Ask Statistics and Probability Expert

First, the reason for this question is that I believe that nutrition plays a part in a student's ability to focus and excel in school. If a student is eligible for subsidized lunch, likely they are not receiving healthy nutritious meals for breakfast and dinner. And a lower average family income is probably related to students' ability to receive subsidized lunches. However, other factors besides for average income contribute to eligibility; for that reason, test scores may be affected differently when compared to meal_pct and/or avginc.

The formula for this:
average test score = B0 + B1meal_pct + B2avginc + B3(meal_pct*avginc) + u

The formula for creating a variable representing the B3 component (interaction term):
gen stud_fin_state = meal_pct*avginc

A regression on JUST scores and meal_pct:
reg testscrmeal_pct, r

Linear regression

 

Number of

obs =

420

 

F(1, 418)

=

1149.57


 

Prob > F

=

0.0000


 

R-squared

=

0.7548


 

Root MSE

=

9.4467


 

 

 

 


Robust





testscr Coef.

Std. Err.

t

P>t

[95% Conf.

Interval]

 

 

 




meal_pct -.6102858

.0179997

-33.91

0.000

-.645667

-.5749047

_cons 681.4395

.9853686

691.56

0.000

679.5026

683.3764

 

 

 




 






Finally, the regression which will test for the interactive relationship:
reg testscrmeal_pctavgincstud_fin_state, r

Linear regression

 

Number of

obs =

420

 

 

F(3, 416)

=

534.81

 

 

Prob > F

=

0.0000

 

 

R-squared

=

0.7820

 

 

Root MSE

=

8.9279

 

 

 

 


 

Robust




testscr

Coef.

Std. Err.

t

P>t

[95% Conf.

Interval]

 

 

 

 




meal_pct

-.4607132

.0341342

-13.50

0.000

-.5278102

-.3936162

avginc

.6188341

.0753697

8.21

0.000

.4706811

.766987

stud_fin_state

-.0043107

.0027813

-1.55

0.122

-.0097779

.0011564

_cons

667.6492

2.030945

328.74

0.000

663.657

671.6414

 

 

 

 




 







Based on what the two regressions show us, how can you interpret the coefficient on meal_pct? And the slight change between models one and two?

Is there a significant interactive relationship between the variables?

How could you visually (graphically) demonstrate?

Make sense out of that question and answer accordingly

Attachment:- Question.rar

Statistics and Probability, Statistics

  • Category:- Statistics and Probability
  • Reference No.:- M93051989
  • Price:- $40

Priced at Now at $40, Verified Solution

Have any Question?


Related Questions in Statistics and Probability

Introduction to epidemiology assignment -assignment should

Introduction to Epidemiology Assignment - Assignment should be typed, with adequate space left between questions. Read the following paper, and answer the questions below: Sundquist K., Qvist J. Johansson SE., Sundquist ...

Question 1 many high school students take the ap tests in

Question 1. Many high school students take the AP tests in different subject areas. In 2007, of the 144,796 students who took the biology exam 84,199 of them were female. In that same year,of the 211,693 students who too ...

Basic statisticsactivity 1define the following terms1

BASIC STATISTICS Activity 1 Define the following terms: 1. Statistics 2. Descriptive Statistics 3. Inferential Statistics 4. Population 5. Sample 6. Quantitative Data 7. Discrete Variable 8. Continuous Variable 9. Qualit ...

Question 1below you are given the examination scores of 20

Question 1 Below you are given the examination scores of 20 students (data set also provided in accompanying MS Excel file). 52 99 92 86 84 63 72 76 95 88 92 58 65 79 80 90 75 74 56 99 a. Construct a frequency distributi ...

Question 1 assume you have noted the following prices for

Question: 1. Assume you have noted the following prices for paperback books and the number of pages that each book contains. Develop a least-squares estimated regression line. i. Compute the coefficient of determination ...

Question 1 a sample of 81 account balances of a credit

Question 1: A sample of 81 account balances of a credit company showed an average balance of $1,200 with a standard deviation of $126. 1. Formulate the hypotheses that can be used to determine whether the mean of all acc ...

5 of females smoke cigarettes what is the probability that

5% of females smoke cigarettes. What is the probability that the proportion of smokers in a sample of 865 females would be greater than 3%

Armstrong faber produces a standard number-two pencil

Armstrong Faber produces a standard number-two pencil called Ultra-Lite. The demand for Ultra-Lite has been fairly stable over the past ten years. On average, Armstrong Faber has sold 457,000 pencils each year. Furthermo ...

Sppose a and b are collectively exhaustive in addition pa

Suppose A and B are collectively exhaustive. In addition, P(A) = 0.2 and P(B) = 0.8. Suppose C and D are both mutually exclusive and collectively exhaustive. Further, P(C|A) = 0.7 and P(D|B) = 0.5. What are P(C) and P(D) ...

The time to complete 1 construction project for company a

The time to complete 1 construction project for company A is exponentially distributed with a mean of 1 year. Therefore: (a) What is the probability that a project will be finished in one and half years? (b) What is the ...

  • 4,153,160 Questions Asked
  • 13,132 Experts
  • 2,558,936 Questions Answered

Ask Experts for help!!

Looking for Assignment Help?

Start excelling in your Courses, Get help with Assignment

Write us your full requirement for evaluation and you will receive response within 20 minutes turnaround time.

Ask Now Help with Problems, Get a Best Answer

Why might a bank avoid the use of interest rate swaps even

Why might a bank avoid the use of interest rate swaps, even when the institution is exposed to significant interest rate

Describe the difference between zero coupon bonds and

Describe the difference between zero coupon bonds and coupon bonds. Under what conditions will a coupon bond sell at a p

Compute the present value of an annuity of 880 per year

Compute the present value of an annuity of $ 880 per year for 16 years, given a discount rate of 6 percent per annum. As

Compute the present value of an 1150 payment made in ten

Compute the present value of an $1,150 payment made in ten years when the discount rate is 12 percent. (Do not round int

Compute the present value of an annuity of 699 per year

Compute the present value of an annuity of $ 699 per year for 19 years, given a discount rate of 6 percent per annum. As