Page 77 - ISC PROCEEDINGS 21.4
P. 77

       ( ) −   ( )
                                                                         
                                                                 
                                               '
                                                ( ) =
                                                
                                                             ( ) −        ( )
                                                                           
                        Step 3. Calculate the grey relational coefficient (GRC)
                        Subsequent to normalization, the relational coefficient at each time point   is
                  calculated as:
                                                   '       '                  '       '
                                               ∣  ( ) −   ( )∣ +   ⋅      ∣  ( ) −   ( )∣
                                                            
                                                                                       
                                                                              0
                                                                           , 
                                                , 
                                                   0
                                   ( ) =        '       '                  '       '
                                  0 
                                              ∣  ( ) −   ( )∣ +   ⋅      ∣  ( ) −   ( )∣
                                                                                    
                                                0
                                                                           0
                                                                        , 
                                                         
                        Where:
                          represents the distinguishing coefficient, typically selected as   = 0.5 đ to balance
                  sensitivity.
                                and          represent the minimum and maximum distances within the
                             ,             , 
                  entire dataset, respectively.
                        Step 4. Calculate the grey relational grade (GRG)
                        The overall relational grade of variable   is calculated as:
                                                               
                                                            1
                                                         =         ( )
                                                      0           0 
                                                             
                                                              =1
                        Alternatively, if incorporating weights  ( ):
                                                           
                                                     0   =     ( ) ⋅   ( )
                                                                    0 
                                                          =1
                        Step 5. Factor ranking
                        Higher values of   0   indicate that variable   exhibits a greater degree of relational
                  magnitude, thereby facilitating the determination of the policy prioritization hierarchy.
                        4. Research results
                                                       Table 1. GRA results
                                       No.                          GRG                  Rank
                                 Technical infrastructure          0.885                   1
                                     Institutional quality         0.782                   2
                               Application of information          0.750                   3
                                             technology
                                        Human resource             0.679                   4
                                          infrastructure
                                          E-government             0.670                   5
                                            E-commerce             0.669                   6
                                                            Source: Calculation results by the authors' team
                        The aforementioned results indicate that the "Technical infrastructure " variable
                  exerts the most substantial impact on digital transformation (0.885), followed
                  sequentially by the level of Institutional quality, Application of information technology,
                  and so forth. The authors posit that this finding is logically sound, as these factors exhibit
                  a mutually reinforcing relationship in driving Vietnam's digital transformation process-
                  historically, currently, and in the foreseeable future.
                        5. Policy recommendations
                        First, capital investment in technological research and development must be
                  actively incentivized to cultivate a robust domestic ecosystem of digital technology

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