Based on the lecture “Regression Analysis: Linear Regression,” work on the problem below on the Excel template provided. When you are finished, you should ONLY upload a single Excel file that contain...

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Based on the lecture “Regression Analysis: Linear Regression,” work on the problem below on the Excel template provided. When you are finished, you should ONLY upload a single Excel file that contain only one workbook of your answer. Once you submit your answer, you should see the solution Excel file.


G&B is a local grocery store, which recently started the service of home delivery for online orders. After running the service for six months, G&B conducted a customer survey, in which the customers are asked to rate the service on a scale of 1 to 10 with 10 being most satisfactory. As the customers are registered online, G&B is able to identify each customer with information of the spending, the number of visits to G&B’s website, the number of orders, and the number of return claims filed during the past 6 months. G&B also have the information of individual customer’s gender and distance from the store. G&B is interested in understanding what factors affect the customers’ satisfaction of the grocery service.


Questions:



  1. Perform a correlation analysis among all the variables, and identify possible eliminations of independent variables for the regression model

  2. Perform a regression analysis and iteratively eliminate variables that are not significant in affecting customer satisfaction rating.




Satisfaction Customer Satisfaction Data Spending No. of ordersWeb visitsGenderDistance to storeClaims filedCustomer rating Samplex_1x_2x_3x_4x_5x_6y 11510.432986M8.6756 22944.512378M8.4707 31496.961554F4.8804 43471.172785F9.7248 53166.8134103M5.5229 63824.61748M5.5606 73709.9633108F4.47010 83817.451749F8.2347 92405.6331101F9.9807 102074.382361F7.8825 113090.981743M3.8606 122101.151549M2.815 133762.713085F7.6529 141422.261439F6.4413 151592.93090F6.7606 163648.672173F6.0207 173243.672675F507 181370.31339M7.5603 191150.993086M6.656 201693.422273F3.2906 212091.322373M2.9406 222303.9532100M4.3908 Problem 2.14 Answers to the questions: [You should summarize your answers to the question here] a) Perform a correlation analysis among all the variables, and identify possible eliminations of independent variables for the regression model b) Perform a regression analysis and iteratively eliminate variables that are not significant in affecting customer satisfaction rating.
Answered Same DayMay 14, 2022

Answer To: Based on the lecture “Regression Analysis: Linear Regression,” work on the problem below on the...

Mohd answered on May 15 2022
86 Votes
Model 1
    SUMMARY OUTPUT
    Regression Statistics
    Multiple R    0.9874
    R Square    0.9750
    Adjusted R Squ
are    0.9649
    Standard Error    0.3353
    Observations    22.0000
    ANOVA
        df    SS    MS    F    Significance F
    Regression    6.0000    65.6321    10.9387    97.3125    0.0000
    Residual    15.0000    1.6861    0.1124
    Total    21.0000    67.3182
        Coefficients    Standard Error    t Stat    P-value    Lower 95%    Upper 95%    Lower 95.0%    Upper 95.0%
    Intercept    -0.0583    0.3930    -0.1484    0.8840    -0.8960    0.7793    -0.8960    0.7793
    Spending     0.0012    0.0001    14.6525    0.0000    0.0010    0.0014    0.0010    0.0014
    No. of orders    0.0303    0.0468    0.6478    0.5269    -0.0694    0.1300    -0.0694    0.1300
    Web visits    0.0474    0.0143    3.3045    0.0048    0.0168    0.0780    0.0168    0.0780
    Gender    0.0481    0.1545    0.3114    0.7598    -0.2812    0.3774    -0.2812    0.3774
    Distance to store    -0.1407    0.0415    -3.3904    0.0040    -0.2292    -0.0523    -0.2292    -0.0523
    Claims filed    0.1367    0.0532    2.5678    0.0214    0.0232    0.2502    0.0232    0.2502
Satisfaction
    Customer Satisfaction
    Data
        Spending     No. of orders    Web visits    Gender    Distance to store    Claims filed    Customer...
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