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What Comes next??
Forecasting Models ,[object Object],[object Object],[object Object]
Forecasting In forecasting, we want to predict future events Forecasting underlines basics of business decisions (Production, Inventory, Personnel, Marketing, and Facilities)
Now…. ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],6. Naïve 7. Correlation-Regression 8. Sales Force Composite 9. Delphi Technique 10. Econometric Models
Times series 1
 
 
Times Series
It is the most commonly used forecasting method and it works best when the time series fluctuates around the constant base level. There are 2 types of Moving Average methods: 1.  Simple Moving Average   Uses the average demand for a fixed sequence  of periods. 2.  Weighted Moving Average    Adjust the moving average method by assigning      weights to the most recent data Moving Average 2
This is an example of simple moving average, using a 3 period moving average  Moving Average This is an example of weighted moving average, using a 3 period moving average
Moving Average
Qualitative method that based on the consumer’s buying intentions. Normally is conducted through surveys, test markets, questionnaire, and consumer panels. Market Research 3
Market Research ,[object Object],[object Object],[object Object],Advantages ,[object Object],[object Object],[object Object],Disadvantages
Moving average technique that requires little record keeping of past data. Exponential Smoothing Uses a smoothing constant  α  with a value between 0 and 1 (normally range from 0.1-0.5) It reacts quickly with the changes in demand.  4
Exponential Smoothing
Jury of executive opinion Qualitative method that based on the opinions of  a group of executives. Often used in combination with statistical models. Value as most important method by marketing managers. 5
[object Object],[object Object],Jury of executive opinion  Advantages ,[object Object],[object Object],[object Object],Disadvantages
Time-series method that make forecast based on purely on historical patterns in the data.  With naïve approach, forecast for the next period is the same as the last period. For example: if October sales were 1500, then November sales will be 1500 as well. Naive 6
[object Object],[object Object],Naive Advantages ,[object Object],[object Object],[object Object],Disadvantages
Method of forecasting that shows the nature of relationship between two or more variables Step 1: Determine independent variable Step 2: Measure correlation Step 3: Compute slope and intercept   Obtain forecast of independent variables Correlation-regression 7
Correlation-regression
Sales Force Composite Forecasting method that based on feelings, ideas, and personal experiences of the company’s sales people. It is recommended to include the opinions of management and the higher levels to reach an overall forecast.  8
Sales Force Composite
Delphi Technique  Delphi technique is qualitative method of forecasting that relies on group consensus Normally, a panel of experienced people are asked to respond to a series of questionnaires. It is conducted in writing and does not require a face-to-face meeting.  9
Delphi Method
Econometric Models It is one of the tools used to forecast future developments in the economy. Econometric model measures two or more independent variable. Forecast of one dependent variable might influence other variables 10
Econometric Models ,[object Object],[object Object],[object Object],[object Object],Advantages ,[object Object],[object Object],[object Object],Disadvantages
Application Apricot production in the central California valley is an important field crop. People wait for the first fruits with great anticipation. The first apricots to reach the store shelf are quite expensive and usually get purchased quickly.  There is a reason to try to get those first apricots on the shelf. The problem is the weather and varieties.  In selling to stores on the east coast they want dates for advertising, shipping, handling etc about 2 to 3 months before. We in California have to continue to produce earlier varieties by cross breeding. But these varieties are not as sweet or juicy as later varieties.
Solution ,[object Object],[object Object],[object Object]
Solution 3. The later- produced apricots will be distributed to East Coast and continually distributed throughout California and other states. 4. By applying this strategy, I want to emphasize on “ONLY IN CALIFORNIA” image for the apricots. So, people from all over the countries know that the best apricots are produced in California.  This can add value for apricots growth and distributed in California.
References: Presentation template:  www.presentationmagazine.com http://www.uoguelph.ca/~dsparlin/forecast.htm http://www.referenceforbusiness.com/small/Eq-Inc/Forecasting.html http://www.smetoolkit.org/smetoolkit/en/content/en/416/Demand-Forecasting http://www.docviewer.org/view.php?url=http://www.umsl.edu/~campbelljf/252/chapter4a.ppt&t=Chapter%201,%20Heizer/Render,%205th%20edition http://www.uoguelph.ca/~dsparlin/forecast.htm

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Forecasting model 15 04-31

  • 1. 8
  • 2. 7
  • 3. 6
  • 4. 5
  • 5. 4
  • 6. 3
  • 7.  
  • 8.  
  • 10.
  • 11. Forecasting In forecasting, we want to predict future events Forecasting underlines basics of business decisions (Production, Inventory, Personnel, Marketing, and Facilities)
  • 12.
  • 14.  
  • 15.  
  • 17. It is the most commonly used forecasting method and it works best when the time series fluctuates around the constant base level. There are 2 types of Moving Average methods: 1. Simple Moving Average Uses the average demand for a fixed sequence of periods. 2. Weighted Moving Average Adjust the moving average method by assigning weights to the most recent data Moving Average 2
  • 18. This is an example of simple moving average, using a 3 period moving average Moving Average This is an example of weighted moving average, using a 3 period moving average
  • 20. Qualitative method that based on the consumer’s buying intentions. Normally is conducted through surveys, test markets, questionnaire, and consumer panels. Market Research 3
  • 21.
  • 22. Moving average technique that requires little record keeping of past data. Exponential Smoothing Uses a smoothing constant α with a value between 0 and 1 (normally range from 0.1-0.5) It reacts quickly with the changes in demand. 4
  • 24. Jury of executive opinion Qualitative method that based on the opinions of a group of executives. Often used in combination with statistical models. Value as most important method by marketing managers. 5
  • 25.
  • 26. Time-series method that make forecast based on purely on historical patterns in the data. With naïve approach, forecast for the next period is the same as the last period. For example: if October sales were 1500, then November sales will be 1500 as well. Naive 6
  • 27.
  • 28. Method of forecasting that shows the nature of relationship between two or more variables Step 1: Determine independent variable Step 2: Measure correlation Step 3: Compute slope and intercept Obtain forecast of independent variables Correlation-regression 7
  • 30. Sales Force Composite Forecasting method that based on feelings, ideas, and personal experiences of the company’s sales people. It is recommended to include the opinions of management and the higher levels to reach an overall forecast. 8
  • 32. Delphi Technique Delphi technique is qualitative method of forecasting that relies on group consensus Normally, a panel of experienced people are asked to respond to a series of questionnaires. It is conducted in writing and does not require a face-to-face meeting. 9
  • 34. Econometric Models It is one of the tools used to forecast future developments in the economy. Econometric model measures two or more independent variable. Forecast of one dependent variable might influence other variables 10
  • 35.
  • 36. Application Apricot production in the central California valley is an important field crop. People wait for the first fruits with great anticipation. The first apricots to reach the store shelf are quite expensive and usually get purchased quickly. There is a reason to try to get those first apricots on the shelf. The problem is the weather and varieties. In selling to stores on the east coast they want dates for advertising, shipping, handling etc about 2 to 3 months before. We in California have to continue to produce earlier varieties by cross breeding. But these varieties are not as sweet or juicy as later varieties.
  • 37.
  • 38. Solution 3. The later- produced apricots will be distributed to East Coast and continually distributed throughout California and other states. 4. By applying this strategy, I want to emphasize on “ONLY IN CALIFORNIA” image for the apricots. So, people from all over the countries know that the best apricots are produced in California. This can add value for apricots growth and distributed in California.
  • 39. References: Presentation template: www.presentationmagazine.com http://www.uoguelph.ca/~dsparlin/forecast.htm http://www.referenceforbusiness.com/small/Eq-Inc/Forecasting.html http://www.smetoolkit.org/smetoolkit/en/content/en/416/Demand-Forecasting http://www.docviewer.org/view.php?url=http://www.umsl.edu/~campbelljf/252/chapter4a.ppt&t=Chapter%201,%20Heizer/Render,%205th%20edition http://www.uoguelph.ca/~dsparlin/forecast.htm