Question

In: Statistics and Probability

The company has two machines which are used to fill bottles with the carbonated beverage. The...

The company has two machines which are used to fill bottles with the carbonated beverage. The actual amount filled in each bottle is assumed to have a normal distribution. For Machine 1, the standard deviation is known to be s1=0.015 and for Machine 2 it is known to be s2=0.018. The quality control department wants to check if the two machines fill the same net volume on average. They randomly collect 10 bottles which were filled by Machine 1, and ten which were filled by Machine 2, and measure the actual volume. The measurements are given here:

Machine 1: 16.03 16.04 16.05 16.05 16.02 16.01 15.96 15.98 16.02 15.99

Machine 2: 16.02 15.97 15.96 16.01 15.99 16.03 16.04 16.02 16.01 16

Set up the appropriate hypotheses. Use mathematical notation, and explain the symbols that you are using.

Show the formula for the test statistic and compute its value.

What is distribution of the test statistic under the null hypothesis?

Using a=0.05, what is your conclusion?

Compute the p-value.

Compute a 95% confidence interval for the difference between the mean fill volume for the two machines. Interpret your result.

Solutions

Expert Solution

Answer:

Based on the given data:

  • Actual amount filled in bottle has a normal distribution
  • Machine 1, Standard deviation = 0.015
  • Machine 2, Standard deviation = 0.018
  • Sample Size (bottles filled by machine 1) n1 = 10
  • Sample Size (bottles filled by machine 2) n2 = 10
Machine 1 Machine 2
16.03 16.02
16.04 15.97
16.05 15.96
16.05 16.01
16.02 15.99
16.01 16.03
15.96 16.04
15.98 16.02
16.02 16.01
15.99 16
Mean 16.02 16.01
Std.dev 0.030 0.025

Set up the appropriate hypotheses. Use mathematical notation, and explain the symbols that you are using.

Claim to test: if the two machines fill the same net volume on average.
Testing Hypothesis about difference between two population means

  • Null Hypothesis,
  • Alternate Hypothesis,

Show the formula for the test statistic and compute its value.

  • In this case, since the standard deviations for population is known, therefore Z-test will be used.

What is distribution of the test statistic under the null hypothesis?

  • Since population standard deviation is known, therefore standardized Z-test is used. The test statistic is assumed to have a normal distribution.

Using a=0.05, what is your conclusion?

  • P-value corresponding to Z-value of 1.3496 for a two-tailed test is 0.1771. Since P-value (0.1771) is more than the significance level , therefore Null Hypothesis is not rejected. There is not sufficient evidence to claim that the two population means are different.

Compute the p-value.

  • P-value corresponding to Z-value of 1.3496 for a two-tailed test is 0.1771.

Compute a 95% confidence interval for the difference between the mean fill volume for the two machines. Interpret your result.

  • 95% confidence interval for the difference between the mean fill volume for the two machines is:

Related Solutions

Two machines are used for filling glass bottles with a soft-drink beverage. The filling processes have...
Two machines are used for filling glass bottles with a soft-drink beverage. The filling processes have known standard deviations of 0.010 liter and 0.015 liter, respectively. A random sample of n1 = 25 bottles from machine 1 and n2 = 20 bottles from machine 2 results in average net contents of = 2.04 liters and = 2.07 liters. Test the hypothesis that both machines fill to the same net contents. What are your conclusions? PLEASE USE MINITAB
Two machines are used for filling glass bottles with a soft-drink beverage. The filling processes have...
Two machines are used for filling glass bottles with a soft-drink beverage. The filling processes have known standard deviations s1=0.010 liter and s2=0.015 liter, respectively. A random sample of n1=25 bottles from machine 1 and n2=20 bottles from machine 2 results in average net contents of x1=2.04 liters and x2=2.07 liters. (a) Test the hypothesis that both machines fill to the same net contents, using alpha=.05. What are your conclusions? (b) Find the P-value for this test. (c) Construct a...
A company that produces carbonated beverage has to check the shelf life of their product periodically...
A company that produces carbonated beverage has to check the shelf life of their product periodically for quality control. They collected a random sample of 10 bottles and measured their shelf life in days, and obtained the following results: 108, 124, 124, 106, 115, 138, 163, 159, 134, 139 They would like to demonstrate that the mean shelf life of their product exceeds 120 days. Set up the appropriate hypotheses. Use mathematical notation, and explain the symbols that you are...
A machine is used to fill Apple Juice bottles with juice. The machine has a known...
A machine is used to fill Apple Juice bottles with juice. The machine has a known standard deviation of ? = 0.05 liters. The target mean fill volume is ? = 2.0 liters. A quality control manager obtains a random sample of 50 bottles. He will shut down the machine if the sample of these 50 bottles is less than 1.95 or greater than 2.1. What is the probability that the quality control manager will shut down the machine.?
A Tasmanian distillery has imported a new machine that is used to fill bottles of whisky....
A Tasmanian distillery has imported a new machine that is used to fill bottles of whisky. However, the machine cannot fill exactly the same amount of whisky into every bottle. After one month, it is observed that the quantity poured into a 1 litre bottle is normally distributed with a mean of 1.02 litres and a standard deviation of 0.1 litres. Question 1 : What is the probability of a bottle of whisky containing less than 0.95 litres? Question 2...
A machine used for filling plastic bottles with a soft drink has a target mean fill...
A machine used for filling plastic bottles with a soft drink has a target mean fill volume of 2.9 liters and a known standard deviation of 0.05 liter. State the sampling distribution of the sample mean, if you obtain a random sample of 25 bottles. Options- X bar ~ N(2.9, 0.01) X ~ N(2.9, 0.01) X ~ N(2.9, 0.05)
Genie in a Bottle Company (GBC) manufactures plastic two-liter bottles for the beverage industry. The cost...
Genie in a Bottle Company (GBC) manufactures plastic two-liter bottles for the beverage industry. The cost standards per 100 two-liter bottles are as follows: Cost Category Standard Cost per 100 Two-Liter Bottles Direct labor $1.48 Direct materials 4.92 Factory overhead 0.28 Total $6.68 At the beginning of July, GBC management planned to produce 590,000 bottles. The actual number of bottles produced for July was 637,200 bottles. The actual costs for July of the current year were as follows: Cost Category...
Genie in a Bottle Company (GBC) manufactures plastic two-liter bottles for the beverage industry. The cost...
Genie in a Bottle Company (GBC) manufactures plastic two-liter bottles for the beverage industry. The cost standards per 100 two-liter bottles are as follows: Cost Category Standard Cost per 100 Two-Liter Bottles Direct labor $1.32 Direct materials 6.26 Factory overhead 0.32 Total $7.9 At the beginning of July, GBC management planned to produce 430,000 bottles. The actual number of bottles produced for July was 464,400 bottles. The actual costs for July of the current year were as follows: Cost Category...
Genie in a Bottle Company (GBC) manufactures plastic two-liter bottles for the beverage industry. The cost...
Genie in a Bottle Company (GBC) manufactures plastic two-liter bottles for the beverage industry. The cost standards per 100 two-liter bottles are as follows: Cost Category Standard Cost per 100 Two-Liter Bottles Direct labor $1.52 Direct materials 6.18 Factory overhead 0.34 Total $8.04 At the beginning of July, GBC management planned to produce 670,000 bottles. The actual number of bottles produced for July was 723,600 bottles. The actual costs for July of the current year were as follows: Cost Category...
Budget Performance Report Genie in a Bottle Company (GBC) manufactures plastic two-liter bottles for the beverage...
Budget Performance Report Genie in a Bottle Company (GBC) manufactures plastic two-liter bottles for the beverage industry. The cost standards per 100 two-liter bottles are as follows: Cost Category Standard Cost per 100 Two-Liter Bottles Direct labor $1.28 Direct materials 5.8 Factory overhead 0.4 Total $7.48 At the beginning of July, GBC management planned to produce 460,000 bottles. The actual number of bottles produced for July was 496,800 bottles. The actual costs for July of the current year were as...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT