What is the relationship between type I and type II errors and the width of the upper and lower control limits on SPC charts?
Propose a mechanism for determining SPC chart limit widths based upon the financial consequences of type I and type II errors.
Type I and type II errors move in opposite directions, that is, as the chance of a type I error increases, the chance of a type II error decreases. As the width of SPC control limits increases, the chance of a type I error decreases (and the chance of a type II error increases). The width of control limits might be balanced based upon the cost incurred from false positives and false negatives in the course of monitoring the process. The cost associated with a type I error, sometimes called producer's risk, is that a process that is actually in control is stopped and effort is spent troubleshooting the process. The process might be adjusted, suppliers contacted, etc., all in the name of fixing a problem that in actuality, doesn't exist. The direct financial impact is the labor cost of troubleshooting and the lost productive capacity. The cost associated with a type II error, sometimes called a consumer's risk, is that defective product will reach the hands of a consumer and fail, potentially resulting in warranty repair or replacement, negative word of mouth from a dissatisfied customer, and litigation. Depending on the product, these costs could be substantial. A producer might choose to balance the costs with a calculation similar to expected monetary value. A producer might choose to lower the EMV of the type II costs to something they could pay out (or have insurance for).
You might also like to view...
Which of the following, if true, weakens the case that more than one type of financial statement should be examined in order to determine a company's financial health?
A) Nowadays, many companies burnish their balance sheet by claiming inflated figures for goodwill. B) An income statement from one year may be radically different from the one for the previous year. C) It can be difficult for auditors to independently verify certain figures in income statements. D) The management by data trend has led companies to consider as imperative detailed and accurate financial statements. E) In times of recession, companies often reduce their accounting and financial management staffs.
A municipality uses the allowance method to record uncollectible property taxes. If it decides to write off an account as uncollectible, it should:
a. debit bad debts expenditures; credit allowance for uncollectible property taxes b. debit allowance for uncollectible property taxes; credit property taxes receivable c. debit allowance for uncollectible property taxes; credit property tax revenues d. debit property tax revenues; credit property taxes receivable