Page 99 - Special Topic Session (STS) - Volume 4
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STS566 Iluminada T. Sicat
            for regional demand forecasting. Specifically, historical monthly series on the
            net withdrawal is used owing to their high frequency data, and because they
            proxy the demand for currency associated with economic growth. Moreover,
            our exercises show that time-series banknote forecasts for the region simply
            seek to extrapolate from past behavior and have shown to have better forecast
            performance than their more theoretical counterparts.

            7.  Important Take Away In Forecasting Currency
                1)  Cash  is  expected  to  remain  an  important  instrument  to  settle
            transactions  in  the  Philippines.  While  new  payment  opportunities  such  as
            electronic  payments  may  reduce  the  demand  and  use  of  cash  in  the
            Philippines, especially for lower denominations, their overall impact may still
            be negligible because of certain barriers and limitations.
                2)  Given these, forecasting the demand for cash using statistical models
            provides  better  basis  of  estimates  of  how  much  currency  and  in  what
            denomination to order.
                3)  Be  mindful  of  alternative  payment  infrastructure  as  they  may  alter
            preference for certain denomination.
                4)  Finally, it is important to constantly evaluate and test the models for
            robustness, reliability and goodness of fit.










































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