Seasonal Adjustment Factors for Retail Inventories by Kind of Business NAICS Kind of Business Apr 23 May 23 Jun 23 Jul 23 Aug 23 Sep 23 Oct 23 Nov 23 Dec 23 Jan 24 Feb 24 Mar 24 Apr 24 May 24 Jun 24 Jul 24 Aug 24 code Retail Inventories, total 0.998 0.992 0.994 0.977 0.985 1.007 1.037 1.033 0.982 0.988 0.999 1.000 1.001 0.995 0.989 0.980 0.985 441 Motor vehicle and parts dealers 1.017 1.009 1.008 0.971 0.976 0.979 0.995 1.012 1.000 1.008 1.014 1.008 1.016 1.013 1.000 0.980 0.977 442, 443 Furniture, home furn, electronics, and appliances 0.973 0.976 0.985 0.989 0.991 1.016 1.079 1.087 0.986 0.964 0.975 0.972 0.975 0.977 0.985 0.988 0.991 444 Building mat. and garden equip. and supplies dealer 1.055 1.030 1.001 0.982 0.978 0.984 0.990 0.969 0.961 0.980 1.019 1.053 1.053 1.029 1.002 0.982 0.979 445 Food and beverage stores 0.992 0.995 0.995 0.983 0.984 0.998 1.029 1.037 1.012 0.989 0.982 0.996 0.991 0.994 0.994 0.982 0.985 448 Clothing and clothing access. stores 0.999 0.989 0.985 0.990 1.002 1.036 1.070 1.060 0.933 0.949 0.987 0.997 0.997 0.989 0.986 0.991 1.005 452 General merchandise stores 0.977 0.969 0.971 0.973 0.998 1.060 1.111 1.091 0.951 0.951 0.966 0.972 0.983 0.973 0.964 0.977 0.997 4521 Department stores 0.982 0.959 0.943 0.950 0.974 1.093 1.192 1.143 0.904 0.929 0.953 0.979 0.978 0.961 0.951 0.954 0.979 Note: Estimates are adjusted for seasonal variations. Each month, new factors are developed using the latest estimates and applied to the not adjusted preliminary and final estimates and to the estimates of the previous year that correspond to the preliminary month. Adjustment factors are not included in this table for those kinds of business for which adjusted estimates are not shown separately. Adjusted inventory data are obtained by dividing the not adjusted data by the adjustment factors above for the corresponding kind of business. Adjusted estimates for the summary trade totals are obtained by summarizing the adjusted estimates for the individual kind of business. The options used to derive factors for each kind of business were selected during the last benchmarking operation and will not be subject to modification until the next benchmarking operation. These options are available upon request. SOURCE: MONTHLY RETAIL TRADE SURVEY RETAIL INDICATORS BRANCH U.S. CENSUS BUREAU Last Revised Date: July 16, 2024