You are a manager at a medium sized manufacturing operation that sells a customized product directly to the consumers and the data pattern is linear but it can have the occasion randomness. The causes of this randomness are never apparent until after the event.
As manager, you are to complete a corporate forecast for this expensive and customized product that trends generally with the current economic situation.
Requirement 1
Complete the corporate forecast for this product using the data below to complete a 3 and 5 year weighted averages for the next year. For the judgmental forecasting component use the current economic situation.
Time Period Historical Demand
1 456
2 399
3 712
4 498
5 487
6 567
7 450
Questions
What method is best here? Moving Average or Exponential Smoothing?
What is weighted average?
What is judgmental forecasting and how does it apply here?
The plant is using the chase production option and the ATO process design. The BOM is illustrated below.
![](data:image/png;base64,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)
Requirement 2
Select the better forecasting model and support your answer. From your answer, explode the above BOM for each item to determine the requirements of each item based on the Gross Requirement of 200 units for Item ‘A'; the parent item.
Requirement 3
The factory works on a process layout but the order lot sizing is open for determination. Determine the optimal method for lot sizing.
Questions:
What is BOM?
What is 2 to 1? 1 to 1?
Additional Requirement
This assignment belongs to Operations Management. The question here is about a medium sized plant which customizes products frankly to consumers. The company occasionally faces randomness and the manager is necessary to know about the randomness before it happens.
Word Limit 400