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Multiple Regression Analysis

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Occasional Contributor
Posts: 9

Multiple Regression Analysis

Hello I really need some help. Here are my assignment instructions.

 

Perform a Multiple Regression Analysis paralleling the HBAT analysis performed in the textbook and in class, but now use the HATCO dataset (see HATCO_X1-X14_Tabs data file).

Include the following analyses:

  • Consider the overall general Model X9 = X1 X2 X3 X4 X5 X6 X7
  • Perform a Correlation Analysis
  • Fit and Analyze the best single independent (simple) regression analysis
  • Perform a Stepwise Regression Analysis to select the best subset model using Alpha = 0.05
  • Perform a Full Model (Confirmatory) Regression Analysis using Alpha = 0.05
  • Using the best subset from the Stepwise Regression Analysis now include variable X8 (Firm Size) and analyze its effect and the new resultant model
  • Analyze and Discuss the Multiple Regression Analysis Assumptions, e.g., Linearity, Normality, Homoscedasticity, and Independence using Residual and other Graphical/Statistical measures and tests for all Model Analyses
  • Similarly Analyze and Discuss any Influential observations with recommendations, as well as the Model’s Multicollinearity.

 

 

Here is what I've done so far for my code:

 

FILENAME REFFILE "/home/tmaciver7840/my_content/HATCO X1-X14.txt" TERMSTR=CR;

PROC IMPORT DATAFILE=REFFILE
DBMS=tab
OUT=WORK.IMPORT;
GETNAMES=YES;
RUN;

PROC CONTENTS DATA=WORK.IMPORT; RUN;
Input ID X1 X2 X3 X4 X5 X6 X7 X8 X9 X10 X11 X12 X13 X14;
Data WORK.IMPORT;
Set WORK.IMPORT (Keep = ID X1 X2 X3 X4 X5 X6 X7 X9);
Label ID = 'ID - Identification Number'

X1 = 'X1'

X2 = 'X2'

X3 = 'X3'

X4 = 'X4'

X5 = 'X5'

X6 = 'X6'

X7 = 'X7'

X8 = 'X8'

X9 = 'X9'

X10 = 'X10'

X11 = 'X11'

X12 = 'X12'

X13 = 'X13'

X14 = 'X14';

 

 

Proc Print Data = WORK.IMPORT;

*;

*;

* Correlation Matrix - All Variables;

*;

Proc Corr Data = WORK.IMPORT;

Var X1 X2 X3 X4 X5 X6 X7 X9;

 

Plot NQQ.*R. NPP.*R.; * NQQ.*R and NPP.*R request specific separate

Normal Quantile and Normal Probability Plots;

*;

 

How do I perform the rest of the regression analyses?  I really appreciate any help! (Attached is the dataset)

SAS Employee
Posts: 31

Re: Multiple Regression Analysis

This is not the right forum for this question. You should try a more appropriate forum.

Occasional Contributor
Posts: 9

Re: Multiple Regression Analysis

Which forum should I try? Data Management?
SAS Employee
Posts: 31

Re: Multiple Regression Analysis

Under Analytics there is SAS Statistical Procedures.

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