Page 35 - Azerbaijan State University of Economics
P. 35

THE JOURNAL OF ECONOMIC SCIENCES: THEORY AND PRACTICE, V.77, # 1, 2020, pp. 31-50




                    In this case, the input-oriented BCC model is calculated by solving the efficiency of
                    (= 1,…, n) of DMU0 by solving the following linear programming model,

                                                (BCC0) min θB                                      (6)

                    Constraints are θBx0 – X λ ≥ 0; yλ ≥ y0; eλ = 1; λ ≥ 0 where θB is a numeric value.
                    The dual multiplier form of this linear program (BCC0) is as follows;

                                                max z = y0 – u0                                    (7)

                    Constraints are vx0=1; -vX + uY - u0e ≤ 0; v ≥ 0, u ≥ 0; where; u0 is a free signal
                    variable (positive, negative or zero), and z and u0 are numerical values.

                    In DEA, panel data is collected and used in Window Analysis to overcome problems
                    experienced  when  the  number  of  the  decision-making  units  (DMU)s  is  limited  to  the
                    number of input and output variables. The mean efficiency of DMU can be monitored by
                    Window Analysis (Charnes et al. 1984). Thus, performance comparisons of the DMUs
                    within a fixed time can be made with the same DMU and another DMU within the same
                    period of time. This analysis evaluates the performance of DMU in time by supposing that
                    there is a different unit in each period (Kutlar, Kabasakal and Babacan, 2015: 78).

                    DEA  is  a  nonparametric  measurement  approach  for  Window  Analysis.  Let  the
                    number of DMUs is represented by N (n = 1,2, ..., N) supposing that m is used to
                    produce  output  in  the  period  T  (t  =  1,2,  ...,  T) s.  In  this  case,  there  are  as  many
                                                                                                  t
                    observations  as  NxT,  in  the  period  t,  r  dimensional  input  vector  of  n  DMUn   is
                     n
                                                                                      n
                           n
                                                                             n
                               n
                                                                                 n
                                                                        n
                                    n
                    xt =(x1t ,x2t ,...xrt ) and s-dimensional output vector yt =(y1t ,y2t ,...yst ). At the width
                    of w (1 ≤ w ≤ T), , k is indicated by kw in the window starting at time t and observed
                    up to NxW (Asmild et al., 2004: 70).

                    The matrix for the inputs and outputs of this Window Analysis can be formed as
                    follows:

                                    1        2       …                    1        2       …          
                                                     
                                                    
                                                                    1
                                                                                         
                               1
                                      2
                                                                           2
                               
                                                                    
                        =      +1         +1    …       +1  ;     =       +1       +1    …       +1    (8)
                               ⋮       ⋮     ⋮     ⋮                ⋮       ⋮     ⋮     ⋮
                                                                           2
                                                                    1
                                                                                         
                                                    
                                      2
                           (   1          +    …       +   )    (     +         +    …       +   )
                                +  

                                                                                               ı
                    The input-oriented DEA window analysis formula can be written for DMUt  under
                    the assumption of constant returns to scale as follows (Charnes et al. 1984):

                                                θkwt = minθ,λθ                                     (9)
                                                           35
   30   31   32   33   34   35   36   37   38   39   40