A study was done to look at the relationship between number of vacation days employees take each year and the number of sick days they take each year. The results of the survey are shown below. Vacation Days 4 14 15 8 7 10 2 7 Sick Days 3 0 0 2 5 0 7 5 Find the correlation coefficient: r=r= Correct Round to 2 decimal places. The null and alternative hypotheses for correlation are: H0:H0: ? r μ ρ Correct == 0 H1:H1: ? μ ρ r Correct ≠≠ 0 The p-value is: Correct (Round to four decimal places) Use a level of significance of α=0.05α=0.05 to state the conclusion of the hypothesis test in the context of the study. There is statistically significant evidence to conclude that an employee who takes more vacation days will take fewer sick days than an employee who takes fewer vacation days . There is statistically significant evidence to conclude that an employee who takes more vacation days will take more sick days than an employee who takes fewer vacation days. There is statistically significant evidence to conclude that there is a correlation between the number of vacation days taken and the number of sick days taken. Thus, the regression line is useful. There is statistically insignificant evidence to conclude that there is a correlation between the number of vacation days taken and the number of sick days taken. Thus, the use of the regression line is not appropriate. Correct r2r2 = Incorrect (Round to two decimal places) Interpret r2r2 : Given any group with a fixed number of vacation days taken, 71% of all of those employees will take the predicted number of sick days. There is a large variation in the number of sick days employees take, but if you only look at employees who take a fixed number of vacation days, this variation on average is reduced by 71%. There is a 71% chance that the regression line will be a good predictor for the number of sick days taken based on the number of vacation days taken. 71% of all employees will take the average number of sick days. Correct The equation of the linear regression line is: ˆyy^ = + xx (Please show your answers to two decimal places) Use the model to predict the number of sick days taken for an employee who took 2 vacation days this year. Sick Days = (Please round your answer to the nearest whole number.) Interpret the slope of the regression line in the context of the question: As x goes up, y goes down. The slope has no practical meaning since a negative number cannot occur with vacation days and sick days. For every additional vacation day taken, employees tend to take on average 0.51 fewer sick days.
Inverse Normal Distribution
The method used for finding the corresponding z-critical value in a normal distribution using the known probability is said to be an inverse normal distribution. The inverse normal distribution is a continuous probability distribution with a family of two parameters.
Mean, Median, Mode
It is a descriptive summary of a data set. It can be defined by using some of the measures. The central tendencies do not provide information regarding individual data from the dataset. However, they give a summary of the data set. The central tendency or measure of central tendency is a central or typical value for a probability distribution.
Z-Scores
A z-score is a unit of measurement used in statistics to describe the position of a raw score in terms of its distance from the mean, measured with reference to standard deviation from the mean. Z-scores are useful in statistics because they allow comparison between two scores that belong to different normal distributions.
A study was done to look at the relationship between number of vacation days employees take each year and the number of sick days they take each year. The results of the survey are shown below.
Vacation Days | 4 | 14 | 15 | 8 | 7 | 10 | 2 | 7 |
---|---|---|---|---|---|---|---|---|
Sick Days | 3 | 0 | 0 | 2 | 5 | 0 | 7 | 5 |
- Find the
correlation coefficient : r=r= Correct Round to 2 decimal places. - The null and alternative hypotheses for correlation are:
H0:H0: ? r μ ρ Correct == 0
H1:H1: ? μ ρ r Correct ≠≠ 0
The p-value is: Correct (Round to four decimal places) - Use a level of significance of α=0.05α=0.05 to state the conclusion of the hypothesis test in the context of the study.
- There is statistically significant evidence to conclude that an employee who takes more vacation days will take fewer sick days than an employee who takes fewer vacation days .
- There is statistically significant evidence to conclude that an employee who takes more vacation days will take more sick days than an employee who takes fewer vacation days.
- There is statistically significant evidence to conclude that there is a correlation between the number of vacation days taken and the number of sick days taken. Thus, the regression line is useful.
- There is statistically insignificant evidence to conclude that there is a correlation between the number of vacation days taken and the number of sick days taken. Thus, the use of the regression line is not appropriate.
- r2r2 = Incorrect (Round to two decimal places)
- Interpret r2r2 :
- Given any group with a fixed number of vacation days taken, 71% of all of those employees will take the predicted number of sick days.
- There is a large variation in the number of sick days employees take, but if you only look at employees who take a fixed number of vacation days, this variation on average is reduced by 71%.
- There is a 71% chance that the regression line will be a good predictor for the number of sick days taken based on the number of vacation days taken.
- 71% of all employees will take the average number of sick days.
- The equation of the linear regression line is:
ˆyy^ = + xx (Please show your answers to two decimal places) - Use the model to predict the number of sick days taken for an employee who took 2 vacation days this year.
Sick Days = (Please round your answer to the nearest whole number.) - Interpret the slope of the regression line in the context of the question:
- As x goes up, y goes down.
- The slope has no practical meaning since a negative number cannot occur with vacation days and sick days.
- For every additional vacation day taken, employees tend to take on average 0.51 fewer sick days.
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