Question

In: Statistics and Probability

Female Health Data Looking at the correlation matrix identify one good and one bad regression pair...

Female Health Data Looking at the correlation matrix identify one good and one bad regression pair and conduct detailed regression analysis with all explanations similar to example from Ch 18 repeated below
Data>Data Analysis ToolBox>Correlation Data>Data Analysis ToolBox> Regression
AGE HT WT WAIST PULSE SYS DIAS CHOL BMI LEG ELBOW WRIST ARM
17 64.3 114.8 67.2 76 104 61 264 19.6 41.6 6 4.6 23.6
32 66.4 149.3 82.5 72 99 64 181 23.8 42.8 6.7 5.5 26.3
25 62.3 107.8 66.7 88 102 65 267 19.6 39 5.7 4.6 26.3
55 62.3 160.1 93 60 114 76 384 29.1 40.2 6.2 5 32.6
27 59.6 127.1 82.6 72 94 58 98 25.2 36.2 5.5 4.8 29.2
29 63.6 123.1 75.4 68 101 66 62 21.4 43.2 6 4.9 26.4
25 59.8 111.7 73.6 80 108 61 126 22 38.7 5.7 5.1 27.9
12 63.3 156.3 81.4 64 104 41 89 27.5 41 6.8 5.5 33
41 67.9 218.8 99.4 68 123 72 531 33.5 43.8 7.8 5.8 38.6
32 61.4 110.2 67.7 68 93 61 130 20.6 37.3 6.3 5 26.5
31 66.7 188.3 100.7 80 89 56 175 29.9 42.3 6.6 5.2 34.4
19 64.8 105.4 72.9 76 112 62 44 17.7 39.1 5.7 4.8 23.7
19 63.1 136.1 85 68 107 48 8 24 40.3 6.6 5.1 28.4
23 66.7 182.4 85.7 72 116 62 112 28.9 48.6 7.2 5.6 34
40 66.8 238.4 126 96 181 102 462 37.7 33.2 7 5.4 35.2
23 64.7 108.8 74.5 72 98 61 62 18.3 43.4 6.2 5.2 24.7
27 65.1 119 74.5 68 100 53 98 19.8 41.5 6.3 5.3 27
45 61.9 161.9 94 72 127 74 447 29.8 40 6.8 5 35
41 64.3 174.1 92.8 64 107 67 125 29.7 38.2 6.8 4.7 33.1
56 63.4 181.2 105.5 80 116 71 318 31.7 38.2 6.9 5.4 39.6
22 60.7 124.3 75.5 64 97 64 325 23.8 38.2 5.9 5 27
57 63.4 255.9 126.5 80 155 85 600 44.9 41 8 5.6 43.8
24 62.6 106.7 70 76 106 59 237 19.2 38.1 6.1 5 23.6
37 60.6 149.9 98 76 110 70 173 28.7 38 7 5.1 34.3
59 63.5 163.1 104.7 76 105 69 309 28.5 36 6.7 5.1 34.4
40 58.6 94.3 67.8 80 118 82 94 19.3 32.1 5.4 4.2 23.3
45 60.2 159.7 99.3 104 133 83 280 31 31.1 6.4 5.2 35.6
52 67.6 162.8 91.1 88 113 75 254 25.1 39.4 7.1 5.3 31.8
31 63.4 130 74.5 60 113 66 123 22.8 40.2 5.9 5.1 27
32 64.1 179.9 95.5 76 107 67 596 30.9 39.2 6.2 5 32.8
23 62.7 147.8 79.5 72 95 59 301 26.5 39 6.3 4.9 31
23 61.3 112.9 69.1 72 108 72 223 21.2 36.6 5.9 4.7 27
47 58.2 195.6 105.5 88 114 79 293 40.6 27 7.5 5.5 41.2
36 63.2 124.2 78.8 80 104 73 146 21.9 38.5 5.6 4.7 25.5
34 60.5 135 85.7 60 125 73 149 26 39.9 6.4 5.2 30.9
37 65 141.4 92.8 72 124 85 149 23.5 37.5 6.1 4.8 27.9
18 61.8 123.9 72.7 88 92 46 920 22.8 39.7 5.8 5 26.5
29 68 135.5 75.9 88 119 81 271 20.7 39 6.3 4.9 27.8
48 67 130.4 68.6 124 93 64 207 20.5 41.6 6 5.3 23
16 57 100.7 68.7 64 106 64 2 21.9 33.8 5.6 4.6 26.4

Solutions

Expert Solution

Using Excel

data -> data analysis -> correlation

we see the correlation between weight and BMI is 0.9392 , which is good regression

y = BMI and x =Weight

Using Excel

data -> data analysis -> regression

BMI^ = 2.8209 + 0.1562 WT

for bad regression

correlation between Height and BMI = -0.0137 , which is very low

y = BMI and x= Height(HT)

BMI^ = 27.9288 -0.0331 HT


Related Solutions

one way we can evaluate how good or bad our lives are is to identify what...
one way we can evaluate how good or bad our lives are is to identify what percentage of our days we are winners and what percentage of our days we are losers, do you agree or disagree with this statement? explain your views
Illustrate why outliers are so important to identify in the correlation/regression context.
Illustrate why outliers are so important to identify in the correlation/regression context.
Please find one medical dataset that is suitable for correlation, logistic regression and linear regression.
Please find one medical dataset that is suitable for correlation, logistic regression and linear regression.
Describe “good health.” Identify the significance of good health to the individual American. Name at least...
Describe “good health.” Identify the significance of good health to the individual American. Name at least one of the challenges. What role does the U.S. healthcare delivery system play in helping people reach a healthy lifestyle? Explain.
What information does the eigendecomposition of the data/population correlation or covariance matrix offer?
What information does the eigendecomposition of the data/population correlation or covariance matrix offer?
Suppose Mary can have good health with probability 0.8 and bad health with probability 0.2. If...
Suppose Mary can have good health with probability 0.8 and bad health with probability 0.2. If the person has a good health her wealth will be $256, if she has bad health her wealth will be $36. Suppose that the utility of wealth come from the following utility function: U(W)=W^0.5 Answer each part: A. Find the reduction in wealth if Mary bad health. B. Find the expected wealth of Mary if she has no insurance. C. Find her utility if...
A) Running a regression on 11 pairs of data, you find the correlation coefficient to be...
A) Running a regression on 11 pairs of data, you find the correlation coefficient to be 0.321. At the .05 significance level, does this show significant correlation? Yes, significant correlation No B) At a .01 significance level with a sample size of 50, find the critical value for the correlation coefficient
2. Good sleep or bad sleep? ~ A study was conducted to identify the factors affecting...
2. Good sleep or bad sleep? ~ A study was conducted to identify the factors affecting quality of sleep for university students. A survey of 290 students of different majors aged 17-29 years old revealed that 67.2% of these students suffered from poor sleep. a. Create a 95% confidence interval for the = the population proportion of university students aged 17-29 years old who suffer from poor sleep. Final answer: ( ______________________ , _____________________ ) b. Determine whether each of...
What is good data? What is meant by bad data? A term that you may have...
What is good data? What is meant by bad data? A term that you may have already encountered is "GIGO". This term refers to Garbage In, Garbage Out. In other words, if incorrect/bad data is entered into a database, the same useless data will be extracted. This results in poor decisions, lost revenue, and unhappy customers. Have you ever been the victim of bad data? Discuss the importance of queries and good/bad data as they relate to database reports. Describe...
Identify a situation where using correlation coefficient is appropriate. Could a regression equation be used in...
Identify a situation where using correlation coefficient is appropriate. Could a regression equation be used in the same situation? How are correlation and regression alike? How are they different?
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT