In: Operations Management
Freight car loadings over an 18-week period at a busy port are
as follows:
Week | Number | Week | Number | Week | Number |
1 | 290 | 7 | 335 | 13 | 490 |
2 | 300 | 8 | 375 | 14 | 495 |
3 | 310 | 9 | 415 | 15 | 515 |
4 | 300 | 10 | 405 | 16 | 525 |
5 | 310 | 11 | 445 | 17 | 535 |
6 | 315 | 12 | 485 | 18 | 545 |
a. Determine a linear trend line for expected freight car
loadings. (Round your intermediate calculations and final
answers to 2 decimal places.)
YˆY^ = + t
b. Use the above trend equation to predict
expected loadings for Weeks 20 & 21. (Round your final
answers to 2 decimal places.)
The forecasted demand for Week 20 is
and for
Week 21 is
.
c. The manager intends to install new equipment
when the volume exceeds 870 loadings per week. Assuming the current
trend continues, in which week (at the earliest) should the loading
volume reach that level? (Use the rounded answers, as
required, from any previous part of this problem. Do not round any
other intermediate calculations. Round your final answer to 2
decimal places.)
It should reach 870 loadings in Week .
rev: 09_25_2014_QC_54677, 11_19_2014_QC_59433, 02_05_2015_QC_CS-1708
Answer a:
We have the following data table:
Where x = Independent Variable = A particular week and Y = Dependent Variable = No. of car loadings
Step 1: Find the Mean values for x and y:
Step 2: Find the three columns as mentioned below:
Where,
xy = x * y
x2 = x * x
y2 = y * y
Step 3: Find the value of byx:
Step 4: Find the linear trend equation:
y = 17.40 x + 245.26 (Rounded to 2 decimal places)
Answer b:
We will find the forecast demand for week 20 and 21 as mentioned below:
(Rounded to 2 decimal places)
Answer c:
Here, we take y = 870, in the linear trend equation as derived in
answer a:
∴ 870 = 245.26 + 17.40 x
∴ 870 - 245.26 = 17.40 x
∴ x = 624.74 / 17.40
∴ x = 35.90 (Rounded to 2 decimal places) = 36th Week
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