Question
The Ramesh Company manufactures a wide range of products at several different factory locations. The Ruiru plant which manufactures electrical components, has been experiencing some
The Ramesh Company manufactures a wide range of products at several different factory locations. The Ruiru plant which manufactures electrical components, has been experiencing some difficulties with fluctuating monthly overhead costs. The fluctuations have made it difficult to estimate the level of overhead costs that will be incurred for any one month.
Management wants to be able to estimate overhead costs accurately in order to better plan for its operations and financial needs. A manufacturing association bulletin to which Ramesh Company subscribes indicates that for companies manufacturing electrical components, overhead costs tend to vary with direct labour hours.
One member of the accounting staff suggested that a good starting point is to determine the cost estimating function of overhead costs by analyzing the historical cost and production data. She has suggested the use of simple linear regression method. Data on direct labour hours and overhead costs incurred for the past two years has been put together as shown below.
Month | Year 2017 Direct Labour hours |
Overhead Costs (Sh) | Year 2018 Direct Labour Hours |
Overhead Costs (Sh) |
January | 20,000 | 86,000 | 21,000 | 86,000 |
February | 25,000 | 99,000 | 24,000 | 93,000 |
March | 22,000 | 89,500 | 23,000 | 93,000 |
April | 23,000 | 90,000 | 22,000 | 87,000 |
May | 20,000 | 81,500 | 20,000 | 80,000 |
June | 19,000 | 75,500 | 18,000 | 76,500 |
July | 14,000 | 70,500 | 12,000 | 67,500 |
August | 10,000 | 64,500 | 13,000 | 71,000 |
September | 12,000 | 69,000 | 15,000 | 73,500 |
October | 17,000 | 75,000 | 17,000 | 72,500 |
November | 16,000 | 71,500 | 15,000 | 71,000 |
December | 19,000 | 78,000 | 75,000 | 75,000 |
(a) Use the in-built regression function in your calculator to estimate the fixed overhead costs per month and the variable costs per direct labour hour.
(b) Use MS Excel to analyse the data using simple linear regression at 99% confidence interval.
(i) Paste the summary output from the regression analysis. Hint. Format the output appropriately.
(ii) Write the overhead cost estimating function.
(iii) Evaluate the estimating function using;
- Coefficient of determination, R2
- The global test (F-test) Hint: the hypotheses for this test are;
Ho: 0 = 1 = 0; H1: At least one i is not equal to zero
(iv) Assess whether the information appearing in the manufacturing association bulletin in regarding to the overhead cost driver is accurate. Hint: Use t-test.
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