In: Operations Management
Festive Floral is gearing up for online carnation sales this Mother’s Day. They specialize in selling organic extra-large red and pink carnations. The price is $0.7 per stem, which includes free one-day shipping to the customer. Festive Floral pre-orders carnations directly from a certified organic farm at the cost of $0.15 per stem. The order is made prior to the growing season and flowers are grown accordingly, so the pre-order quantity cannot be changed. However, if Festive Floral runs out of pre-ordered carnations, they can always pick up more immediately from a local wholesaler that carries carnations of the same quality, at the price of $0.5 per stem. Historical demand for the past 10 years are given below.
Year: Red, Pink; 2008: 4008, 3288; 2009: 3948, 3648; 2010: 4092, 3636; 2011: 3984, 3684; 2012: 3996, 3792; 2013: 3888, 3720; 2014: 4128, 3564; 2015: 4104, 3744; 2016: 4380, 3828; 2017: 4392, 3744
For all questions below, please round your answers to two decimal points. Show your work by explaining the steps of your calculation.
(a) Using exponential smoothing with parameter ?? = 0.9, what is your forecast for red carnations in 2018? What is the MAD of your forecast?
(b) Based on the forecast above, what is the optimal number of red carnations to pre-order from the farm?
(c) Repeat Parts (a) and (b) for pink carnations.
price/stem |
0.7 |
||
cost |
0.15 |
||
cost from a local wholesaler |
0.5 |
||
Demand |
|||
Year |
Red |
Pink |
|
2008 |
4008 |
3288 |
|
2009 |
3948 |
3648 |
|
2010 |
4092 |
3636 |
|
2011 |
3984 |
3684 |
|
2012 |
3996 |
3792 |
|
2013 |
3888 |
3720 |
|
2014 |
4128 |
3564 |
|
2015 |
4104 |
3744 |
|
2016 |
4380 |
3828 |
|
2017 |
4392 |
3744 |
|
a) ? |
0.9 |
||
Exponential Smoothing: |
|||
F(t+1)=?D(t)+(1-?)F(t) |
|||
MAD = ?|Demand-Forecast|/n |
|||
Year |
Red |
Forecast |
|Demand-Forecast| |
2008 |
4008 |
4008.00 |
0.00 |
2009 |
3948 |
4008.00 |
60.00 |
2010 |
4092 |
3954.00 |
138.00 |
2011 |
3984 |
4078.20 |
94.20 |
2012 |
3996 |
3993.42 |
2.58 |
2013 |
3888 |
3995.74 |
107.74 |
2014 |
4128 |
3898.77 |
229.23 |
2015 |
4104 |
4105.08 |
1.08 |
2016 |
4380 |
4104.11 |
275.89 |
2017 |
4392 |
4352.41 |
39.59 |
2018 |
4388.04 |
||
(assuming F(2008)=4008) |
|||
Forecast for red carnations in 2018= |
4388.04 |
||
MAD= |
94.83 |
||
b) Optimal number of red carnations: |
|||
mean demand |
4092.00 |
||
std dev of demand |
171.49 |
||
Overage cost (cost of overstocking), Co = Cost-Salvage value |
|||
Underage cost (cost of understocking), Cu = Selling price - cost |
|||
Co |
0.15 |
||
Cu |
0.55 |
||
Critical ratio, C = Cu/(Cu+Co) |
|||
C |
0.79 |
||
corresponding z value |
0.81 |
||
optimal number of red carnations to pre-order from the farm= mean demand + z * std dev of demand |
|||
= |
4230.29 |
carnations |
|
c) |
|||
? |
0.9 |
||
Exponential Smoothing: |
|||
F(t+1)=?D(t)+(1-?)F(t) |
|||
MAD = ?|Demand-Forecast|/n |
|||
Year |
Pink |
Forecast |
|Demand-Forecast| |
2008 |
3288 |
3288.00 |
0.00 |
2009 |
3648 |
3288.00 |
360.00 |
2010 |
3636 |
3612.00 |
24.00 |
2011 |
3684 |
3633.60 |
50.40 |
2012 |
3792 |
3678.96 |
113.04 |
2013 |
3720 |
3780.70 |
60.70 |
2014 |
3564 |
3726.07 |
162.07 |
2015 |
3744 |
3580.21 |
163.79 |
2016 |
3828 |
3727.62 |
100.38 |
2017 |
3744 |
3817.96 |
73.96 |
2018 |
3751.40 |
||
(assuming F(2008)=3288) |
|||
Forecast for pink carnations in 2018= |
3751.40 |
||
MAD= |
110.83 |
||
Optimal number of pink carnations: |
|||
mean demand |
3664.80 |
||
std dev of demand |
153.49 |
||
Overage cost (cost of overstocking), Co = Cost-Salvage value |
|||
Underage cost (cost of understocking), Cu = Selling price - cost |
|||
Co |
0.15 |
||
Cu |
0.55 |
||
Critical ratio, C = Cu/(Cu+Co) |
|||
C |
0.79 |
||
corresponding z value |
0.81 |
||
optimal number of pink carnations to pre-order from the farm= mean demand + z * std dev of demand |
|||
= |
3788.58 |
carnations |
formulae used: