In: Statistics and Probability
Carlson Mining, Inc. has 12 large pumps that pump water from the mines it operates. | ||||
Management has been concerned lately about the amount of money required to | ||||
repair malfunctioning pumps. These costs are sums over and above the amounts | ||||
spent for routine maintenance. When asked what factors they thought might affect | ||||
the mean monthly repair costs, employees suggested the age of the pumps and the | ||||
number of hours of operation. The following information was collected. | ||||
Choose the relevant Summary Output to answer the questions. Note that the | ||||
mean monthly repair costs are in dollars, so when questions ask about repair | ||||
costs, make sure that your answers reflect that. | ||||
Mean Weekly Hours of Operation over Past Year | Age of Pump at First of Year (months) | Mean Monthly Repair Costs over Past Year | ||
28 | 80 | $1,049 | ||
26 | 48 | $1,095 | ||
15 | 27 | $882 | ||
12 | 2 | $447 | ||
16 | 13 | $715 | ||
21 | 55 | $542 | ||
13 | 30 | $415 | ||
21 | 35 | $454 | ||
16 | 36 | $495 | ||
12 | 13 | $370 | ||
18 | 28 | $448 | ||
18 | 49 | $509 |
According to your equation, for every month of age, the mean monthly repair | ||||
costs (increase / don't change / decrease) by ___________. Round appropriately | ||||
and include the units. | ||||
What is the standard error of the estimate? Round appropriately and include the | ||||
units. | ||||
Are the mean monthly repair costs statistically related to the age of the pumps at | ||||
the .10 level of significance? | ||||
• State H0 and H1.(3 pts.) |
The regression output is as follows
Question (1)
The regression equation is
Mean Monthly Repair costs = -87.7004 + 45.0973 * Mean Hours of Operations + (-3.0471) * Age of Pump
For every month of age, Mean monthly repair cost would decrease by 3.0471 $
Question (2)
The Standard error of the esimate can be found from the Regression statistic section of the Summary output in the attached image
So the Standard error of the estimate = 196.9508
Question (3)
Null Hypothesis Ho : 2 = 0 implies mean monthly repair costs statistically is not related to the age of the pumps
Alternate Hypothesis Ho : 2 0 implies mean monthly repair costs statistically is related to the age of the pumps
The p-value for Age of pumps is 0.5815 which is more than the significance level of 0,1
If the p-value is more than the Significance level, we fail to reject the Null Nhypothesis
So mean monthly repair costs statistically is not related to the age of the pumps at a significance level of 0.1