Question

In: Statistics and Probability

"Correlation/Regrision QB" A researcher wants to determine the relationship between Father’s IQ (X) and Son’s IQ...

"Correlation/Regrision QB"

A researcher wants to determine the relationship between Father’s IQ (X) and Son’s IQ (Y). The researcher selects 16 fathers and measures their IQ and one of each of their son’s IQ. The data are presented below.
Father’s IQ: 144,   136,   132,   125,   119,   117,   115,   112,   108,   101,   98,    97,   91,   90,   88,   87
Son’s IQ:      134,   142,   122,   130,   115,   117,   110,     95,   112,   100,   83, 106,   87,   89,   89,   97

1) What is the value of the relationship between Father’s IQ and Son’s IQ (Round to three decimal places)?  

4) What is the value of the observed test statistic (t) used to determine whether, in the population, this relationship is significantly different from zero (Round to three decimal places)?  

5) Assuming that you want to maximize the power of the test and are interested in whether the relationship is positive or negative, what is the critical value used to compare the observed test statistic (t) in order to determine whether this relationship is significantly different from zero?

8)If appropriate, calculate the proportion of variation in Son's IQ that is accounted for by Father's IQ (Round to two decimal places). If it is not appropriate to calculate this, input 999.

Solutions

Expert Solution

1. r = 0.900

4. t = 7.726

5. 2.145

8. 0.81

The output is:

0.810
r   0.900
Std. Error   8.077
n   16
k   1
Dep. Var. Y
ANOVA table
Source SS   df   MS F p-value
Regression 3,894.6502 1   3,894.6502 59.70 2.05E-06
Residual 913.3498 14   65.2393
Total 4,808.0000 15  
Regression output confidence interval
variables coefficients std. error    t (df=14) p-value 95% lower 95% upper
Intercept 9.6502
X 0.8941 0.1157 7.726 2.05E-06 0.6459 1.1423
X Y
144 134
136 142
132 122
125 130
119 115
117 117
115 110
112 95
108 112
101 100
98 83
97 106
91 87
90 89
88 89
87 97

Related Solutions

"Correlation/Regression QB" A researcher wants to determine the relationship between Father’s IQ (X) and Son’s IQ...
"Correlation/Regression QB" A researcher wants to determine the relationship between Father’s IQ (X) and Son’s IQ (Y). The researcher selects 16 fathers and measures their IQ and one of each of their son’s IQ. The data are presented below. Father’s IQ: 144,   136,   132,   125,   119,   117,   115,   112,   108,   101,   98,    97,   91,   90,   88,   87 Son’s IQ:      134,   142,   122,   130,   115,   117,   110,     95,   112,   100,   83, 106,   87,   89,   89,   97 10) If appropriate, calculate the...
A researcher wants to determine if there is a linear relationship between height and weight. The...
A researcher wants to determine if there is a linear relationship between height and weight. The following table represents the data collected. Display the data in a scatter plot on your calculator, draw a quick sketch below. Then find the linear regression and put the line of best fit on the sketch. Then state the value for the correlation coefficient and determine if this is a positive correlation or no correlation using the table in the back of the book....
"Correlation/Regression QA" A professor wants to determine the relationship between Middleterm Scores (X) and Final Scores...
"Correlation/Regression QA" A professor wants to determine the relationship between Middleterm Scores (X) and Final Scores (Y). The professor correlates the MiddleTerm Scores (X) with the Final Scores (Y) for all of his students. The data are presented below. MiddleTerm Scores: 92, 91, 90, 89, 88, 87, 86, 85, 83, 81, 80, 80 Final Scores: 88, 87, 84, 84, 76, 75, 73, 72, 73, 74, 68, 82 16)What is the relationship between MiddleTerm Scores and Final Scores (Round to two...
A researcher wants to determine the relationship between the typing speed of administrative assistants at a...
A researcher wants to determine the relationship between the typing speed of administrative assistants at a major university is related to the time that it takes for the admin assistant to learn to use a new software program and may be used to predict learning time. Data are gathered from 12 departments at the university. Dept Typing speed (words per minute) Learning time (hours) A 48 7 B 74 4 C 52 8 D 79 3.5 E 83 2 F...
A researcher wants to determine whether there is a relationship between age and mode of shopping....
A researcher wants to determine whether there is a relationship between age and mode of shopping. In a random sample of 18- to 21-year-olds, 140 of 185 people shopped online more often than in stores. In a random sample of 40- to 43-year-olds, 90 of 155 shops online more often than in stores. What is the margin of error for a 95% confidence interval for the difference between the proportions of shoppers in these age groups who shop online more...
Question 4 A researcher wants to know the relationship between murder and robbery. The researcher recorded...
Question 4 A researcher wants to know the relationship between murder and robbery. The researcher recorded the number of murders and robberies per 100,000 population for a random selection of cities. Help the researcher to find the relationship between the two variables. Murders, x 2.4 2.7 5.6 2.6 2.1 3.3 6.6 5.7 Robberies, y 25 14 151 91 80 49 173 96         a. Calculate the correlation coefficient, R. Interpret the calculated value of R.       b. Briefly comment on...
You are a researcher who wants to know if there is a relationship between variable Y...
You are a researcher who wants to know if there is a relationship between variable Y and variable X. You hypothesize that there will be a strong positive relationship between variable Y GPA and Variable X hours of sleep. After one semester, you select five students at random out of 200 students who have taken a survey and found that they do not get more than 5 hours of sleep per night. You select five more students at random from...
A researcher wants to determine if there is a significant difference between men and women in...
A researcher wants to determine if there is a significant difference between men and women in terms of guilty/non guilty pleas submitted by a sample of 50 defendants. Knowing that there are 25 women and 25 men in this sample and that 15 men entered guilty pleas [and 10 no guilty pleas] and 5 women entered guilty pleas [and 20 no guilty pleas]… [Hint: Calculated Chi-Sq. = 8.33] Formulate the null and research/alternative hypotheses. Create a contingency table with 2...
A researcher wishes to determine whether there is a relationship between the Campus at which SACAP...
A researcher wishes to determine whether there is a relationship between the Campus at which SACAP students are based and their statistics anxiety level. The results of the subsequent survey are given in the following table: Statistics anxiety level Campus Low Medium High Total Online 13 30 67 Cape Town 58 70 22 Johannesburg 26 34 30 Total Perform an appropriate hypothesis test at α = 0.01. If a significant result is obtained, determine the strength of the relationship. Show...
A researcher is trying to determine the relationship between heights and weights of individuals. Which of...
A researcher is trying to determine the relationship between heights and weights of individuals. Which of the following statistical tools would be most appropriate to aid in this study? none of the other answers are correct a box plot the least-squares regression line a joint frequency table a pie chart
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT