An important application of regression analysis in accounting is in the estimation of cost. By collecting data on volume and cost and using the least squares method to develop an estimated regression equation relating volume and cost, an accountant can estimate the cost associated with a particular manufacturing volume. Consider the following sample of production volumes and total cost data for a manufacturing operation. Production Volume (units) Total Cost ($) 400 3,900 450 5,000 550 5,300 600 5,800 700 6,500 750 7,000 (a) Use these data to develop an estimated regression equation that could be used to predict the total cost for a given production volume. (Round your numerical values to two decimal places.) ŷ = (b) What is the variable cost (in dollars) per unit produced? $ _____ (c) Compute the coefficient of determination. (Round your answer to three decimal places.) =_______ What percentage of the variation in total cost can be explained by production volume? (Round your answer to one decimal place.) ____% (d) The company's production schedule shows 500 units must be produced next month. Predict the total cost (in dollars) for this operation. (Round your answer to the nearest cent.) $ _____
An important application of regression analysis in accounting is in the estimation of cost. By collecting data on volume and cost and using the least squares method to develop an estimated regression equation relating volume and cost, an accountant can estimate the cost associated with a particular manufacturing volume. Consider the following sample of production volumes and total cost data for a manufacturing operation. Production Volume (units) Total Cost ($) 400 3,900 450 5,000 550 5,300 600 5,800 700 6,500 750 7,000 (a) Use these data to develop an estimated regression equation that could be used to predict the total cost for a given production volume. (Round your numerical values to two decimal places.) ŷ = (b) What is the variable cost (in dollars) per unit produced? $ _____ (c) Compute the coefficient of determination. (Round your answer to three decimal places.) =_______ What percentage of the variation in total cost can be explained by production volume? (Round your answer to one decimal place.) ____% (d) The company's production schedule shows 500 units must be produced next month. Predict the total cost (in dollars) for this operation. (Round your answer to the nearest cent.) $ _____
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An important application of regression analysis in accounting is in the estimation of cost. By collecting data on volume and cost and using the least squares method to develop an estimated regression equation relating volume and cost, an accountant can estimate the cost associated with a particular manufacturing volume. Consider the following sample of production volumes and total cost data for a manufacturing operation.
| Production Volume (units) |
Total Cost ($) |
|---|---|
| 400 | 3,900 |
| 450 | 5,000 |
| 550 | 5,300 |
| 600 | 5,800 |
| 700 | 6,500 |
| 750 | 7,000 |
(a) Use these data to develop an estimated regression equation that could be used to predict the total cost for a given production volume. (Round your numerical values to two decimal places.)
ŷ =
(b) What is the variable cost (in dollars) per unit produced?
$ _____
(c) Compute the coefficient of determination. (Round your answer to three decimal places.)
=_______
What percentage of the variation in total cost can be explained by production volume? (Round your answer to one decimal place.)
____%
(d) The company's production schedule shows 500 units must be produced next month. Predict the total cost (in dollars) for this operation. (Round your answer to the nearest cent.)
$ _____
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