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HI6007 Statistics and Research Methods-The Estimated Regression

The data for Task 1 in the data file for Assignment represents the starting costs in thousands of dollars) for different kind of business.
1. Find mean, median, mode, range, variance and standard deviation separately for every type
of business 
2. For every business type construct
a. frequency and relative frequency distributions starting from class 0 to 30
b. a relative frequency histogram 
3. Discuss the results obtained in parts 1 and 2 
4. Test if there significant difference in the starting costs for these types of business.

The data for Task 2 in the data file for Assignment represents the following variables for franchisees of All Greens Pty Ltd: annual sales ($’000), the floor area (sq.ft.’000), inventory ($’000), advertising expenditure ($’000), the size of the area where the business operates (number of families, ‘000) and the number of competitors in the area.
1. Present the MS Excel output and write down the estimated regression equation 
2. How well the model fits the data
3. Test the hypothesis that there is no significant relationship between the dependent and any of the independent variables 
4. Interpret individual slope coefficients 
5. Construct a 95% confidence interval for the slope coefficients of individual variables 
6. Test the estimated slope coefficients for individual variables for significance
7. Remove all insignificant variables and re-estimate the model 
8. Using the model from part (g), predict annual sales for a franchisee with 1,000 sq ft floor area, $150,000 inventory, $5,000 spent on advertising, 5,000 families in the area of operation and 2 competitors. 

Answer:


ll; width: 100%;" width="100%">
The following data represent business startup costs (thousands of dollars) for shops.
X1X2X3X4X5
801504810025
12540359680
35120953530
5875459935
110160757530
1406011515028
9745424520
501007810075
65866512048
79871255020
Source: https://college.cengage.com/mathematics/brase/understandable_statistics/7e/students/datasets/owan/frames/frame.html
X1X2X3X4X5
23132948.1999998098.2
1562.22326.9000000954.1
100.514934.3
5195.56001216.1
4374.456710.6000003814.1
4874.857111.8000001912.7
2993.15128.110.1
1952.53477.6999998098.4
201.22123.2999999522.1
680.61024.9000000954.7
5705.478817.3999996212.3
4284.257710.514
4644.753511.3000001915
150.61632.52.5
651.21684.6999998093.3
981.61514.5999999052.7
3984.33425.516
1612.61967.1999998096.3
3973.845310.3999996213.9
4975.351811.516.3
5285.661512.3000001916
990.82782.7999999526.5
0.51.11423.0999999051.6
3473.64619.611.3
3413.53829.80000019111.5
5075.15901215.7
4008.6517712
startup costs for pet storesMSF
ClassesFrequency Relative Frequency 190507.7883611.5904
91 to 12016.25t StatP-value
Total 16100-0.630.54

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