Statistics SA is concerned about the number of professors in statistics. They modelled available data with the following regression function. Ŷ = bo + b₁X₁ + b₂X₂ + b3X3 where X₁ : X₂: X3: Ỹ: TIMES - Number of times as international congress speaker ART - Number of articles published YEARS Years after PhD to attain professorship MONEY - Money s received for research (R1000.00) An extract from the data set n = 40 Y₁ 145 120 125 105 X₁ 7 7 4 7 X₂ 5 70 60 85 X3 10 8 12 10 The regression model from SAS: Ỹ = 1 + 2X₁ + 5X₂ -0.1X3 1.1. Interpret the estimated regression function by interpreting the regression coefficients. 1.2. The analyst of Stats SA is not sure that if years to professorship contributes to the variation of the mean money value. How can he determine whether or not this is so? Show this if a variance- covariance matrix was obtained and found that s{b3} = 0.2. Use a = 0.05. 1.3. If it was found that B3 = 0, can one just then use the following regression? Ỹ = 1 + 2X₁ + 5X₂ -0.1X3

MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
icon
Related questions
Question
Statistics SA is concerned about the number of professors in statistics. They modelled available data
with the following regression function.
Ŷ = bo + b₁X₁ + b₂X₂ + b3X3
where
X₁ :
X₂:
X3:
Ŷ:
TIMES - Number of times as international congress speaker
ART - Number of articles published
YEARS - Years after PhD to attain professorship
MONEY - Money s received for research (R1000.00)
An extract from the data set n = 40
Y₁
145
120
125
105
X₁
7
7
4
7
X₂
5
70
60
85
X3
10
8
12
10
The regression model from SAS: Y = 1 + 2X₁ + 5X₂ - 0.1X3
1.1. Interpret the estimated regression function by interpreting the regression coefficients.
1.2. The analyst of Stats SA is not sure that if years to professorship contributes to the variation of the
mean money value. How can he determine whether or not this is so? Show this if a variance-
covariance matrix was obtained and found that s{b3} = 0.2. Use a = 0.05.
1.3. If it was found that B3 = 0, can one just then use the following regression?
Ỹ = 1 + 2X₁ + 5X₂ -0.1X3
Transcribed Image Text:Statistics SA is concerned about the number of professors in statistics. They modelled available data with the following regression function. Ŷ = bo + b₁X₁ + b₂X₂ + b3X3 where X₁ : X₂: X3: Ŷ: TIMES - Number of times as international congress speaker ART - Number of articles published YEARS - Years after PhD to attain professorship MONEY - Money s received for research (R1000.00) An extract from the data set n = 40 Y₁ 145 120 125 105 X₁ 7 7 4 7 X₂ 5 70 60 85 X3 10 8 12 10 The regression model from SAS: Y = 1 + 2X₁ + 5X₂ - 0.1X3 1.1. Interpret the estimated regression function by interpreting the regression coefficients. 1.2. The analyst of Stats SA is not sure that if years to professorship contributes to the variation of the mean money value. How can he determine whether or not this is so? Show this if a variance- covariance matrix was obtained and found that s{b3} = 0.2. Use a = 0.05. 1.3. If it was found that B3 = 0, can one just then use the following regression? Ỹ = 1 + 2X₁ + 5X₂ -0.1X3
Expert Solution
steps

Step by step

Solved in 7 steps

Blurred answer
Similar questions
  • SEE MORE QUESTIONS
Recommended textbooks for you
MATLAB: An Introduction with Applications
MATLAB: An Introduction with Applications
Statistics
ISBN:
9781119256830
Author:
Amos Gilat
Publisher:
John Wiley & Sons Inc
Probability and Statistics for Engineering and th…
Probability and Statistics for Engineering and th…
Statistics
ISBN:
9781305251809
Author:
Jay L. Devore
Publisher:
Cengage Learning
Statistics for The Behavioral Sciences (MindTap C…
Statistics for The Behavioral Sciences (MindTap C…
Statistics
ISBN:
9781305504912
Author:
Frederick J Gravetter, Larry B. Wallnau
Publisher:
Cengage Learning
Elementary Statistics: Picturing the World (7th E…
Elementary Statistics: Picturing the World (7th E…
Statistics
ISBN:
9780134683416
Author:
Ron Larson, Betsy Farber
Publisher:
PEARSON
The Basic Practice of Statistics
The Basic Practice of Statistics
Statistics
ISBN:
9781319042578
Author:
David S. Moore, William I. Notz, Michael A. Fligner
Publisher:
W. H. Freeman
Introduction to the Practice of Statistics
Introduction to the Practice of Statistics
Statistics
ISBN:
9781319013387
Author:
David S. Moore, George P. McCabe, Bruce A. Craig
Publisher:
W. H. Freeman