Predicted crude oil price using multiplicative decomposition model
| t | Yt | 12 MA | CMA = TRt *CLt | SNt*IRt | SNt | = Yt/SNt | = a+bt | = × SNt |
|---|---|---|---|---|---|---|---|---|
| 1 | 47.4 | 0.982 | 48.27 | 41.4572 | 40.7068 | |||
| 2 | 50.83 | 0.959 | 52.99 | 41.9014 | 40.1909 | |||
| 3 | 47.85 | 0.985 | 48.57 | 42.3455 | 41.7182 | |||
| 4 | 54.44 | 1.029 | 52.92 | 42.7896 | 44.0147 | |||
| 5 | 59.26 | 1.066 | 55.58 | 43.2337 | 46.0992 | |||
| 6 | 59.8 | 1.032 | 57.96 | 43.6779 | 45.0624 | |||
| 7 | 51.16 | 48.759 | 48.094 | 1.064 | 1.010 | 50.65 | 44.1220 | 44.5683 |
| 8 | 42.86 | 47.429 | 46.576 | 0.920 | 0.951 | 45.08 | 44.5661 | 42.3712 |
| 9 | 45.48 | 45.723 | 45.303 | 1.004 | 0.977 | 46.54 | 45.0102 | 43.9851 |
| 10 | 46.2 | 44.883 | 44.321 | 1.042 | 1.022 | 45.22 | 45.4544 | 46.4419 |
| 11 | 42.64 | 43.759 | 43.242 | 0.986 | 0.992 | 42.98 | 45.8985 | 45.5326 |
| 12 | 37.19 | 42.725 | 42.265 | 0.880 | 0.995 | 37.37 | 46.3426 | 46.1242 |
| 13 | 31.44 | 41.804 | 41.543 | 0.757 | 0.982 | 32.02 | 46.7867 | 45.9399 |
| 14 | 30.35 | 41.282 | 41.360 | 0.734 | 0.959 | 31.64 | 47.2309 | 45.3028 |
| 15 | 37.77 | 41.439 | 41.426 | 0.912 | 0.985 | 38.34 | 47.6750 | 46.9688 |
| 16 | 40.96 | 41.413 | 41.567 | 0.985 | 1.029 | 39.82 | 48.1191 | 49.4968 |
| 17 | 46.85 | 41.721 | 41.845 | 1.120 | 1.066 | 43.94 | 48.5633 | 51.7819 |
| 18 | 48.75 | 41.969 | 42.583 | 1.145 | 1.032 | 47.25 | 49.0074 | 50.5608 |
| 19 | 44.89 | 43.198 | 44.078 | 1.018 | 1.010 | 44.44 | 49.4515 | 49.9517 |
| 20 | 44.75 | 44.958 | 45.918 | 0.975 | 0.951 | 47.07 | 49.8956 | 47.4382 |
| 21 | 45.17 | 46.878 | 47.370 | 0.954 | 0.977 | 46.22 | 50.3398 | 49.1933 |
| 22 | 49.89 | 47.863 | 48.288 | 1.033 | 1.022 | 48.83 | 50.7839 | 51.8872 |
| 23 | 45.62 | 48.713 | 48.782 | 0.935 | 0.992 | 45.99 | 51.2280 | 50.8196 |
| 24 | 51.93 | 48.851 | 48.702 | 1.066 | 0.995 | 52.18 | 51.6721 | 51.4286 |
| 25 | 52.56 | 48.553 | 48.627 | 1.081 | 0.982 | 53.53 | 52.1163 | 51.1729 |
| 26 | 53.40 | 48.701 | 48.838 | 1.093 | 0.959 | 55.67 | 52.5604 | 50.4148 |
| 27 | 49.58 | 48.974 | 49.163 | 1.008 | 0.985 | 50.33 | 53.0045 | 52.2194 |
| 28 | 51.17 | 49.353 | 49.422 | 1.035 | 1.029 | 49.75 | 53.4486 | 54.9789 |
| 29 | 48.50 | 49.492 | 49.954 | 0.971 | 1.066 | 45.49 | 53.8928 | 57.4646 |
| 30 | 45.17 | 50.416 | 50.655 | 0.892 | 1.032 | 43.78 | 54.3369 | 56.0593 |
| 31 | 46.67 | 50.894 | 51.358 | 0.909 | 1.010 | 46.20 | 54.7810 | 55.3351 |
| 32 | 48.03 | 51.823 | 52.188 | 0.920 | 0.951 | 50.52 | 55.2251 | 52.5052 |
| 33 | 49.71 | 52.553 | 53.107 | 0.936 | 0.977 | 50.87 | 55.6693 | 54.4014 |
| 34 | 51.56 | 53.660 | 54.291 | 0.950 | 1.022 | 50.46 | 56.1134 | 57.3325 |
| 35 | 56.71 | 54.923 | 55.813 | 1.016 | 0.992 | 57.17 | 56.5575 | 56.1066 |
| 36 | 57.67 | 56.703 | 57.626 | 1.001 | 0.995 | 57.94 | 57.0017 | 56.7330 |
| 37 | 63.70 | 58.549 | 59.552 | 1.070 | 0.982 | 64.87 | 57.4458 | 56.4060 |
| 38 | 62.17 | 60.555 | 61.381 | 1.013 | 0.959 | 64.82 | 57.8899 | 55.5267 |
| 39 | 62.86 | 62.207 | 63.058 | 0.997 | 0.985 | 63.81 | 58.3340 | 57.4700 |
| 40 | 66.32 | 63.908 | 64.705 | 1.025 | 1.029 | 64.47 | 58.7782 | 60.4610 |
| 41 | 69.86 | 65.503 | 65.493 | 1.067 | 1.066 | 65.52 | 59.2223 | 63.1474 |
| 42 | 67.33 | 65.483 | 65.126 | 1.034 | 1.032 | 65.26 | 59.6664 | 61.5577 |
| 43 | 70.74 | 64.768 | 1.010 | 70.03 | 60.1105 | 60.7186 | ||
| 44 | 67.85 | 0.951 | 71.36 | 60.5547 | 57.5723 | |||
| 45 | 70.13 | 0.977 | 71.76 | 60.9988 | 59.61 | |||
| 46 | 70.69 | 1.022 | 69.19 | 61.4429 | 62.78 | |||
| 47 | 56.48 | 0.992 | 56.93 | 61.8870 | 61.39 | |||
| 48 | 49.09 | 0.995 | 49.32 | 62.3312 | 62.04 | |||
| 49 | 51.43 | 0.982 | 62.7753 | 61.64 | ||||
| 50 | 54.91 | 0.959 | 63.2194 | 60.64 | ||||
| 51 | 58.10 | 0.985 | 63.6635 | 62.72 | ||||
| 52 | 63.81 | 1.029 | 64.1077 | 65.94 | ||||
| 53 | 60.78 | 1.066 | 64.5518 | 68.83 | ||||
| 54 | 54.61 | 1.032 | 64.9959 | 67.06 | ||||
| 55 | 57.33 | 1.010 | 65.4401 | 66.10 | ||||
| 56 | 54.76 | 0.951 | 65.8842 | 62.64 | ||||
| 57 | 56.90 | 0.977 | 66.3283 | 64.82 | ||||
| 58 | 53.91 | 1.022 | 66.7724 | 68.22 | ||||
| 59 | 56.92 | 0.992 | 67.2166 | 66.68 | ||||
| 60 | 59.77 | 0.995 | 67.6607 | 67.34 |
| 12 MA | CMA = | |||||||
|---|---|---|---|---|---|---|---|---|
| 1 | 47.4 | 0.982 | 48.27 | 41.4572 | 40.7068 | |||
| 2 | 50.83 | 0.959 | 52.99 | 41.9014 | 40.1909 | |||
| 3 | 47.85 | 0.985 | 48.57 | 42.3455 | 41.7182 | |||
| 4 | 54.44 | 1.029 | 52.92 | 42.7896 | 44.0147 | |||
| 5 | 59.26 | 1.066 | 55.58 | 43.2337 | 46.0992 | |||
| 6 | 59.8 | 1.032 | 57.96 | 43.6779 | 45.0624 | |||
| 7 | 51.16 | 48.759 | 48.094 | 1.064 | 1.010 | 50.65 | 44.1220 | 44.5683 |
| 8 | 42.86 | 47.429 | 46.576 | 0.920 | 0.951 | 45.08 | 44.5661 | 42.3712 |
| 9 | 45.48 | 45.723 | 45.303 | 1.004 | 0.977 | 46.54 | 45.0102 | 43.9851 |
| 10 | 46.2 | 44.883 | 44.321 | 1.042 | 1.022 | 45.22 | 45.4544 | 46.4419 |
| 11 | 42.64 | 43.759 | 43.242 | 0.986 | 0.992 | 42.98 | 45.8985 | 45.5326 |
| 12 | 37.19 | 42.725 | 42.265 | 0.880 | 0.995 | 37.37 | 46.3426 | 46.1242 |
| 13 | 31.44 | 41.804 | 41.543 | 0.757 | 0.982 | 32.02 | 46.7867 | 45.9399 |
| 14 | 30.35 | 41.282 | 41.360 | 0.734 | 0.959 | 31.64 | 47.2309 | 45.3028 |
| 15 | 37.77 | 41.439 | 41.426 | 0.912 | 0.985 | 38.34 | 47.6750 | 46.9688 |
| 16 | 40.96 | 41.413 | 41.567 | 0.985 | 1.029 | 39.82 | 48.1191 | 49.4968 |
| 17 | 46.85 | 41.721 | 41.845 | 1.120 | 1.066 | 43.94 | 48.5633 | 51.7819 |
| 18 | 48.75 | 41.969 | 42.583 | 1.145 | 1.032 | 47.25 | 49.0074 | 50.5608 |
| 19 | 44.89 | 43.198 | 44.078 | 1.018 | 1.010 | 44.44 | 49.4515 | 49.9517 |
| 20 | 44.75 | 44.958 | 45.918 | 0.975 | 0.951 | 47.07 | 49.8956 | 47.4382 |
| 21 | 45.17 | 46.878 | 47.370 | 0.954 | 0.977 | 46.22 | 50.3398 | 49.1933 |
| 22 | 49.89 | 47.863 | 48.288 | 1.033 | 1.022 | 48.83 | 50.7839 | 51.8872 |
| 23 | 45.62 | 48.713 | 48.782 | 0.935 | 0.992 | 45.99 | 51.2280 | 50.8196 |
| 24 | 51.93 | 48.851 | 48.702 | 1.066 | 0.995 | 52.18 | 51.6721 | 51.4286 |
| 25 | 52.56 | 48.553 | 48.627 | 1.081 | 0.982 | 53.53 | 52.1163 | 51.1729 |
| 26 | 53.40 | 48.701 | 48.838 | 1.093 | 0.959 | 55.67 | 52.5604 | 50.4148 |
| 27 | 49.58 | 48.974 | 49.163 | 1.008 | 0.985 | 50.33 | 53.0045 | 52.2194 |
| 28 | 51.17 | 49.353 | 49.422 | 1.035 | 1.029 | 49.75 | 53.4486 | 54.9789 |
| 29 | 48.50 | 49.492 | 49.954 | 0.971 | 1.066 | 45.49 | 53.8928 | 57.4646 |
| 30 | 45.17 | 50.416 | 50.655 | 0.892 | 1.032 | 43.78 | 54.3369 | 56.0593 |
| 31 | 46.67 | 50.894 | 51.358 | 0.909 | 1.010 | 46.20 | 54.7810 | 55.3351 |
| 32 | 48.03 | 51.823 | 52.188 | 0.920 | 0.951 | 50.52 | 55.2251 | 52.5052 |
| 33 | 49.71 | 52.553 | 53.107 | 0.936 | 0.977 | 50.87 | 55.6693 | 54.4014 |
| 34 | 51.56 | 53.660 | 54.291 | 0.950 | 1.022 | 50.46 | 56.1134 | 57.3325 |
| 35 | 56.71 | 54.923 | 55.813 | 1.016 | 0.992 | 57.17 | 56.5575 | 56.1066 |
| 36 | 57.67 | 56.703 | 57.626 | 1.001 | 0.995 | 57.94 | 57.0017 | 56.7330 |
| 37 | 63.70 | 58.549 | 59.552 | 1.070 | 0.982 | 64.87 | 57.4458 | 56.4060 |
| 38 | 62.17 | 60.555 | 61.381 | 1.013 | 0.959 | 64.82 | 57.8899 | 55.5267 |
| 39 | 62.86 | 62.207 | 63.058 | 0.997 | 0.985 | 63.81 | 58.3340 | 57.4700 |
| 40 | 66.32 | 63.908 | 64.705 | 1.025 | 1.029 | 64.47 | 58.7782 | 60.4610 |
| 41 | 69.86 | 65.503 | 65.493 | 1.067 | 1.066 | 65.52 | 59.2223 | 63.1474 |
| 42 | 67.33 | 65.483 | 65.126 | 1.034 | 1.032 | 65.26 | 59.6664 | 61.5577 |
| 43 | 70.74 | 64.768 | 1.010 | 70.03 | 60.1105 | 60.7186 | ||
| 44 | 67.85 | 0.951 | 71.36 | 60.5547 | 57.5723 | |||
| 45 | 70.13 | 0.977 | 71.76 | 60.9988 | 59.61 | |||
| 46 | 70.69 | 1.022 | 69.19 | 61.4429 | 62.78 | |||
| 47 | 56.48 | 0.992 | 56.93 | 61.8870 | 61.39 | |||
| 48 | 49.09 | 0.995 | 49.32 | 62.3312 | 62.04 | |||
| 49 | 51.43 | 0.982 | 62.7753 | 61.64 | ||||
| 50 | 54.91 | 0.959 | 63.2194 | 60.64 | ||||
| 51 | 58.10 | 0.985 | 63.6635 | 62.72 | ||||
| 52 | 63.81 | 1.029 | 64.1077 | 65.94 | ||||
| 53 | 60.78 | 1.066 | 64.5518 | 68.83 | ||||
| 54 | 54.61 | 1.032 | 64.9959 | 67.06 | ||||
| 55 | 57.33 | 1.010 | 65.4401 | 66.10 | ||||
| 56 | 54.76 | 0.951 | 65.8842 | 62.64 | ||||
| 57 | 56.90 | 0.977 | 66.3283 | 64.82 | ||||
| 58 | 53.91 | 1.022 | 66.7724 | 68.22 | ||||
| 59 | 56.92 | 0.992 | 67.2166 | 66.68 | ||||
| 60 | 59.77 | 0.995 | 67.6607 | 67.34 |