Question

In: Statistics and Probability

A research center is interested in investigating the height and age of children who are between...

  1. A research center is interested in investigating the height and age of children who are between 5 to 9 years old. Please show the process of Excel analysis, thank you

In order to do this, a sample of 15 children is selected and the data are given below.

Age (in years)

Height (inches)

7

47.3

8

48.8

5

41.3

8

50.4

8

51

7

47.1

7

46.9

7

48

9

51.2

8

51.2

5

40.3

8

48.9

6

45.2

5

41.9

8

49.6

  1. Develop a scatter chart with age as the independent variable. What does the scatter chart indicate about the relationship between the height and age of children?

  1. Use the data to develop an estimated regression equation that could be used to estimate the height based on the age. What is the estimated regression model? (Note: You can use Excel to calculate)
  1. Calculate SSR and SST (show your work, calculate by hand/excel math).

  1. How much of the variation in the sample values of height does the model estimated in part (b) explain?

Solutions

Expert Solution

ANSWER

x y
7 47.3
8 48.8
5 41.3
8 50.4
8 51
7 47.1
7 46.9
7 48
9 51.2
8 51.2
5 40.3
8 48.9
6 45.2
5 41.9
8 49.6

a)

This shows that there is positive linear relation

b)

Using Excel

data -> data analysis -> regression

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.96962237
R Square 0.940167541
Adjusted R Square 0.935565044
Standard Error 0.917919402
Observations 15
ANOVA
df SS MS F Significance F
Regression 1 172.115845 172.115845 204.2733701 2.50199E-09
Residual 13 10.95348837 0.842576029
Total 14 183.0693333
Coefficients Standard Error t Stat P-value Lower 95%
Intercept 27.9140 1.3751 20.2996 0.0000 24.9432
x 2.7395 0.1917 14.2924 0.0000 2.3254

y^ = 27.914 + 2.7395* x

d)

R^2 = 0.9402

hence 94.02 %

===========================

DEAR STUDENT,

PLEASE GIVE ME POSITIVE RATING

IF YOU HAVE ANY QUERY PLEASE ASK ME IN THE COMMENT BOX I AM HERE TO HELPS YOU.

**************THANK YOU**************


Related Solutions

A research center is interested in investigating about the height and age of children who are...
A research center is interested in investigating about the height and age of children who are between 5 to 9 years old. In order to do this, a sample of 15 children is selected and the data is given below. Age (in years) Height (inches) 7 47.3 8 48.8 5 41.3 8 50.4 8 51 7 47.1 7 46.9 7 48 9 51.2 8 51.2 5 40.3 8 48.9 6 45.2 5 41.9 8 49.6 a.. Develop a scatter chart...
A researcher was interested in investigating a relationship between the age (independent variable) of a driver...
A researcher was interested in investigating a relationship between the age (independent variable) of a driver and the distance the driver can see. For this purpose, he collected data on some drives. The data is provided in Appendix ‘1”. To help you, partial summary analysis is provided below: SSxx= 13,752 SSxy=- 41,350 SSyy=193,667 ∑ x = ∑ Age = 1,530; ∑ y = ∑(Distance the driver can see)=12,700 Age Distance 18 510 20 590 22 560 23 510 23 460...
We are studying the relationship of age in years and height in inches for children of...
We are studying the relationship of age in years and height in inches for children of ages from 2 - 10. We have a sample of five children. It is a linear relationship, so please find: (a) r (b) r(sq); (c) the equation of the regression line (d) the expected height in inches for a 7 year-old child. Age(X) Height(Y) 2 37 3 40 3 42 6 47 9 54
A psychologist is investigating the hypothesis that children who grow up as the only child in...
A psychologist is investigating the hypothesis that children who grow up as the only child in the household develop different personality characteristics than those who grow up with at least one sibling. A sample of n = 49 only children is obtained and each child is given a standardized personality test. For the general population, scores on the test from a normal distribution with a mean of µ = 50 and a standard deviation of σ = 15. If the...
As a sociologist, you are interested in investigating the stress levels of people who live in...
As a sociologist, you are interested in investigating the stress levels of people who live in urban versus rural areas. You randomly select 80 urban residents and 70 rural residents to interview. Respondents from urban areas experience an average of 13.2 stressful experiences per week with a standard deviation of 3.2 times. Respondents from rural areas experience an average of 11.5 stressful experiences per week with a standard deviation of 2.1 times. We set the alpha level at 0.01. Please...
A researcher is interested in a possible relationship between height and the time it takes to...
A researcher is interested in a possible relationship between height and the time it takes to run a 100 meters. With a random sample of 57 people, the researcher finds a Pearson correlation coefficient r = − 0.492. Group of answer choices A. There is a very strong correlation between these variables. As height increases, generally the 100-meter run time decreases. B. There is a very strong correlation between these variables. As height increases, generally the 100-meter run time increases...
A psychologist is interested in investigating whether people who never owned a pet are happier after...
A psychologist is interested in investigating whether people who never owned a pet are happier after getting a pet. A questionnaire about their level of happiness is administered to a group of 20 to 29 year-olds when they before they get a pet and after they get a pet. The data are below. Before Pet After Pet 10 15 9 9 11 10 11 5 9 19 17 15 Calculate a t-statistic to compare the happiness levels before and after...
Fire Damage: A fire insurance company is interested in investigating the effect of the distance between...
Fire Damage: A fire insurance company is interested in investigating the effect of the distance between the burning house and the nearest fire station (miles) on the amount of fire damage (thousands of dollars) in major residential fire. A random sample of 15 recent fires in a suburb is selected. The data set can be found in the excel file Fire with variables name Distance and Damage. Source: McClave, J. & Sincich, T. (2015). Statistics. (12th edition). M. A.: Pearson....
A researcher is interested in investigating the relationship between thinking ability and educational success. What are...
A researcher is interested in investigating the relationship between thinking ability and educational success. What are some operational definitions that could be used in this study?
Researchers at an infectious disease clinic interested in investigating the relationship between mortality and a number...
Researchers at an infectious disease clinic interested in investigating the relationship between mortality and a number of comorbidities in their patients that are HIV positive.  Researchers hypothesize that early mortality is most strongly associated with heroin use in their patient population. In order to better assess their relationship, the researchers decided to control for a variety of other comorbidities along with age and gender. The following is a representation of their multiple linear regression model (NOTE: the output is a bit...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT