In: Statistics and Probability
4. There is data for you in the tab called EComSales. It comes from the Federal Reserve and represents quarterly e-commerce sales data in the U.S. for Quarter 4, 1999 to Quarter 4, 2019. Month 1=Q1, Month 4=Q2, Month 7=Q3, Month 10 = Q4. Run a regression forecasting sales for all 4 quarters in 2020. Print your regression results in a new tab. Rename that tab Answer Q4. In that cells below your regression results, forecast sales for Q1:2020, Q2:2020, Q3:2020, and Q4:2020. Round all answers to the nearest dollar in Excel and put a comma in so I can read it easier (do not round by hand or put the comma in by hand– set up excel to do the rounding and the comma for you).
IT IS NOT LETTING ME POST CORRECTLY, THE COLUMN OF 5553 IS FOR Q1, THE 6059 FOR Q2, THE 6892 FOR Q3 AND THE 5241 FOR Q4
Year | Years since 1999 (X) | Q1 | Q2 | Q3 | Q4 | |
1999 | 0 | 5241 | ||||
2000 | 1 | 5553 | 6059 | 6892 | 9104 | |
2001 | 2 | 7923 | 7816 | 7737 | 10784 | |
2002 | 3 | 9621 | 10076 | 10760 | 14166 | |
2003 | 4 | 12358 | 12973 | 13909 | 17915 | |
2004 | 5 | 16201 | 16502 | 17371 | 22523 | |
2005 | 6 | 20142 | 20953 | 22171 | 28121 | |
2006 | 7 | 25490 | 25817 | 26892 | 35135 | |
2007 | 8 | 30403 | 31589 | 32352 | 42126 | |
2008 | 9 | 34270 | 34260 | 33486 | 39576 | |
2009 | 10 | 32284 | 32924 | 34494 | 45805 | |
2010 | 11 | 37059 | 38467 | 40075 | 54320 | |
2011 | 12 | 44243 | 45426 | 46159 | 64435 | |
2012 | 13 | 51722 | 52542 | 53832 | 73827 | |
2013 | 14 | 58355 | 60181 | 61344 | 83766 | |
2014 | 15 | 66148 | 69715 | 71331 | 95830 | |
2015 | 16 | 75918 | 79916 | 81769 | 109362 | |
2016 | 17 | 86811 | 91969 | 93830 | 124697 | |
2017 | 18 | 99805 | 107094 | 108905 | 145230 | |
2018 | 19 | 115602 | 122934 | 124214 | 160894 | |
2019 | 20 | 129015 | 139647 | 145833 | 187252 |
PLEASE EXPLAIN STEP BY STEP AND PUT EXCEL FORMULAS! THANK YOU
The answer is:
Forecast | 124027 | 82 |
Forecast | 125736 | 83 |
Forecast | 127446 | 84 |
Forecast | 129155 | 85 |
The analysis is:
The formulas are:
To get answers:
The formulas are:
The output is:
Data | Forecasts and Error Analysis | |||||||
Period | Demand (y) | Period(x) | Forecast | Error | Absolute | Squared | Abs Pct Err | |
Period 1 | 5241 | 1 | -14434.9 | 19675.88 | 19675.88 | 3.87E+08 | 375.42% | |
Period 2 | 5553 | 2 | -12725.5 | 18278.47 | 18278.47 | 3.34E+08 | 329.16% | |
Period 3 | 6059 | 3 | -11016.1 | 17075.06 | 17075.06 | 2.92E+08 | 281.81% | |
Period 4 | 6892 | 4 | -9306.66 | 16198.66 | 16198.66 | 2.62E+08 | 235.04% | |
Period 5 | 9104 | 5 | -7597.25 | 16701.25 | 16701.25 | 2.79E+08 | 183.45% | |
Period 6 | 7923 | 6 | -5887.85 | 13810.85 | 13810.85 | 1.91E+08 | 174.31% | |
Period 7 | 7816 | 7 | -4178.44 | 11994.44 | 11994.44 | 1.44E+08 | 153.46% | |
Period 8 | 7737 | 8 | -2469.04 | 10206.04 | 10206.04 | 1.04E+08 | 131.91% | |
Period 9 | 10784 | 9 | -759.634 | 11543.63 | 11543.63 | 1.33E+08 | 107.04% | |
Period 10 | 9621 | 10 | 949.7716 | 8671.228 | 8671.228 | 75190202 | 90.13% | |
Period 11 | 10076 | 11 | 2659.177 | 7416.823 | 7416.823 | 55009266 | 73.61% | |
Period 12 | 10760 | 12 | 4368.582 | 6391.418 | 6391.418 | 40850223 | 59.40% | |
Period 13 | 14166 | 13 | 6077.987 | 8088.013 | 8088.013 | 65415950 | 57.09% | |
Period 14 | 12358 | 14 | 7787.392 | 4570.608 | 4570.608 | 20890453 | 36.99% | |
Period 15 | 12973 | 15 | 9496.798 | 3476.202 | 3476.202 | 12083982 | 26.80% | |
Period 16 | 13909 | 16 | 11206.2 | 2702.797 | 2702.797 | 7305112 | 19.43% | |
Period 17 | 17915 | 17 | 12915.61 | 4999.392 | 4999.392 | 24993919 | 27.91% | |
Period 18 | 16201 | 18 | 14625.01 | 1575.987 | 1575.987 | 2483734 | 09.73% | |
Period 19 | 16502 | 19 | 16334.42 | 167.5814 | 167.5814 | 28083.54 | 01.02% | |
Period 20 | 17371 | 20 | 18043.82 | -672.824 | 672.8238 | 452691.8 | 03.87% | |
Period 21 | 22523 | 21 | 19753.23 | 2769.771 | 2769.771 | 7671631 | 12.30% | |
Period 22 | 20142 | 22 | 21462.63 | -1320.63 | 1320.634 | 1744075 | 06.56% | |
Period 23 | 20953 | 23 | 23172.04 | -2219.04 | 2219.039 | 4924136 | 10.59% | |
Period 24 | 22171 | 24 | 24881.44 | -2710.44 | 2710.445 | 7346510 | 12.23% | |
Period 25 | 28121 | 25 | 26590.85 | 1530.15 | 1530.15 | 2341359 | 05.44% | |
Period 26 | 25490 | 26 | 28300.26 | -2810.26 | 2810.255 | 7897534 | 11.02% | |
Period 27 | 25817 | 27 | 30009.66 | -4192.66 | 4192.66 | 17578400 | 16.24% | |
Period 28 | 26892 | 28 | 31719.07 | -4827.07 | 4827.066 | 23300561 | 17.95% | |
Period 29 | 35135 | 29 | 33428.47 | 1706.529 | 1706.529 | 2912242 | 04.86% | |
Period 30 | 30403 | 30 | 35137.88 | -4734.88 | 4734.876 | 22419050 | 15.57% | |
Period 31 | 31589 | 31 | 36847.28 | -5258.28 | 5258.281 | 27649521 | 16.65% | |
Period 32 | 32352 | 32 | 38556.69 | -6204.69 | 6204.686 | 38498133 | 19.18% | |
Period 33 | 42126 | 33 | 40266.09 | 1859.908 | 1859.908 | 3459259 | 04.42% | |
Period 34 | 34270 | 34 | 41975.5 | -7705.5 | 7705.497 | 59374681 | 22.48% | |
Period 35 | 34260 | 35 | 43684.9 | -9424.9 | 9424.902 | 88828778 | 27.51% | |
Period 36 | 33486 | 36 | 45394.31 | -11908.3 | 11908.31 | 1.42E+08 | 35.56% | |
Period 37 | 39576 | 37 | 47103.71 | -7527.71 | 7527.712 | 56666455 | 19.02% | |
Period 38 | 32284 | 38 | 48813.12 | -16529.1 | 16529.12 | 2.73E+08 | 51.20% | |
Period 39 | 32924 | 39 | 50522.52 | -17598.5 | 17598.52 | 3.1E+08 | 53.45% | |
Period 40 | 34494 | 40 | 52231.93 | -17737.9 | 17737.93 | 3.15E+08 | 51.42% | |
Period 41 | 45805 | 41 | 53941.33 | -8136.33 | 8136.333 | 66199920 | 17.76% | |
Period 42 | 37059 | 42 | 55650.74 | -18591.7 | 18591.74 | 3.46E+08 | 50.17% | |
Period 43 | 38467 | 43 | 57360.14 | -18893.1 | 18893.14 | 3.57E+08 | 49.12% | |
Period 44 | 40075 | 44 | 59069.55 | -18994.5 | 18994.55 | 3.61E+08 | 47.40% | |
Period 45 | 54320 | 45 | 60778.95 | -6458.95 | 6458.954 | 41718089 | 11.89% | |
Period 46 | 44243 | 46 | 62488.36 | -18245.4 | 18245.36 | 3.33E+08 | 41.24% | |
Period 47 | 45426 | 47 | 64197.76 | -18771.8 | 18771.76 | 3.52E+08 | 41.32% | |
Period 48 | 46159 | 48 | 65907.17 | -19748.2 | 19748.17 | 3.9E+08 | 42.78% | |
Period 49 | 64435 | 49 | 67616.58 | -3181.58 | 3181.575 | 10122420 | 04.94% | |
Period 50 | 51722 | 50 | 69325.98 | -17604 | 17603.98 | 3.1E+08 | 34.04% | |
Period 51 | 52542 | 51 | 71035.39 | -18493.4 | 18493.39 | 3.42E+08 | 35.20% | |
Period 52 | 53832 | 52 | 72744.79 | -18912.8 | 18912.79 | 3.58E+08 | 35.13% | |
Period 53 | 73827 | 53 | 74454.2 | -627.196 | 627.1959 | 393374.7 | 00.85% | |
Period 54 | 58355 | 54 | 76163.6 | -17808.6 | 17808.6 | 3.17E+08 | 30.52% | |
Period 55 | 60181 | 55 | 77873.01 | -17692 | 17692.01 | 3.13E+08 | 29.40% | |
Period 56 | 61344 | 56 | 79582.41 | -18238.4 | 18238.41 | 3.33E+08 | 29.73% | |
Period 57 | 83766 | 57 | 81291.82 | 2474.183 | 2474.183 | 6121582 | 02.95% | |
Period 58 | 66148 | 58 | 83001.22 | -16853.2 | 16853.22 | 2.84E+08 | 25.48% | |
Period 59 | 69715 | 59 | 84710.63 | -14995.6 | 14995.63 | 2.25E+08 | 21.51% | |
Period 60 | 71331 | 60 | 86420.03 | -15089 | 15089.03 | 2.28E+08 | 21.15% | |
Period 61 | 95830 | 61 | 88129.44 | 7700.562 | 7700.562 | 59298660 | 08.04% | |
Period 62 | 75918 | 62 | 89838.84 | -13920.8 | 13920.84 | 1.94E+08 | 18.34% | |
Period 63 | 79916 | 63 | 91548.25 | -11632.2 | 11632.25 | 1.35E+08 | 14.56% | |
Period 64 | 81769 | 64 | 93257.65 | -11488.7 | 11488.65 | 1.32E+08 | 14.05% | |
Period 65 | 109362 | 65 | 94967.06 | 14394.94 | 14394.94 | 2.07E+08 | 13.16% | |
Period 66 | 86811 | 66 | 96676.46 | -9865.46 | 9865.464 | 97327375 | 11.36% | |
Period 67 | 91969 | 67 | 98385.87 | -6416.87 | 6416.869 | 41176207 | 06.98% | |
Period 68 | 93830 | 68 | 100095.3 | -6265.27 | 6265.274 | 39253661 | 06.68% | |
Period 69 | 124697 | 69 | 101804.7 | 22892.32 | 22892.32 | 5.24E+08 | 18.36% | |
Period 70 | 99805 | 70 | 103514.1 | -3709.08 | 3709.085 | 13757309 | 03.72% | |
Period 71 | 107094 | 71 | 105223.5 | 1870.51 | 1870.51 | 3498808 | 01.75% | |
Period 72 | 108905 | 72 | 106932.9 | 1972.105 | 1972.105 | 3889198 | 01.81% | |
Period 73 | 145230 | 73 | 108642.3 | 36587.7 | 36587.7 | 1.34E+09 | 25.19% | |
Period 74 | 115602 | 74 | 110351.7 | 5250.295 | 5250.295 | 27565592 | 04.54% | |
Period 75 | 122934 | 75 | 112061.1 | 10872.89 | 10872.89 | 1.18E+08 | 08.84% | |
Period 76 | 124214 | 76 | 113770.5 | 10443.48 | 10443.48 | 1.09E+08 | 08.41% | |
Period 77 | 160894 | 77 | 115479.9 | 45414.08 | 45414.08 | 2.06E+09 | 28.23% | |
Period 78 | 129015 | 78 | 117189.3 | 11825.67 | 11825.67 | 1.4E+08 | 09.17% | |
Period 79 | 139647 | 79 | 118898.7 | 20748.27 | 20748.27 | 4.3E+08 | 14.86% | |
Period 80 | 145833 | 80 | 120608.1 | 25224.86 | 25224.86 | 6.36E+08 | 17.30% | |
Period 81 | 187252 | 81 | 122317.5 | 64934.46 | 64934.46 | 4.22E+09 | 34.68% | |
Total | 2.91E-10 | 948034.1 | 1.93E+10 | 3633.81% | ||||
Intercept | -16144.281 | Average | 3.59E-12 | 11704.12 | 2.39E+08 | 44.86% | ||
Slope | 1709.40522 | Bias | MAD | MSE | MAPE | |||
SE | 15648.29 | |||||||
Forecast | 124027 | 82 | ||||||
Forecast | 125736 | 83 | Correlation | 0.932705 | ||||
Forecast | 127446 | 84 | Coefficient of determination | 0.869938 | ||||
Forecast | 129155 | 85 |