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Forecasting
Why Forecast ? To Plan For Demand Its not a goal
Vocabulary of Time Series Trend   – gradual upward or downward movement of the  data over time Seasonality  – demand fluctuation pattern above and below  the trend line repeating at certain points of time   ( not limited to years) example – business at the bank with seasonal effects  around mid and end of month paydays  Cycles  – patterns that occur in the data every several years  (reflect business cycles) Random Variations  ( Special Causes )– chance variation in the data – no pattern – like error in statistical model
Graph of a Time Series
Analyse data Univariate A No Yes Plot Data into I-MR Chart Huge Variations  No Correct For Special Causes Decompose  Stationary ? Trend & Seasonality Single Exponential Smoothening Double Exponential Smoothening Holt -Winters Yes No No Stable after Checking for n/2 vaues/ errors?  Forecast Value Regression MAPE ,MAD, MSE  Should be very good pointers Yes Yes Yes Yes No
Illustration Of Errors
Measures of Forecast Error ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Minitab Gives all  
 
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Forecasting

  • 2. Why Forecast ? To Plan For Demand Its not a goal
  • 3. Vocabulary of Time Series Trend – gradual upward or downward movement of the data over time Seasonality – demand fluctuation pattern above and below the trend line repeating at certain points of time ( not limited to years) example – business at the bank with seasonal effects around mid and end of month paydays Cycles – patterns that occur in the data every several years (reflect business cycles) Random Variations ( Special Causes )– chance variation in the data – no pattern – like error in statistical model
  • 4. Graph of a Time Series
  • 5. Analyse data Univariate A No Yes Plot Data into I-MR Chart Huge Variations No Correct For Special Causes Decompose Stationary ? Trend & Seasonality Single Exponential Smoothening Double Exponential Smoothening Holt -Winters Yes No No Stable after Checking for n/2 vaues/ errors? Forecast Value Regression MAPE ,MAD, MSE Should be very good pointers Yes Yes Yes Yes No
  • 7.
  • 8.  
  • 9. THANK YOU !!!! DIrect LIase CONfirm

Notes de l'éditeur

  1. Bias is difference between the actual value and the forecasted value.
  2. Solver Example