Question

In: Statistics and Probability

According to a recent study annual per capita consumption of milk in the United States is...

According to a recent study annual per capita consumption of milk in the United States is 21.5 gallons. Being from the Midwest, you believe milk consumption is higher there and wish to test your hypothesis. A sample of 14 individuals from the Midwestern town of Webster City was selected and then each person's milk consumption was entered into the Microsoft Excel Online file below. Use the data to set up your spreadsheet and test your hypothesis.

Gallons of Milk
29.8
23.84
25.25
21
17.52
19.61
19.83
26.18
34.97
30.2
28.59
20.57
26.94
27.24
  1. Develop a hypothesis test that can be used to determine whether the mean annual consumption in Webster City is higher than the national mean.

    H0: ? _________> 21.5≥ 21.5= 21.5≤ 21.5< 21.5≠ 21.5

    Ha: ? _________> 21.5≥ 21.5= 21.5≤ 21.5< 21.5≠ 21.5

  2. What is a point estimate of the difference between mean annual consumption in Webster City and the national mean?

    (2 decimals)

  3. At ? = 0.05, test for a significant difference by completing the following.

    Calculate the value of the test statistic (2 decimals).

    The p-value is  (4 decimals)

    Reject the null hypothesis?

    _____NoYes

    What is your conclusion?

Solutions

Expert Solution

Values ( X ) Σ ( Xi- X̅ )2
29.8 21.9961
23.84 1.6129
25.25 0.0196
21 16.8921
17.52 57.6081
19.61 30.25
19.83 27.8784
26.18 1.1449
34.97 97.2196
30.2 25.9081
28.59 12.1104
20.57 20.6116
26.9 3.3489
27.24 4.5369
Total 351.54 321.1376

Mean X̅ = Σ Xi / n
X̅ = 351.54 / 14 = 25.11
Sample Standard deviation SX = √ ( (Xi - X̅ )2 / n - 1 )
SX = √ ( 321.1376 / 14 -1 ) = 4.9702

Part a)

To Test :-

H0 :- µ = 21.5
H1 :- µ > 21.5

Part b)

Point estimate of the difference between mean annual consumption is 25.11 - 21.50 = 3.61

Part c)

Test Statistic :-
t = ( X̅ - µ ) / (S / √(n) )
t = ( 25.11 - 21.5 ) / ( 4.9702 / √(14) )
t = 2.72

P - value = P ( t > 2.7177 ) = 0.0088
Looking for the value t = 2.72 in t table across n - 1 = 13 degree of freedom.

Decision based on P value
Reject null hypothesis if P value < α = 0.05 level of significance
P - value = 0.0088 < 0.05 ,hence we reject null hypothesis
Conclusion :- Reject null hypothesis

Conclusion :- There is sufficient evidence to support the claim that milk consumption is higher in midwest.


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