing - Known » 9.3 Hypothesis Testing- Unknown » 9.4 Hypothesis Testing for a Single Population Proportion » 9.5 Type I and II Errors

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