Exercise 7-1: ABC Corporation
Sales Year 1 Year 2 Year 3 Year 4 Year 5
JAN 2000 3000 2000 5000 5000 p = 12 (even)
FEB 3000 4000 5000 4000 2000
MAR 3000 3000 5000 4000 3000
APR 3000 5000 3000 2000 2000
MAY 4000 5000 4000 5000 7000
JUN 6000 8000 6000 7000 6000
JUL 7000 3000 7000 10000 8000
AUG 6000 8000 10000 14000 10000
SEP 10000 12000 15000 16000 20000
OCT 12000 12000 15000 16000 20000
NOV 14000 16000 18000 20000 22000
DEC 8000 10000 8000 12000 8000
Total =SUM(C4:C15) =SUM(D4:D15) =SUM(E4:E15) =SUM(F4:F15) =SUM(G4:G15)
Static Method for Forecasting
Year Month Period Demand DtDeseasonalized Demand Dt
Seasonal Factor StForecast EtAtBias MSE MAD Percent Error MAPE TS
Year 1 JAN 1 2000 =$T$52+C21*$T$53 =D21/F21
=H21-D21 =ABS(J21) =SUM($J$21:J21) =SUMSQ($J$21:J21)/C21
FEB 2 3000 =$T$52+C22*$T$53 =D22/F22
=H22-D22 =ABS(J22) =SUM($J$21:J22) =SUMSQ($J$21:J22)/C22
MAR 3 3000 =$T$52+C23*$T$53 =D23/F23
=H23-D23 =ABS(J23) =SUM($J$21:J23) =SUMSQ($J$21:J23)/C23
APR 43000 =$T$52+C24*$T$53 =D24/F24
=H24-D24 =ABS(J24) =SUM($J$21:J24) =SUMSQ($J$21:J24)/C24
MAY 5 4000 =$T$52+C25*$T$53 =D25/F25
=H25-D25 =ABS(J25) =SUM($J$21:J25) =SUMSQ($J$21:J25)/C25
JUN 6 6000 =$T$52+C26*$T$53 =D26/F26
=H26-D26 =ABS(J26) =SUM($J$21:J26) =SUMSQ($J$21:J26)/C26
=(D21+D33+2*SUM(D22:D32))/(2*12)
=$T$52+C27*$T$53 =D27/F27
=H27-D27 =ABS(J27) =SUM($J$21:J27) =SUMSQ($J$21:J27)/C27
=(D22+D34+2*SUM(D23:D33))/(2*12)
=$T$52+C28*$T$53 =D28/F28
=H28-D28 =ABS(J28) =SUM($J$21:J28) =SUMSQ($J$21:J28)/C28
=(D23+D35+2*SUM(D24:D34))/(2*12)
=$T$52+C29*$T$53 =D29/F29
=H29-D29 =ABS(J29) =SUM($J$21:J29) =SUMSQ($J$21:J29)/C29
=(D24+D36+2*SUM(D25:D35))/(2*12)
=$T$52+C30*$T$53 =D30/F30
=H30-D30 =ABS(J30) =SUM($J$21:J30) =SUMSQ($J$21:J30)/C30
=(D25+D37+2*SUM(D26:D36))/(2*12)
=$T$52+C31*$T$53 =D31/F31
=H31-D31 =ABS(J31) =SUM($J$21:J31) =SUMSQ($J$21:J31)/C31
=(D26+D38+2*SUM(D27:D37))/(2*12)
=$T$52+C32*$T$53 =D32/F32
=H32-D32 =ABS(J32) =SUM($J$21:J32) =SUMSQ($J$21:J32)/C32
=(D27+D39+2*SUM(D28:D38))/(2*12)
=$T$52+C33*$T$53 =D33/F33
=H33-D33 =ABS(J33) =SUM($J$21:J33) =SUMSQ($J$21:J33)/C33
=(D28+D40+2*SUM(D29:D39))/(2*12)
=$T$52+C34*$T$53 =D34/F34
=H34-D34 =ABS(J34) =SUM($J$21:J34) =SUMSQ($J$21:J34)/C34
=(D29+D41+2*SUM(D30:D40))/(2*12)
=$T$52+C35*$T$53 =D35/F35
=H35-D35 =ABS(J35) =SUM($J$21:J35) =SUMSQ($J$21:J35)/C35
Deseasonalized Demand Regression
APR 16 5000
=(D30+D42+2*SUM(D31:D41))/(2*12)
=$T$52+C36*$T$53 =D36/F36
=H36-D36 =ABS(J36) =SUM($J$21:J36) =SUMSQ($J$21:J36)/C36
SUMMARY OUTPUT
MAY 17 5000
=(D31+D43+2*SUM(D32:D42))/(2*12)
=$T$52+C37*$T$53 =D37/F37
=H37-D37 =ABS(J37) =SUM($J$21:J37) =SUMSQ($J$21:J37)/C37
=(D32+D44+2*SUM(D33:D43))/(2*12)
=$T$52+C38*$T$53 =D38/F38
=H38-D38 =ABS(J38) =SUM($J$21:J38) =SUMSQ($J$21:J38)/C38
Regression Statistics
JUL 19 3000
=(D33+D45+2*SUM(D34:D44))/(2*12)
=$T$52+C39*$T$53 =D39/F39
=H39-D39 =ABS(J39) =SUM($J$21:J39) =SUMSQ($J$21:J39)/C39
Multiple R 0.974925619273633
AUG 20 8000
=(D34+D46+2*SUM(D35:D45))/(2*12)
=$T$52+C40*$T$53 =D40/F40
=H40-D40 =ABS(J40) =SUM($J$21:J40) =SUMSQ($J$21:J40)/C40
R Square 0.950479963116077
SEP 21 12000
=(D35+D47+2*SUM(D36:D46))/(2*12)
=$T$52+C41*$T$53 =D41/F41
=H41-D41 =ABS(J41) =SUM($J$21:J41) =SUMSQ($J$21:J41)/C41
Adjusted R Square 0.949403440575122
OCT 22 12000
=(D36+D48+2*SUM(D37:D47))/(2*12)
=$T$52+C42*$T$53 =D42/F42
=H42-D42 =ABS(J42) =SUM($J$21:J42) =SUMSQ($J$21:J42)/C42
Standard Error 226.901471550744
NOV 23 16000
=(D37+D49+2*SUM(D38:D48))/(2*12)
=$T$52+C43*$T$53 =D43/F43
=H43-D43 =ABS(J43) =SUM($J$21:J43) =SUMSQ($J$21:J43)/C43
Observations 48
DEC 24 10000
=(D38+D50+2*SUM(D39:D49))/(2*12)
=$T$52+C44*$T$53 =D44/F44
=H44-D44 =ABS(J44) =SUM($J$21:J44) =SUMSQ($J$21:J44)/C44
=(D39+D51+2*SUM(D40:D50))/(2*12)
=$T$52+C45*$T$53 =D45/F45
=H45-D45 =ABS(J45) =SUM($J$21:J45) =SUMSQ($J$21:J45)/C45
=(D40+D52+2*SUM(D41:D51))/(2*12)
=$T$52+C46*$T$53 =D46/F46
=H46-D46 =ABS(J46) =SUM($J$21:J46) =SUMSQ($J$21:J46)/C46
df SS MS F Significance F
MAR 27 5000
=(D41+D53+2*SUM(D42:D52))/(2*12)
=$T$52+C47*$T$53 =D47/F47
=H47-D47 =ABS(J47) =SUM($J$21:J47) =SUMSQ($J$21:J47)/C47
Regression 1 45456339.8303692 45456339.8303692 882.916917162753
=(D42+D54+2*SUM(D43:D53))/(2*12)
=$T$52+C48*$T$53 =D48/F48
=H48-D48 =ABS(J48) =SUM($J$21:J48) =SUMSQ($J$21:J48)/C48
Residual 46 2368276.77842709 51484.2777918933
MAY 29 4000
=(D43+D55+2*SUM(D44:D54))/(2*12)
=$T$52+C49*$T$53 =D49/F49
=H49-D49 =ABS(J49) =SUM($J$21:J49) =SUMSQ($J$21:J49)/C49
Total 47 47824616.6087963
JUN 30 6000
=(D44+D56+2*SUM(D45:D55))/(2*12)
=$T$52+C50*$T$53 =D50/F50
=H50-D50 =ABS(J50) =SUM($J$21:J50) =SUMSQ($J$21:J50)/C50
=(D45+D57+2*SUM(D46:D56))/(2*12)
=$T$52+C51*$T$53 =D51/F51
=H51-D51 =ABS(J51) =SUM($J$21:J51) =SUMSQ($J$21:J51)/C51
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
AUG 32 10000
=(D46+D58+2*SUM(D47:D57))/(2*12)
=$T$52+C52*$T$53 =D52/F52
=H52-D52 =ABS(J52) =SUM($J$21:J52) =SUMSQ($J$21:J52)/C52
Intercept 5997.26051768224 79.19340747569 75.7292899604455
5837.85260875478 6156.6684266097 5837.85260875478 6156.6684266097
SEP 33 15000
=(D47+D59+2*SUM(D48:D58))/(2*12)
=$T$52+C53*$T$53 =D53/F53
=H53-D53 =ABS(J53) =SUM($J$21:J53) =SUMSQ($J$21:J53)/C53
X Variable 1 70.2457844840067 2.36407008704351 29.7139179032783
65.4871627609897 75.0044062070237 65.4871627609897 75.0044062070237
OCT 34 15000
=(D48+D60+2*SUM(D49:D59))/(2*12)
=$T$52+C54*$T$53 =D54/F54
=H54-D54 =ABS(J54) =SUM($J$21:J54) =SUMSQ($J$21:J54)/C54
=(D49+D61+2*SUM(D50:D60))/(2*12)
=$T$52+C55*$T$53 =D55/F55
=H55-D55 =ABS(J55) =SUM($J$21:J55) =SUMSQ($J$21:J55)/C55
=(D50+D62+2*SUM(D51:D61))/(2*12)
=$T$52+C56*$T$53 =D56/F56
=H56-D56 =ABS(J56) =SUM($J$21:J56) =SUMSQ($J$21:J56)/C56
Seasonal Factors
Year 4 JAN 37 5000
=(D51+D63+2*SUM(D52:D62))/(2*12)
=$T$52+C57*$T$53 =D57/F57
=H57-D57 =ABS(J57) =SUM($J$21:J57) =SUMSQ($J$21:J57)/C57
Average of Seasonal Factor St
FEB 38 4000
=(D52+D64+2*SUM(D53:D63))/(2*12)
=$T$52+C58*$T$53 =D58/F58
=H58-D58 =ABS(J58) =SUM($J$21:J58) =SUMSQ($J$21:J58)/C58
=(D53+D65+2*SUM(D54:D64))/(2*12)
=$T$52+C59*$T$53 =D59/F59
=H59-D59 =ABS(J59) =SUM($J$21:J59) =SUMSQ($J$21:J59)/C59
JAN 0.426608526754276
APR 40 2000
=(D54+D66+2*SUM(D55:D65))/(2*12)
=$T$52+C60*$T$53 =D60/F60
=H60-D60 =ABS(J60) =SUM($J$21:J60) =SUMSQ($J$21:J60)/C60
FEB 0.474546264505078
MAY 41 5000
=(D55+D67+2*SUM(D56:D66))/(2*12)
=$T$52+C61*$T$53 =D61/F61
=H61-D61 =ABS(J61) =SUM($J$21:J61) =SUMSQ($J$21:J61)/C61
MAR 0.462622654498944
JUN 42 7000
=(D56+D68+2*SUM(D57:D67))/(2*12)
=$T$52+C62*$T$53 =D62/F62
=H62-D62 =ABS(J62) =SUM($J$21:J62) =SUMSQ($J$21:J62)/C62
APR 0.398200257435726
JUL 43 10000
=(D57+D69+2*SUM(D58:D68))/(2*12)
=$T$52+C63*$T$53 =D63/F63
=H63-D63 =ABS(J63) =SUM($J$21:J63) =SUMSQ($J$21:J63)/C63
MAY 0.621315499102455
AUG 44 14000
=(D58+D70+2*SUM(D59:D69))/(2*12)
=$T$52+C64*$T$53 =D64/F64
=H64-D64 =ABS(J64) =SUM($J$21:J64) =SUMSQ($J$21:J64)/C64
JUN 0.834384917835114
SEP 45 16000
=(D59+D71+2*SUM(D60:D70))/(2*12)
=$T$52+C65*$T$53 =D65/F65
=H65-D65 =ABS(J65) =SUM($J$21:J65) =SUMSQ($J$21:J65)/C65
JUL 0.852882394306724
OCT 46 16000
=(D60+D72+2*SUM(D61:D71))/(2*12)
=$T$52+C66*$T$53 =D66/F66
=H66-D66 =ABS(J66) =SUM($J$21:J66) =SUMSQ($J$21:J66)/C66
AUG 1.15115374207231
NOV 47 20000
=(D61+D73+2*SUM(D62:D72))/(2*12)
=$T$52+C67*$T$53 =D67/F67
=H67-D67 =ABS(J67) =SUM($J$21:J67) =SUMSQ($J$21:J67)/C67
SEP 1.73299998783266
DEC 48 12000
=(D62+D74+2*SUM(D63:D73))/(2*12)
=$T$52+C68*$T$53 =D68/F68
=H68-D68 =ABS(J68) =SUM($J$21:J68) =SUMSQ($J$21:J68)/C68
OCT 1.77807831928623
Year 5 JAN 49 5000
=(D63+D75+2*SUM(D64:D74))/(2*12)
=$T$52+C69*$T$53 =D69/F69
=H69-D69 =ABS(J69) =SUM($J$21:J69) =SUMSQ($J$21:J69)/C69
NOV 2.12368220128937
FEB 50 2000
=(D64+D76+2*SUM(D65:D75))/(2*12)
=$T$52+C70*$T$53 =D70/F70
=H70-D70 =ABS(J70) =SUM($J$21:J70) =SUMSQ($J$21:J70)/C70
DEC 1.09472006496758
MAR 51 3000
=(D65+D77+2*SUM(D66:D76))/(2*12)
=$T$52+C71*$T$53 =D71/F71
=H71-D71 =ABS(J71) =SUM($J$21:J71) =SUMSQ($J$21:J71)/C71
=(D66+D78+2*SUM(D67:D77))/(2*12)
=$T$52+C72*$T$53 =D72/F72
=H72-D72 =ABS(J72) =SUM($J$21:J72) =SUMSQ($J$21:J72)/C72
=(D67+D79+2*SUM(D68:D78))/(2*12)
=$T$52+C73*$T$53 =D73/F73
=H73-D73 =ABS(J73) =SUM($J$21:J73) =SUMSQ($J$21:J73)/C73
=(D68+D80+2*SUM(D69:D79))/(2*12)
=$T$52+C74*$T$53 =D74/F74
=H74-D74 =ABS(J74) =SUM($J$21:J74) =SUMSQ($J$21:J74)/C74
JUL 55 8000 =$T$52+C75*$T$53 =D75/F75
=H75-D75 =ABS(J75) =SUM($J$21:J75) =SUMSQ($J$21:J75)/C75
AUG 56 10000 =$T$52+C76*$T$53 =D76/F76
=H76-D76 =ABS(J76) =SUM($J$21:J76) =SUMSQ($J$21:J76)/C76
SEP 57 20000 =$T$52+C77*$T$53 =D77/F77
=H77-D77 =ABS(J77) =SUM($J$21:J77) =SUMSQ($J$21:J77)/C77
OCT 58 20000 =$T$52+C78*$T$53 =D78/F78
=H78-D78 =ABS(J78) =SUM($J$21:J78) =SUMSQ($J$21:J78)/C78
NOV 59 22000 =$T$52+C79*$T$53 =D79/F79
=H79-D79 =ABS(J79) =SUM($J$21:J79) =SUMSQ($J$21:J79)/C79
DEC 60 8000 =$T$52+C80*$T$53 =D80/F80
=H80-D80 =ABS(J80) =SUM($J$21:J80) =SUMSQ($J$21:J80)/C80
Estimate of standard deviation of forecast error:
–
5,000
10,000
15,000
20,000
25,000
Sales
Month
Monthly Demand ABC Corporation
(7,000)
(6,000)
(5,000)
(4,000)
(3,000)
(2,000)
(1,000)
–
1,000
2,000
3,000
1 4 7 10 13 16 19 22 25 28 31 34 37 40 43 46 49 52 55 58
Bias
Period
Bias