ࡱ> a Xjbjb11 [[<DDDD\U\U\U8U\UDj<@Y*["L[L[L[_\_\_\ujwjwjwjwjwjwj,:lRnj_\[\_\_\_\j\DDL[L[j\\\_\XD8L[L[uj\LhDDDD_\uj\\|\4Y ,QN\U\:\\ j0j\*o\*o\\D<?d?Practice Problems: Chapter 4, Forecasting Problem 1: Auto sales at Carmens Chevrolet are shown below. Develop a 3-week moving average. WeekAuto Sales18210394115106137- Problem 2: Carmens decides to forecast auto sales by weighting the three weeks as follows: Weights AppliedPeriod3Last week2Twoweeks ago1Three weeks ago6TotalProblem 3: A firm uses simple exponential smoothing with  EMBED Equation  to forecast demand. The forecast for the week of January 1 was 500 units whereas the actual demand turned out to be 450 units. Calculate the demand forecast for the week of January 8. Problem 4: Exponential smoothing is used to forecast automobile battery sales. Two value of  EMBED Equation  are examined,  EMBED Equation  and  EMBED Equation  Evaluate the accuracy of each smoothing constant. Which is preferable? (Assume the forecast for January was 22 batteries.) Actual sales are given below: MonthActual Battery SalesForecastJanuary2022February21March15April14May13June16 Problem 5: Use the sales data given below to determine: (a) the least squares trend line, and (b) the predicted value for 2008 sales. YearSales (Units)2001100200211020031222004130200513920061522007164 To minimize computations, transform the value of x (time) to simpler numbers. In this case, designate year 2001 as year 1, 2002 as year 2, etc. Problem 6: Given the forecast demand and actual demand for 10-foot fishing boats, compute the tracking signal and MAD. YearForecast DemandActual Demand1787127580383101484845886068573 Problem: 7 Over the past year Meredith and Smunt Manufacturing had annual sales of 10,000 portable water pumps. The average quarterly sales for the past 5 years have averaged: spring 4,000, summer 3,000, fall 2,000 and winter 1,000. Compute the quarterly index. Problem: 8 Using the data in Problem 7, Meredith and Smunt Manufacturing expects sales of pumps to grow by 10% next year. Compute next years sales and the sales for each quarter. ANSWERS: Problem 1:  EMBED Equation  WeekAuto SalesThree-Week Moving Average1821039411(8 + 9 + 10) / 3 = 9510(10 + 9 + 11) / 3 = 10613(9 + 11 + 10) / 3 = 107-(11 + 10 + 13) / 3 = 11 1/3 Problem 2:  EMBED Equation  WeekAuto SalesThree-Week Moving Average1821039411[(3*9) + (2*10) + (1*8)] / 6 = 9 1/6510[(3*11) + (2*9) + (1*10)] / 6 = 10 1/6613[(3*10) + (2*11) + (1*9)] / 6 = 10 1/67-[(3*13) + (2*10) + (1*11)] / 6 = 11 2/3 Problem 3:  EMBED Equation  Problem 4: MonthActual Battery SalesRounded Forecast with a =0.8Absolute Deviation with a =0.8Rounded Forecast with a =0.5Absolute Deviation with a =0.5January20222222February21201210March15216216April14162184May13141163June16133151Sum = 1516  INCLUDEPICTURE "E:\\html\\pracprobs\\images\\Imagea4.gif" \* MERGEFORMATINET 2.52.75SE3.74.1 On the basis of this analysis, a smoothing constant of a = 0.8 is preferred to that of a =0.5 because it has a smaller MAD. Problem 5: YearTime Period (X)Sales (Units) (Y)X2XY20011100110020022110422020033122936620044130165202005513925695200661523691220077164491148S X = 28S Y =917S X2=140S XY = 3961  EMBED Equation   EMBED Equation   EMBED Equation   EMBED Equation  Therefore, the least squares trend equation is:  EMBED Equation  To project demand in 2008, we denote the year 2008 as  EMBED Equation  and: Sales in 2008 = 89.16 + 10.46 * 8 = 172.84 Problem 6: YearForecast DemandActual DemandErrorRSFE17871-7-7275805-238310118164848401658860-28-1268573-12-24  EMBED Equation  YearForecast DemandActual Demand|Forecast Error|Cumulative ErrorMADTracking Signal17871777.0-1.0275805126.0-0.3383101183010.0+1.6484840307.5+2.158860285811.6-1.068573127011.7-2.1  EMBED Equation  Problem 7: Sales of 10,000 units annually divided equally over the 4 seasons is  EMBED Equation  and the seasonal index for each quarter is: spring  EMBED Equation  summer  EMBED Equation  fall  EMBED Equation  winter  EMBED Equation  Problem 8: Next years sales should be 11,000 pumps  EMBED Equation  Sales for each quarter should be 1/4 of the annual sales  EMBED Equation  the quarterly index.  EMBED Equation   EMBED Equation   EMBED Equation   EMBED Equation  PAGE  PAGE 7 *+5-.56BCRSefnoyw jQ h eGCJEHU j`rA h eGUVmHnHujTh eGCJEHU j1rA h eGUVmHnHujh eGCJUh eGOJQJ^Jh eG5OJQJ\^J h eG5CJ h eGCJh eG8*+6qxkd$$IfK0s  0634Kab$Ifl x <UWww$Ifl xkd$$IfK0s  0634Kabww$Ifl xkdH$$IfK0s  0634Kabww$Ifl xkd$$IfK0s  0634Kabww$Ifl xkd$$IfK0s  0634Kabww$Ifl xkd4$$IfK0s  0634Kabww$Ifl xkd$$IfK0s  0634Kab.5ss$Ifl xxkd|$$IfK0s  0634Kab568Bww$Ifl xkd $$IfK0!   0 634KabBCERww$Ifl xkd$$IfK0!   0 634KabRSUeww$Ifl xkdh$$IfK0!   0 634Kabefhnww$Ifl xkd $$IfK0!   0 634Kabnozvw sss$Ifl xxkd$$IfK0!   0 634Kab   # $ % &          " # $ % - . / 0 1 < ¶өӊө h eG5CJh eGCJPJaJh eGh eGOJQJ^Jh eG5OJQJ\^Jjh eGCJEHU jrA h eGUVmHnHu h eGCJjh eGCJUj h eGCJEHU jyrA h eGUVmHnHu6 rbbb$Ifl kd$$IfKF 0^ 6    34Kab   rbbR$Ifl $Ifl kd$$IfKF 0^ 6    34Kab    rbbR$Ifl $Ifl kd>$$IfKF 0^ 6    34Kab      rbbR$Ifl $Ifl kd$$IfKF 0^ 6    34Kab    " $ rbbR$Ifl $Ifl kd$$IfKF 0^ 6    34Kab $ % * - / rbbR$Ifl $Ifl kdl$$IfKF 0^ 6    34Kab / 0 1 = rnnn^^$Ifl xkd&$$IfKF 0^ 6    34Kab  ww$Ifl xkd$$IfK0` 0T634Kab ww$Ifl xkd$$IfK0` 0T634Kab ww$Ifl xkd8$$IfK0` 0T634Kab ww$Ifl xkd$$IfK0` 0T634Kab ww$Ifl xkd$$IfK0` 0T634Kab      ! 0 1 > ? @ H I Q R [ \ d e m n v w  4=?IJK\]^_`deop촨h eGCJPJaJj#h eGCJEHU jġrA h eGUVmHnHujh eGCJUh h eGCJh eG5OJQJ\^J h eG5CJ h eGCJh eGOJQJ^Jh eG>   ww$Ifl xkd<$$IfK0` 0T634Kab   ww$Ifl xkd$$IfK0` 0T634Kab    ! 1 ? sss$Ifl xxkd$$IfK0` 0T634Kab ? @ B E H rbbb$Ifl kd@$$IfKF\ :0B 6    34Kab H I K N Q rbbb$Ifl kd$$IfKF\ :0B 6    34Kab Q R T W [ rbbb$Ifl kd$$IfKF\ :0B 6    34Kab [ \ ^ a d rbbb$Ifl kd $$IfKF\ :0B 6    34Kab d e g j m rbbb$Ifl kdH!$$IfKF\ :0B 6    34Kab m n p s v rbbb$Ifl kd "$$IfKF\ :0B 6    34Kab v w x ~  34>?Jrnnnnnnngnn$xa$xkd"$$IfKF\ :0B 6    34Kab  J`ep^N$Ifl kd'$$IfKF,x 06    34Kab $Ifl xrbbR$Ifl $Ifl kd_($$IfKF,x 06    34Kab rbbR$Ifl $Ifl kd!)$$IfKF,x 06    34Kab $%&789:;?@JKdefjklmrstuyz{|-.0:;<MNOP▊j7h eGCJEHU jyrA h eGUVmHnHuh eG5OJQJ\^Jj-h eGCJEHU j̢rA h eGUVmHnHujh eGCJU h eG5CJ h eGCJh eGOJQJ^Jh eGh eGCJPJaJ6rbbb$Ifl kd)$$IfKF,x 06    34Kab rbbb$Ifl kd*$$IfKF,x 06    34Kab rbbb$Ifl kdg+$$IfKF,x 06    34Kab rbbb$Ifl kd),$$IfKF,x 06    34Kab %;@Kernnnn^^^$Ifl xkd,$$IfKF,x 06    34Kab efhjlrbbR$Ifl $Ifl kd.2$$IfKFa06    34Kab lmortrbbR$Ifl $Ifl kd2$$IfKFa06    34Kab tuwy{rbbR$Ifl $Ifl kd3$$IfKFa06    34Kab {|~rbbb$Ifl kd\4$$IfKFa06    34Kab rbbb$Ifl kd5$$IfKFa06    34Kab rbbb$Ifl kd5$$IfKFa06    34Kab -rbbb$Ifl kd6$$IfKFa06    34Kab -./0;QR^drnnnnnn^$Ifl xkdD7$$IfKFa06    34Kab PR]^cdxy23FGXYklmnopqrstuvwxyz{|}ӻӻӻӻɷɷɷɷɷɷɷɷjh eGCJU h eGCJy(h eGh eG5OJQJ\^Jo(h eGOJQJ^Jh eG5OJQJ\^Jh eGCJPJaJh eG5CJ\ h eG5CJ h eGCJ@dy$Ifl 3##$Ifl kd<$$IfKֈ l("    0634Kab$Ifl 3##$Ifl kd=$$IfKֈ l("    0634Kab$Ifl %(3##$Ifl kdj>$$IfKֈ l("    0634Kab(+-02$Ifl 239<3##$Ifl kdH?$$IfKֈ l("    0634Kab<?ADF$Ifl FGKN3##$Ifl kd&@$$IfKֈ l("    0634KabNQSVX$Ifl XY^a3##$Ifl kdA$$IfKֈ l("    0634Kabadfik$Ifl klnp3##$Ifl kdA$$IfKֈ l("    0634Kabprtvx$Ifl xy{}3##$Ifl kdB$$IfKֈ l("    0634Kab}$Ifl $Ifl 3!$Ifl kdC$$IfKֈ l("    0634Kab45TU|$%8:;<DEMNPQVWѿѲײײײײיי׎יh eGH*OJQJ^Jh eGOJQJ^Jo(h eG5H*OJQJ\^Jh eG5OJQJ\^J h eG5CJ h eGCJo(h eG h eGCJh eGOJQJ^Jh eGCJPJaJjh eGCJUj|Dh eGCJU8=kdF$$IfK\l("Z    0634Kab$Ifl $Ifl {|=999xkdG$$IfK\l("Z    0634Kab$Ifl $Ifl |$Ifl xH88888$Ifl kdOH$$IfKrw & <0634KabH88888$Ifl kd%I$$IfKrw & <0634KabH88888$Ifl kdI$$IfKrw & <0634KabH88888$Ifl kdJ$$IfKrw & <0634Kab  H88888$Ifl kdK$$IfKrw & <0634Kab $H88888$Ifl kd}L$$IfKrw & <0634Kab$%*,038H88888$Ifl kdSM$$IfKrw & <0634Kab89;DMH8(($Ifl $Ifl kd)N$$IfKrw & <0634KabMVbcdz844xkdN$$IfKrw & <0634Kab$Ifl Wbcdevwxyz{촨엋zn]Qj6ah eGCJEHU j}rA h eGUVmHnHuj]h eGCJEHU jrA h eGUVmHnHujgWh eGCJEHU jگrA h eGUVmHnHujSh eGCJEHU jrA h eGUVmHnHujOh eGCJEHU jMrA h eGUVmHnHujh eGCJU h eGCJh eGh eGOJQJ^JzS$Ifl x89JKLM*+,-.23BCPQabrsvwᄡᄡjmh eGCJEHU jrA h eGUVmHnHuh eGh eGOJQJ^Jh eG5OJQJ\^J h eG5CJjdh eGCJEHU jرrA h eGUVmHnHu h eGCJjh eGCJU:H88888$Ifl kdg$$IfKr\ RL0634KabH88888$Ifl kdh$$IfKr\ RL0634KabH88888$Ifl kdei$$IfKr\ RL0634KabH88888$Ifl kdCj$$IfKr\ RL0634KabH88888$Ifl kd!k$$IfKr\ RL0634Kab H88888$Ifl kdk$$IfKr\ RL0634Kab.3CHDD44$Ifl xkdl$$IfKr\ RL0634KabCQbsw$Ifl kdpp$$IfK֞\ &R&0p634Kab$Ifl kdq$$IfK֞\ &R&0p634Kab$Ifl kdr$$IfK֞\ &R&0p634Kab+,-.0;쭡쐄sgjh eGCJEHU jkrA h eGUVmHnHuj|h eGCJEHU jCrA h eGUVmHnHujzh eGCJEHU j rA h eGUVmHnHu h eG5CJj&xh eGCJEHU jrA h eGUVmHnHujh eGCJU h eGCJh eGOJQJ^Jh eG&$Ifl kds$$IfK֞\ &R&0p634Kab$Ifl kdt$$IfK֞\ &R&0p634Kab$Ifl kdu$$IfK֞\ &R&0p634Kab  $Ifl xkd w$$IfK֞\ &R&0p634Kab/0;56A&<EFGRSTUVWX&`#$x 12346Ajk|}~ ¶ӯӞӁudXjkh eGCJEHU j#rA h eGUVmHnHujh eGCJEHU jrA h eGUVmHnHuj|h eGCJEHU jwrA h eGUVmHnHu h eG5CJj[h eGCJEHU jrA h eGUVmHnHu h eGCJjh eGCJUj=h eGCJEHU jrA h eGUVmHnHu  "#$%&'89:;<=CDEGHNOPQRWX¶ӥӏzh eG0JmHnHuh eG h eG0Jjh eG0JUjh eGCJEHU j˶rA h eGUVmHnHujh eGCJEHU jkrA h eGUVmHnHu h eGCJjh eGCJUjh eGCJEHU jQrA h eGUVmHnHu/ =!"#$%$$If!vh5m5n#vn#vm:V K065 / 34K$$If!vh5m5n#vn#vm:V K065 / 34K$$If!vh5m5n#vn#vm:V K065 / 34K$$If!vh5m5n#vn#vm:V K065 / 34K$$If!vh5m5n#vn#vm:V K065 / 34K$$If!vh5m5n#vn#vm:V K065 / 34K$$If!vh5m5n#vn#vm:V K065 / 34K$$If!vh5m5n#vn#vm:V K065 / 34K$$If!vh55#v#v:V K0 65 / 34K$$If!vh55#v#v:V K0 65 / 34K$$If!vh55#v#v:V K0 65 / 34K$$If!vh55#v#v:V K0 65 / 34K$$If!vh55#v#v:V K0 65 / 34KDdB  S A?Bg~cDkC0T; mGZ\#:~cDkFaPRxctcFDA< 10p2B0\20Շ)ăG;2U!T&dT20(tOc` $f0p2W&000330102601m`t``dLdX0c--br<f[ L 0th~a4dfeԃ04p=`PRxcdd``~ @bD"LGc21Bq3Laj`L`3p aM,,He`P@A35;a@'21W&00\ (rE"' Xu2Ʉ" !f br<e+ f1Z p C$XC4, v0o8L+KRs!6":kzQ?Ev.qͮ7iA A!Ƚxc8 Lyc`d` ,dHa wc`uS @U]**|K2B* R@1c`\pu8ق+ssXx nf|Ȱa:T70B$%%@ Ƚx]; @ VA.R", I @&G[uf(.,;#\5jJdbc_mBL9?hN]ƭ0:!u-2-я?Rxcdd``~ @bD"LGc21Bq3Laj`l`  !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~Root Entry F1Data WordDocumentObjectPool'_1098031409 FOle CompObj\ObjInfo "%&'(),/01478;>?BEFGHILOPSVWZ]`cdehklmpsvy| FMathType Equation Equation Equation9q@ a=0.1I FMathType Equation Equation Ole10NativeD_1098031456 FOle CompObj \Equation9q@ a FMathType Equation Equation Equation9qObjInfo Ole10Native D_1098031481 FOle  CompObj \ObjInfoOle10NativeD_1098031520  F@ a=0.8I FMathType Equation Equation Equation9qL a=0.5.pGpGOle CompObj\ObjInfoOle10NativeP_1098031556 FOle CompObj\ObjInfo FMathType Equation Equation Equation9q Moving average=demand in previous n periods   nX@g&.Ole10Native_1098031820" FOle  CompObj !\ FMathType Equation Equation Equation9q@ Weighted moving average=(weight for period n)(demand in period n)   weights ObjInfo!#Ole10Native$D_1098032761$ FOle *  S `F S˟  FMathType Equation Equation Equation9q F t =F t-1 +a(A t-1 -F t-1 )=500+CompObj#%+\ObjInfo&-Ole10Native._1098034509O) F0.1(450-500)=495 units FMathType Equation Equation Equation9q 2x=x   n=287=4Ole 2CompObj(*3\ObjInfo+5Ole10Native6 FMathType Equation Equation Equation9q 2y=y   n=9177=131_1098034715. FOle 9CompObj-/:\ObjInfo0<Ole10Native=_1098035162,63 FOle @CompObj24A\ FMathType Equation Equation Equation9q@ b=xy-n2x2y   x 2 -n2x 2  =3961-(7)(4)(131)140-(7)(4 2 )=29328=1ObjInfo5COle10NativeDD_10980354788 FOle J0.46 FMathType Equation Equation Equation9q a=2y-b2x=131-(10.464)=89.16CompObj79K\ObjInfo:MOle10NativeN_10980355811E= F FMathType Equation Equation Equation9q 2y =a+bx=89.16+10.46x(h(hOle QCompObj<>R\ObjInfo?TOle10NativeU_1098035672B FOle XCompObjACY\ObjInfoD[ FMathType Equation Equation Equation9q@ x=8, FMathType Equation Equation Ole10Native\D_1098035842@JG FOle ^CompObjFH_\Equation9q MAD=Forecast errorsab   n=706=11.7 FMathType Equation Equation ObjInfoIaOle10Nativeb_1098036096L FOle fCompObjKMg\ObjInfoNiOle10Nativej_1098036233;cQ FEquation9q Tracking Signal=RFSEMAD=-2411.7=2.1 MADs FMathType Equation Equation Ole nCompObjPRo\ObjInfoSqOle10NativerdEquation9q` 10,000/4=2,500 FMathType Equation Equation Equation9q_1098036291V FOle tCompObjUWu\ObjInfoXwOle10Nativexd_1098036331T^[ FOle zCompObjZ\{\` 4,000/2,500=1.6; FMathType Equation Equation Equation9q` 3,000/2,500=1.2;ObjInfo]}Ole10Native~d_1098036359` FOle  FMathType Equation Equation Equation9q` 2,000/2,500=.8; FMathType Equation Equation CompObj_a\ObjInfobOle10Natived_1098036393Yme FOle CompObjdf\ObjInfogOle10NativedEquation9q` 1,000/2,500=.4. FMathType Equation Equation Equation9q_1098036599j FOle CompObjik\ObjInfolOle10Native_1098036644hwo FOle CompObjnp\ (10,000*1.10=11,000). FMathType Equation Equation Equation9q@ *90<ObjInfoqOle10NativeD_1098036771t FOle  FMathType Equation Equation Equation9q Spring=(11,000/4)*1.6=4,400;3p aM,,He`P@A35;a@'21W&00\ (rE"' Xu2Ʉ" !f br<e+ f1Z p  $XC4, v0o8L+KRs!6"R4<Dd B  S A? Boa DsOI9K 0TCmcIJkojUa DsOI9`RxcL`F Lyc`d` ,dHa wc`uS @O?V!PXRY= l \ Yс1atsX rEr: BC2sSRsot0-f4ghU= j"Ӭ9mHMs- (yiMs1te6 > ġFgGW8fp&Nz /Vx%?mY8 X~m,ِN8X45+35!oñƛ!ڦnn/Dvζ^Ԑ0ϴ-"PRk~jVkcDidיI ,_E(+xm/QMK~U i) wA">mچ4m$By?AEš-b7|'UFxZhQXAZȘ0}Ol H 2}::襺o8_v:Z9jB S(gTVb*k/nQdzh}`K:e]3m^4V>E]ng#CunfJfp/6zGK{+N_%_*W׎ @#`6x/AߛljCTMMJU$H]8KwWY"!BD$XSN6;}7h@UIo^ "'HlVz0I/AW "A0 ^frmEO00-IWM!sf1ZMkj-Zutq:' X\IrOTrW(Q1]r=kcu1mK\g '鰈aF$)j*Y`% j̞2GhKN3k+@Do(+s,t.%dCt{iPU-ԩm*_-ܒd^Wɵ!ZeM|,C +Y&k׬CB$oGu~EŮ cF{X1%w%yFjIjLZG>.syw܄*v$u:ͥ3ɳ$$If!vh5;5555556#v6#v#v#v5#v;:V K065 5/ 34K$$If!vh5;5555556#v6#v#v#v5#v;:V K065 5/ 34K$$If!vh5;5555556#v6#v#v#v5#v;:V K065 5/ 34K$$If!vh5;5555556#v6#v#v#v5#v;:V K065 5/ 34K$$If!vh5;5555556#v6#v#v#v5#v;:V K065 5/ 34K$$If!vh5;5555556#v6#v#v#v5#v;:V K065 5/ 34K$$If!vh5;5555556#v6#v#v#v5#v;:V K065 5/ 34K$$If!vh5;5555556#v6#v#v#v5#v;:V K065 5/ 34K$$If!vh5;5555556#v6#v#v#v5#v;:V K065 5/ 34KODd T  S 0AImagea4b$ ه3HVm`Dn{$ ه3HVm`PNG  IHDR.VbKGD#2 cmPPJCmp0712Om IDAT8?K0 'dpӈ"G[,C/A^<'467x$ox kF>m"tPX,KjXm|KC#cYr>|t˗r(GVc^/P{)Z;@Oᠼ{-*6Ӡa{o8 ("-Tgs.RGQK꒤Y;5KuAR]6} > %G}~ 4Lr20IENDB`$$If!vh5N5556#v6#v#vN:V K065 5Z / 34K$$If!vh5N5556#v6#v#vN:V K065 5Z / 34K$$If!vh55j555#v#v#v#vj#v:V K0655/ 34K$$If!vh55j555#v#v#v#vj#v:V K0655/ 34K$$If!vh55j555#v#v#v#vj#v:V K0655/ 34K$$If!vh55j555#v#v#v#vj#v:V K0655/ 34K$$If!vh55j555#v#v#v#vj#v:V K0655/ 34K$$If!vh55j555#v#v#v#vj#v:V K0655/ 34K$$If!vh55j555#v#v#v#vj#v:V K0655/ 34K$$If!vh55j555#v#v#v#vj#v:V K0655/ 34K$$If!vh55j555#v#v#v#vj#v:V K0655/ 34KDdB   S A ?B+JD&P8]DP0T?6jഡS!JD&P8]D`! !8>d-xcJ`EnEA< 10p2@0\2010)ă3p?bCM,,He`ҽ䀘 n;*0e0{*0250V)(6 d#-br<f[ ,L z@ tAat4g4cg~˘! Zqܤfq@m1Ma:8w,L@gZC+4O1ak``tFsl.e40 FH5n% 8>dlx}K@{i4)ZT:`۵Bi4":CpuEPpR'Axր\~!`(a#ʈIL8NMiBΥD!O^sj!s>}0\}Fgn2*PN%T#t't@iL؛#1ȁP WwVh K\FTv"yw59ol4!}؅`k- NRK.4y\]PVx3#bW=;uVV<:glDTr$}wP*dywŝBb5lw׋$}aDdB   S A ?  B;˹Y{ȳ{NTpS0TzdY-xFǪ˹Y{ȳ{NTp ! &d7xcZ, Lyc`d` ,dHa wc`uS @B 7$# aH6F ƒb.m @xAoЫTjJXuPN 46m@0M-VK-WMc`fL+0LG1AqK 6q̍y: lI9 `3z0btu)vqXy.z4)W i0fh!yѐ9(wۀXŵh S 1A5uApzl  &drx}RK@~iMCB"k* -HA  NN\\-Nƻw[z»`l8ai2b"#Hqr38G)ap0bݍohu΁z{ Qd*1yFEXHa5* M%[A_s (T{z37t%f툦AֆpFCC" U`؉U^TQ~S3Y TUPfxt0}yL;uoYCDނZ~Y\$Dʖޜ+ml~JZuTΐX [m?JґuepDd_B   S A ?  BG - Ńo}W0T4 -cd_G - Ńo} 0(+xkQϹ3/#QGGTU0YDdɢ DH@X)R (vi lMiBRX8I`%&sp$C_=ÔQ~D1:+X):U5Jt22,Yh_v_Mu;*ƛDݟH'D3)-ӡuӣuU^6wS;ocU}UD Uͧ}E{MFPhf+5>ݨ/87돜9(OiP\F>BWY~?rtx.vV?C3 EZ1lg4w*2QކPL#tZu/!r{=F$O{AԖ]%r+[߰ H/&S@'TJ^r3!.>s!Zk; _FK!Dd B   S A ? BjE~UX%gY]0T_{-:t}R(]jeyojE~UX%깈A}"HZxKPǿj?(HZ,AKDɔZ+(hEQĹnK  |=x 8@B+:ffض˖s{,oU; w@Ŀ9^nYpK8:l}!ibVr'V@5z`.~?2T xrFkT lN9ȴ^j&"=ؕTuɭ^Ѣs>% zx+x{qK\s1-);&cIӊē}Z,EaOi](#ha.wO:Royۗ*@}"HxuRJAˏsh`LB8P! 7 (x]co ( $+72&l^ d_)tX37ͭX2;Ls,ݥ`;:h&@o Bd, 5˭&@.6ɑ_Q`-s4O{US7 Nmx !=%sEjVoz(t?݆qJ# 0+ӄ<+3{_{*2K䝒nuZӧ{x_(oR4Hb5T𬫞$y.E;NnV}PBc3}d7KHtot1X"f!ZpdZ4L KgDd< B   S A ? B*Kx<іQJ=!za0T܅rM=FR6TӒKx<іQJ=!ϸaHbH+xc0pXȐ 8 0B 7$# {<9 7[=5/ h32601m``fTaX0 ![! ~ Ay 췀:81aaL`4a=h)6ALY:PiP5Pӿ lI9PP51-6S`Wzhx71Z`s%p{hHlhM~TELu j&qEz0`HbHmxcdd``fd``beV dX,49=F !#T7 |@?v [f1rCx|K2B* RlL b |C\+J@n}`ĥRP ^nbr<e`|I!>H/3H (v`$`FZ`V2dC2h:TITTUEQ@penR~,0}g v-%H>3HDI$ ].RwA rnfѝ^xR[p_LJF }T-cs3'̑ӧJWy._7rNb!GC\Ğ]szH"&[u `W&00A|H!`Rjp \"Tv0o8+KRs 1FE%DdB  S A?2xYP+GŀUbke-F`!cxYP+GŀUb*` 1xeQJ@}3iIE(*O"VV1VhArO'/'x\w&I .ξyv-::dvy,Q.&R3kҺ"-.BVl5)G՞t!ydKb * ï6'ҍx8dpg%h ![ FQYLf]b><\`F0[%d/j UE8zlOUn*٪p&prRK4B=e_ 31S 7u7x'~fGyMD3DdB  S A?2Yh1&ϡDsd/F`!\Yh1&ϡDs F*xcdd``ad``beV dX,49=F !#T7 \|@?v 2r< %! H6\Q @Hfnj_jBP~nb-@yOE@͆32Y@1eAW9Ce'HE-: p },%+9zH"\ k.L3a@penR~ğ`~@H-%.hrdS=edbR ,.IETFf:ϭA!Dd|B  S A?2^ o.n<g1F`!_^ o.n<` -xePJ@}3Im x1-z؞˶ :^ۘv|‘* Ct5NyZQB4GEvp1Gfnr䥦Vݨ^WV ,!:"ﻪ}w4CEӓ͒7zx'ied~ݷEo4DdB  S A?2Uj`/:ye@I;ez3F`!rUj`/:ye@I;eD`GH@xeJ@ƿMb ҃hIzr9yj  -JOٛCN}GqgQ,;ۙo'Z!jXL qκϔY\(؜qT&R)GSe8dg6Np~AuSx"0:}17y/G\ zf@$y|C J 9@R^CHbUfNF~wQaw{Ҳs"Q(>EW7V~Uqw8d vWv5F`!2m qds>vWv(`Y!xcdd`` @bD"LGc21Bq3LaJ`|d31ig?#7T7$# Ak~35;a#bbM-VK-WM̃E( #H.\`!F``bdbR ,.Iͅ?0&)Dd B  S A?2CompObjsu\ObjInfovOle10Native_1098036817r|y FOle CompObjxz\ObjInfo{Ole10Native FMathType Equation Equation Equation9q Summer=(11,000/4)*1.2=3,300;      !"#$%&'()*+,-./0123456789:;<=>?@ABCDE_1098036843~ FOle CompObj}\ObjInfo FMathType Equation Equation Equation9q Fall=(11,000/4)*.8=2,200; FMathType Equation Equation Ole10Native_1098036939 FOle CompObj\Equation9q Winter=(11,000/4)*.4.=1,100. Oh+'0   @ L Xdlt|'ObjInfoOle10Native1Table*oSummaryInformation(6w&dЧqyo7F`!g6w&dЧqy+ H5xcdd`` @bD"LGc21Bq3La:x@Rcgb?6FnobIFHeA* fjvF0 ZZu.P^Hq90 0YEyW03d Y@2 "diՃT'Ir..}Y\P+wM4A6T-お2H j&L ~+`+r5~}"$ ##RpeqIj.,Lf:I.Dd B  S A? 2[0Gl St9F`!l[0Gl S!H:xcdd`` @bD"LGc21Bq3La:@Rcgb?6FnobIFHeA* fjvF0 ZZu.P^Hq90 0YEW0h1j1b, 2̖]l@P Lfpt3d1pAEy@5T>fPÄ́<#s_A6160FR\P8t=cdbR ,.Iͅ # VIb Dd| B  S A? 2 L2OWf<F`!^ L2OW`h{H,xcdd`` @bD"LGc21Bq3La: d31ig?A*XRYd50L11d++&Aݢ F\2`Ĝ *sR[@AD>0Y: 0Lҥ4 *D@0U UZ@}0Ugd/P2>6Ka7.Pp}p0y{Ĥ\Y\ F0~E;-Dd B  S A? 2YcCIfns/>F`!kYcCIfn@dH9xcdd`` @bD"LGc21Bq3La: d31ig?_A*XRYd50L11d++&Aݢ F\ l@Vxf^IjQc,U 嗱 etD,+;ahc``Ty]\ ]@"`h@2HPTd7/3(L&&U\sw݆:zB ;bLLJ%0aZ G,Practice Problems: Chapter 4, ForecastingmanojNormalPearson Inc.7Microsoft Word 11.3.5@^в@*<@  ՜.+,D՜.+,X hp  'apex n DocumentSummaryInformation8CompObjX*Practice Problems: Chapter 4, Forecasting Title 8@ _PID_HLINKS'AHkYImagea4 FMicrosoft Word DocumentNB6WWord.Document.88@8 Normal_HmH sH tH DA@D Default Paragraph FontZi@Z  Table Normal :V 4 l4a _H(k(No List p^@p Normal (Web)$ddd[$\$a$!B*CJOJPJQJ^JaJph4 @4 Footer  !.)@. Page Number8>@"8 Title $xa$5CJXX  z z z z z z z z z zo25 S } /X         *+6.568BCERSUefhnozvw  "$%*-/01= !1?@BEHIKNQRTW[\^adegjmnpsvwx~34>?J`ep    % ; @ K e f h j l m o r t u w y { | ~    - . / 0 ; Q R ^ d y            % ( + - 0 2 3 9 < ? A D F G K N Q S V X Y ^ a d f i k l n p r t v x y { } { |        $ % * , 0 3 8 9 ; D M V b c d z S .3CQbsw  /0;56A&<GRSY0p࿀0p0p0p0p 0p 0t 0p 0p 0t 0p 0p 0t 0p 0p 0t 0p 0p 0t 0p 0p 0t 0p 0p 0t 0p 0p 0t 0p0p0p0p 0p 0t 0p 0p 0t 0p 0p 0t 0p 0p 0t 0p 0p 0t 0p0p0p0p0p0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p0p0p0p 0p 0t 0p 0p 0t 0p 0p 0t 0p 0p 0t 0p 0p 0t 0p 0p 0t 0p 0p 0t 0p 0p 0t 0p0p0p0p0p0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p0p0p0p0p0p0p0p0p0p0p0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p0p0p0p0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p 0p 0p 0t 0p0p0p0p0p0p0p 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0t 0p 0p 0p 0p 0t 0p0p0p0p0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0t 0p0p0p0p0p0p0p0p0p0p0p0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0t 0p0p0p 0p 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0p 0p 0t 0p 0p 0p 0p 0p 0p 0p 0t 0p0p0p0p0p0p0p0p0p0p0p0p@0q0p_56BCRSefno$%/0?@HIQR[\demnvw  e f l m t u { |  - .     2 3 F G X Y k l x y   $ % 8 9 b c Y P4c6@2H7\`'  8Ф= p1f}>$`kD h` ϸbP @`6 ba0@ `9 `v  ` ஼w    6 `C  S f o `<`۶  \?pX6= < jj5ʲ M6pʠ 4  ! % !0 `3  m`=4@;P<Ġ  ,  ! 3 @ hI R \ e n w pK>0:n ;; h 14pDa `@RaY>۠ =)5m*mPmp==o qqr r@r  KN'  !  9d  k  vvvs  mgggggggggggggggggggz        ,        1  ==kk k@k`kE  9;;;mm`%m%W  <>>> >@>`n   `{ g{gggгg{  8`::`:a: a::  `   hЌb !0!P!  0P4p40~4P~   @w `w w w ww  ѸѸ0Pp  0P          ` 707 P7O  =` O*  =g??0g?Pg?pg?g g>  ik h  <`.>>.>.;.;l;0l  @`? ౠ ==== @)`) h@nhh`nhnhnhn1n = ?=@== =@=` =555 @PpƠ p??{ ''`''  Ҷ 0Ҷ PҶ pҼҼ  ` 66O6O6P  44545464064P6 l0)nnP)np)n)n)n) ==== P4D[P  PW X*8FYfhv5BRen    $ /   ? H Q [ d m v Jelt{-d(2<FNXakpx}|$8MzCX !"#$%&'()+,-./012345679:;<=>?@ABCDEGHIJKLMNOPQRSTUVWXZ[\]^_`abcdegijklmnopqrstuwxyz{|}~W  #%J\^% 7 9 ; M O d v x z 8JL*,+-13j|~ "$&8:X:::::::CT::::::::::::::::::: !!Tl,2$cW%Y(\yyGW4YQ8a@0(  B S  ?XEMi j <DGQUY'/i k <<UY::i.568BCERSUefhno  "$%*-/0 !1?@BEHIKNQRTW[\^adegjmnpsvwJ`ep  : ; @ K e f h j l m o r t u w y { | ~    - . R ^ d y            % ( + - 0 2 3 9 < ? A D F G K N Q S V X Y ^ a d f i k l n p r t v x y { } |        $ % * , 0 3 8 9 ; D M V b c  -.3CQbsw  ;Y@j j j j t3,XP @UnknownGTimes New Roman5Symbol3 ArialI& ??Arial Unicode MS;Helvetica"1hkkkff  !4dn72 )Practice Problems: Chapter 4, Forecastingmanoj Pearson Inc.