Page 182 - COSO Guidance Book
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Expectation formulation

            AU-C section 520 requires the auditor to form an expectation whenever substantive analytical procedures
            are performed. The more precise the expectation (the closer the auditor’s expectation is to the correct
            balance or relationship), the more effective the procedure will be in identifying potential misstatements.
            The effectiveness of the procedure is a function of the following:

              The nature of the account or assertion and the auditor’s assessment of the risk of material
               misstatement — For example, if controls over payroll processing are deficient, the auditor may need
               to perform more extensive tests of details for assertions related to compensation expense. The
               auditor considers factors such as product mix, stability of the environment, accounting changes, and
               economic and industry factors in predicting the balance of an account. Increasing the number of
               relevant factors increases the precision of the expectation. For example, an expectation of new car
               sales that considers interest rates, unemployment rates, and average age of used cars would be
               more precise than one for which only unemployment rates were considered in its formulation.
               Precision is also enhanced if expectations are made under stable economic conditions. Expectations
               for income statement accounts are more precise than those formed from balance sheet accounts;
               income statement relationships are often more predictable.
              Characteristics of the data — The more disaggregated the data, the more precise the expectation (for
               example, weekly versus annual sales data or product category of inventory versus total inventory
               data). Data developed under a strong system of internal control is more reliable than data developed
               under a weak system of internal control. Data from independent sources is more reliable than internal
               data. Also, reliable nonfinancial data (such as retail store square footage) and data that has been
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               subjected to auditing procedures  improve precision.
              Types of expectations — These include trend analysis, ratio analysis, reasonableness testing, and
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               regression analysis.

            Trend analysis
            Trend analysis is the analysis of changes in account balances over time. This technique is appropriate
            in a stable environment when the account or relationship is fairly predictable. Trend analysis on a
            disaggregated level is more precise. It has been found that using only the prior-year balance as the
            expectation reduces the effectiveness of this procedure to identify high-risk areas. One use of this
            method would be to predict current-year interest income for a financial institution based on last year’s
            total interest income; this assumes no changes in interest rates or loan mix and gives effect to the
            increase or decrease in the prior-year total loan balance. A more effective use of this method in this
            example would be to base the expectation on calculations made on changes in the total monthly loan
            balance. The revised expectation would be based on desegregated data consisting of 12 calculations and
            would be considered more precise.



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              The reliability of data used for performing analytical procedures also considers whether the data was developed
            under a reliable system with effectively designed (and, for high reliance on analytical procedures, operating)
            controls. This means the auditor will likely test the operating effectiveness of related controls to rely on the data.
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              See the AICPA Audit Guide Analytical Procedures for additional guidance on analytical procedures
            (http://www.aicpastore.com/AST/PricingStructureAssortments/Educator/Pricing_Educator/PRDOVR~PC-
            012551/PC-012551.jsp). This guide is used as a primary source for this section.


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