Page 85 - DMGT523_LOGISTICS_AND_SUPPLY_CHAIN_MANAGEMENT
P. 85

Logistics and Supply Chain Management




                    Notes              provide answers on the impact on product demand if prices are increased or if disposable
                                       income decreases. In many cases, firms require to evaluate these types of sensitivities so as
                                       to have a more robust forecast.
                                   The method used should  adequately meet the objectives of the forecasting model required.
                                   More than one method may be used to provide the types of outputs desired. For example, the
                                   method used for short-term forecasts could be different than the one used for long-term forecasts.

                                   4.1.2 Accuracy and Validation  Assessments

                                   All models need to be validated and verified. Validation is concerned with the question “Are we
                                   building the right system?” Verification, on the other hand, seeks to answer the question “Are
                                   we building the system right?”
                                   Since validation is used for the purpose of establishing a model’s credibility, it is important that
                                   the method used for the validation is, itself, credible. Features of time series, which might be
                                   revealed by examining its graph, with  the forecasted  values, and the residuals  behaviour,
                                   condition forecasting  modelling.
                                   An effective approach to modelling forecasting validation is to hold out a specific number of
                                   data  points for estimation validation (i.e., estimation period), and a specific  number of data
                                   points for forecasting accuracy (i.e., validation period). The data, which are not held out, are
                                   used to estimate the parameters of the model, the model is then tested on data in the validation
                                   period, if the results are satisfactory, then the forecasts are generated beyond the end of the
                                   estimation and validation periods.
                                   A good model should have small error measures in both the estimation and validation periods
                                   and its validation period statistics should be similar to its own estimation period statistics.
                                   Holding data out for validation purposes is probably the single most important diagnostic test
                                   of a model; it gives the best indication of the accuracy that can be expected when forecasting the
                                   future. It is a rule that one should hold out at least 20 per cent of data for validation purposes.




                                      Task  Find out the difference between demand planning and forecasting.


                                     

                                     Caselet     Gillette Company

                                            illette is one of the best practitioners of demand management in the consumer
                                            goods space. With manufacturing plants in 51 locations in 20 countries, Gillette
                                     Gcaters to the need of more than 200 countries around the world. Globally, Gillette’s
                                     portfolio of brands is organized into  five business  units: Blades and Razors,  Personal
                                     Care, Oral Care, Duracell, and Braun.

                                     The Gillette Company entered the Indian market in  1984 through  a joint venture as a
                                     minority shareholder with the Kolkata based Poddars in 1984. The venture was called the
                                     Indian Shaving Products Limited (ISPL). ISPL marketed products under the 7 O’Clock
                                     brand. In 1996, the Gillette Company started Gillette Diversified Operations Private Limited
                                     (GDOPL) in India to market the electrical and kitchen appliance brand, Braun. The merger
                                     of ISPL, Duracell India Limited and Wilkinson Sword India Ltd in 2000 resulted in the
                                     formation of GIL.
                                                                                                         Contd...



          80                                LOVELY PROFESSIONAL UNIVERSITY
   80   81   82   83   84   85   86   87   88   89   90