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STS459 Gan C.P. et al.
            3.  Numerical Results
                Consider the credit ratings of 10 companies in the electronics sector in 15
            years  (from  1999  to  2013)  taken  from  the  database  of  Taiwan  Economic
            Journal. The values of eight selected Taiwan macroeconomic variables from
            year 1999 to year 2013 are also obtained.
                 The results for Companies 2 and 6 are chosen to illustrate the impact of
            macroeconomic variables. From Figure 3.1, we note that for Company 6, an
            increase in the interest rate tends to (a) decrease the probability of improving
            the rating to 7 from present rating of 8 and (b) increase the probability of
            staying in rating 8 or deteriorating to rating 9 in the next quarter when the
            rating  in  the  present  quarter  is  8.  Thus  an  increase  in  interest  rate  would
            increase the credit risk. From the plots of transition probabilities for other
            macroeconomic variables, we obtain Table 3.1.

            Table  3.4  Effects  of  increased  values  of  Taiwan  macroeconomic  variables  on
            credit risk (“+” (or “-”) sign indicates that the macroeconomic variable tends to
            increase (or decrease) the credit risk)
                    Macroeconomic Variable  Company 2          Company 6
                    Interest Rate           +                  +
                    Exchange Rate           +                  +
                    TSEC weighted Index     -                  -
                    Gold Prices             -                  -
                    Money Supply M2         -                  -
                    Inflation Rate          No clear indication  No clear indication
                    Unemployment Rate       -                  +
                    GDP                     -                  -

            The results in Table 3.1 basically agree with the corresponding results reported
            so far in the literature.

























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