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            the aggregate, claimed on account of shrinkage factors are within                         
            5 percent of sales-based taxable year shrinkage.                                          
                  Dr. Bates performed a similar analysis to determine the                             
            accuracy of respondent’s method of accounting for losses from                             
            shrinkage factors.  He concluded that respondent’s method is less                         
            accurate than the retailers’ shrinkage method and is subject to a                         
            greater range of error.                                                                   
                  Dr. Bates performed a second accuracy analysis, which was                           
            independent of the correlation between sales and shrinkage and                            
            apportioned actual shrinkage evenly over each inventory cycle                             
            without regard to sales or any factor other than the passage of                           
            time (i.e., a time-based allocation).  For each of the retailers,                         
            he found a level of accuracy similar to what he found using a                             
            sales-based allocation.  Applying a time-based allocation to                              
            respondent’s method, he again concluded that respondent’s method                          
            is less accurate than the retailers’ shrinkage method and is                              
            subject to a greater range of error.                                                      
                  Dr. Bates has persuaded us that, assuming either a sales-                           
            based or time-based allocation of losses from shrinkage factors,                          
            the retailers’ shrinkage method is more accurate than                                     
            respondent’s method, and we so find.                                                      
                  J.  Consistency of Retailers’ Inventory Practices                                   
                  As stated in section IV, supra, section 1.471-2(b), Income                          
            Tax Regs., makes consistency of application from year to year an                          
            important and explicit element in determining whether the                                 
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