Question: For the provided data, develop a regression model for overall satisfaction as a function of years of service and department that has the largest R2

For the provided data, develop a regression model

For the provided data, develop a regression model for overall satisfaction as a function of years of service and department that has the largest R2 Note that the categorical variable department has multiple levels and will require the use of multiple dummy variables. Which department, if any, has the highest impact on satisfaction? Click the icon to view the job satisfaction data. Determine the regression model for overall satisfaction as a function of years of service and department that has the largest R2. Let "Administrative" be the baseline department, let X1 represent Maintenance, let X2 represent Management, let X3 represent Production, let X4 represent Quality Control, and let X5 represent Shipping / Receiving, coding each department variable with a 1 if the person is in that department and otherwise. In addition, let X. represent years. Enter the terms of the equation so that the XK-values are in ascending numerical order by base. Select the correct choice below and fill in any answer boxes within your choice. (Type integers or decimals rounded to three decimal places as needed.) OA. + x + B. + X DX )X + c + c D b)x + ( X b)x, +(x2+ X ) DX |X + O E. OF. X4+ (x3 + (x6 1 Department 2 Management 3 Administrative 4 Production 5 Production 6 Quality Control 7 Maintenance 8 Maintenance 9 Production 10 Quality Control 11 Production 12 Production 13 Production 14 Production 15 Production 16 Production 17 Shipping / Receiving 18 Production 19 Production 20 Production 21 Management 22 Production 23 Shipping / Receiving 24 Management 25 Administrative 26 Production 27 Shipping / Receiving 28 Production 29 Shipping / Receiving 30 Production 31 Production 32 Administrative 33 Shipping / Receiving B Years 1 16 16 15 1 17 15 13 11 3 6 1 3 2 3 21 2. 2 21 15 3 5 8 3 2 8 32 17 2 15 5 14 18 D E F G Ideas Communication Recognition Training Work Conditions 5 4 3 5 2 3 2 2 4 2 3 2 4 4 2 3 1 4 4 5 5 5 5 5 5 5 4 5 5 5 5 5 5 5 3 3 3 3 4 4 3 3 4 4 5 5 5 5 5 5 2 2 1 3 3 5 4 4 3 4 3 4 3 4 5 4 4 4 4 5 3 4 3 3 2 3 2 2 3 2 4 3 4 3 3 4 4 5 4 4 4 5 4 3 4 3 3 4 3 3 3 4 4 5 3 2 3 3 2 2 2. 2 2 2 2 2 3 4 4 3 4 4 5 5 5 3 5 3 2 3 2 4 2 4 3 4 3 3 5 5 5 5 5 5 3 3 4 5 5 2 2 2 2 2 4 3 2 2 5 4 41 4 5 5 H Tools and Information Work/Life Balance 3 5 5 2 4 2 2 5 5 5 3 5 5 4 3 3 5 2 5 5 4 2 5 5 5 5 5 4 4 4 3 4 4 4 4 4 5 3 5 5 5 4 4 2 5 3 5 3 5 3 5 5 3 5 2 5 5 5 5 5 5 3 5 5 5 5 Satisfaction 9 3 5 5 4 10 8 9 8 7 10 4 9 7 9 6 6 6 7 7 8 7 4 3 9 8 5 6 9 9 3 6 8 Which department, if any, has the highest impact on satisfaction?|

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