Question

In: Statistics and Probability

Use the CardioGoodFitness data. The company sells three different lines of treadmills. The TM195 is an...

Use the CardioGoodFitness data.

The company sells three different lines of treadmills. The TM195 is an entry-level treadmill designed for those who want minimal programs and the desire for simplicity to initiate their walk or hike.

The TM498 is a middle-line model for those who are in a transitional stage from walkers to running or midlevel runners. It has two programs and a 15% elevation upgrade from the TM195.

The TM798 is the top-of-the-line treadmill which is structurally larger and heavier and has more features than the other models. It is designed for those who are power walkers or runner.

• Go to the data sets in textbook. Use Cardio Good Fitness. • Click on STAT.
• T Stats → One Sample → With Data
• Select the appropriate column variable

• Select Product under Group by
• Under Perform, select Confidence interval for μ and set the level at 0.95. • Click Compute!
• The confidence interval is given by the L. Limit and U. Limit.

For marketing purposes, we want to estimate the mean age, income, and mileage for each model treadmill.

Calculate the 95% confidence interval for each variable grouped by the Treadmill model. Copy your results below.


Group by: Product
μ : Mean of Age

95% confidence interval results:

Product

Sample Mean

Std. Err.

DF

L. Limit

U. Limit

TM195

28.55

0.80738286

79

26.942945

30.157055

TM498

28.9

0.85789784

59

27.18335

30.61665

TM798

29.1

1.1023285

39

26.87033

31.32967


Group by: Product
μ : Mean of Income

95% confidence interval results:

Product

Sample Mean

Std. Err.

DF

L. Limit

U. Limit

TM195

46418.025

1014.7034

79

44398.308

48437.742

TM498

48973.65

1117.2252

59

46738.087

51209.213

TM798

75441.575

2926.0297

39

69523.121

81360.029

Group by: Product
μ : Mean of Miles

95% confidence interval results:

Product

Sample Mean

Std. Err.

DF

L. Limit

U. Limit

TM195

82.7875

3.2282227

79

76.361883

89.213117

TM498

87.933333

4.2942523

59

79.340554

96.526112

TM798

166.9

9.4973546

39

147.68979

186.11021

Use these results to answer the following questions:

  1. The TM195 sells for $1500, the TM498 sells for $1750, and the TM798 sells for $2500. Based off your results, are these prices reasonable? Explain.

  2. Do we need to market the different models to different age groups? Explain.

  3. Does there seem to be any differences in the amount of average miles for each model of treadmill? Explain.

Solutions

Expert Solution

Use these results to answer the following questions:

  1. The TM195 sells for $1500, the TM498 sells for $1750, and the TM798 sells for $2500. Based on your results, are these prices reasonable? Explain.

For this you can refer below table, here the income for TM195 model and TM498 model has a lesser difference compared to the model TM798, it has almost 10 times income difference compared to other 2 models. Hence the price for model TM798 should be revised.

Group by: Product
μ : Mean of Income

95% confidence interval results:

Product

Sample Mean

Std. Err.

DF

L. Limit

U. Limit

TM195

46418.025

1014.7034

79

44398.308

48437.742

TM498

48973.65

1117.2252

59

46738.087

51209.213

TM798

75441.575

2926.0297

39

69523.121

81360.029

Do we need to market the different models to different age groups? Explain.

No. Because if we check the table of Mean of Age. the average age for all 3 model is approximately 29 years.Hence we do not need to market different ages for different models.

Does there seem to be any differences in the amount of average miles for each model of treadmill? Explain.

Yes. There is a difference in a amount of mileage for each models. If you refer the table below:

Group by: Product
μ : Mean of Miles

95% confidence interval results:

Product

Sample Mean

Std. Err.

DF

L. Limit

U. Limit

TM195

82.7875

3.2282227

79

76.361883

89.213117

TM498

87.933333

4.2942523

59

79.340554

96.526112

TM798

166.9

9.4973546

39

147.68979

186.11021

Here if you look at the Sample mean column, TM195 and TM498 models doesn't have much difference in mileage, however TM798 has a big difference almost double the mileage compared to two models above.


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