Research Article
A New Robust Dynamic Data Envelopment Analysis Approach for Sustainable Supplier Evaluation
Table 5
The inputs, relationships and outputs data for 35 suppliers in 4 time periods.
| | DMU | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 |
| 2011 | IN1 | 26 | 31 | 29 | 30 | 26 | 34 | 32 | 16 | 29 | 30 | 33 | 28 | 24 | 31 | 29 | 26 | 25 | 29 | 28 | 31 | 35 | 15 | 33 | 21 | 26 | 24 | 28 | 23 | 30 | 27 | 26 | 31 | 25 | 29 | 33 | IN2 | 15 | 18 | 23 | 22 | 20 | 19 | 14 | 9 | 17 | 18 | 19 | 25 | 22 | 20 | 18 | 17 | 16 | 23 | 19 | 22 | 19 | 10 | 19 | 13 | 15 | 16 | 17 | 19 | 20 | 18 | 12 | 16 | 16 | 18 | 21 | IN3 | 13 | 12 | 11 | 10 | 9 | 6 | 7 | 2 | 8 | 10 | 6 | 9 | 9 | 11 | 14 | 5 | 8 | 6 | 9 | 5 | 7 | 3 | 9 | 8 | 12 | 5 | 6 | 7 | 8 | 9 | 10 | 5 | 8 | 12 | 9 | IN4 | 10 | 9 | 7 | 8 | 9 | 6 | 4 | 8 | 10 | 9 | 8 | 11 | 8 | 9 | 9 | 10 | 6 | 9 | 7 | 8 | 10 | 2 | 9 | 9 | 8 | 6 | 6 | 7 | 8 | 9 | 10 | 6 | 8 | 8 | 9 | OUT1 | 4 | 4 | 6 | 5 | 8 | 4 | 9 | 6 | 5 | 7 | 6 | 5 | 4 | 4 | 5 | 6 | 7 | 8 | 6 | 3 | 4 | 9 | 5 | 8 | 7 | 4 | 5 | 7 | 6 | 5 | 4 | 6 | 5 | 9 | 8 | OUT2 | 8 | 6 | 5 | 9 | 5 | 6 | 9 | 7 | 8 | 7 | 5 | 7 | 8 | 6 | 7 | 9 | 6 | 8 | 7 | 7 | 9 | 9 | 7 | 7 | 6 | 8 | 7 | 8 | 7 | 9 | 9 | 7 | 6 | 8 | 7 | OUT3 | 78 | 53 | 59 | 64 | 69 | 71 | 88 | 68 | 63 | 59 | 55 | 49 | 69 | 72 | 66 | 67 | 81 | 71 | 63 | 65 | 73 | 95 | 62 | 56 | 84 | 79 | 83 | 78 | 66 | 69 | 59 | 74 | 95 | 76 | 85 | OUT4 | 60 | 90 | 80 | 80 | 90 | 90 | 60 | 100 | 80 | 90 | 60 | 70 | 90 | 80 | 80 | 60 | 70 | 50 | 60 | 50 | 40 | 100 | 70 | 70 | 80 | 60 | 60 | 50 | 70 | 60 | 40 | 70 | 60 | 50 | 80 | LINK1 | 8 | 7 | 8 | 6 | 7 | 9 | 6 | 9 | 5 | 5 | 7 | 9 | 7 | 8 | 6 | 8 | 9 | 5 | 5 | 6 | 7 | 9 | 9 | 8 | 6 | 5 | 8 | 8 | 6 | 7 | 8 | 6 | 6 | 7 | 8 | LINK2 | 28 | 31 | 30 | 32 | 29 | 28 | 35 | 18 | 26 | 26 | 27 | 29 | 30 | 33 | 27 | 25 | 29 | 30 | 27 | 29 | 27 | 15 | 25 | 26 | 37 | 32 | 34 | 26 | 29 | 29 | 28 | 26 | 33 | 34 | 25 | LINK3 | 20 | 16 | 17 | 18 | 13 | 15 | 15 | 2 | 15 | 18 | 16 | 18 | 15 | 13 | 6 | 8 | 9 | 7 | 6 | 8 | 11 | 3 | 12 | 19 | 15 | 13 | 14 | 6 | 16 | 9 | 11 | 12 | 14 | 15 | 10 |
| 2012 | IN1 | 19 | 33 | 32 | 27 | 29 | 29 | 28 | 30 | 32 | 33 | 36 | 29 | 28 | 32 | 31 | 29 | 28 | 32 | 33 | 28 | 30 | 15 | 29 | 33 | 28 | 30 | 29 | 29 | 27 | 32 | 30 | 33 | 29 | 25 | 38 | IN2 | 12 | 16 | 25 | 24 | 22 | 20 | 16 | 18 | 16 | 17 | 20 | 26 | 19 | 23 | 22 | 19 | 18 | 20 | 16 | 18 | 20 | 10 | 16 | 21 | 19 | 14 | 20 | 16 | 15 | 20 | 16 | 20 | 18 | 16 | 18 | IN3 | 3 | 9 | 13 | 12 | 10 | 5 | 6 | 7 | 7 | 9 | 5 | 7 | 8 | 14 | 19 | 7 | 9 | 5 | 7 | 9 | 10 | 5 | 7 | 9 | 14 | 9 | 5 | 7 | 9 | 7 | 9 | 7 | 10 | 9 | 10 | IN4 | 4 | 11 | 8 | 9 | 8 | 9 | 10 | 6 | 9 | 7 | 9 | 10 | 9 | 13 | 12 | 9 | 8 | 10 | 8 | 6 | 9 | 5 | 11 | 10 | 9 | 8 | 7 | 5 | 6 | 7 | 9 | 8 | 6 | 7 | 10 | OUT1 | 9 | 6 | 7 | 8 | 6 | 6 | 5 | 7 | 6 | 8 | 6 | 7 | 8 | 6 | 5 | 8 | 6 | 7 | 5 | 8 | 6 | 9 | 7 | 8 | 5 | 6 | 6 | 8 | 7 | 7 | 6 | 5 | 8 | 6 | 7 | OUT2 | 9 | 6 | 7 | 8 | 6 | 5 | 5 | 8 | 9 | 9 | 6 | 9 | 8 | 7 | 7 | 6 | 8 | 6 | 9 | 8 | 7 | 9 | 6 | 6 | 7 | 8 | 5 | 8 | 6 | 7 | 8 | 9 | 7 | 8 | 8 | OUT3 | 95 | 59 | 60 | 70 | 77 | 66 | 68 | 52 | 70 | 59 | 63 | 52 | 73 | 78 | 72 | 69 | 73 | 69 | 74 | 72 | 69 | 89 | 73 | 66 | 78 | 66 | 91 | 65 | 73 | 72 | 60 | 85 | 80 | 66 | 80 | OUT4 | 100 | 80 | 80 | 80 | 90 | 80 | 50 | 60 | 80 | 70 | 50 | 70 | 70 | 80 | 80 | 70 | 70 | 50 | 60 | 60 | 40 | 100 | 70 | 70 | 70 | 60 | 60 | 60 | 80 | 60 | 50 | 70 | 70 | 50 | 80 | LINK1 | 9 | 6 | 7 | 8 | 8 | 8 | 7 | 7 | 6 | 6 | 7 | 8 | 6 | 7 | 7 | 7 | 8 | 6 | 6 | 7 | 8 | 9 | 8 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 8 | 7 | 7 | 8 | 7 | LINK2 | 12 | 30 | 28 | 31 | 33 | 29 | 29 | 25 | 19 | 28 | 34 | 36 | 33 | 28 | 34 | 29 | 25 | 32 | 33 | 30 | 26 | 20 | 30 | 31 | 28 | 26 | 29 | 30 | 32 | 25 | 27 | 29 | 32 | 26 | 28 | LINK3 | 5 | 12 | 10 | 11 | 17 | 16 | 15 | 13 | 17 | 16 | 14 | 11 | 10 | 11 | 15 | 12 | 12 | 17 | 14 | 12 | 16 | 5 | 10 | 10 | 17 | 10 | 12 | 11 | 18 | 14 | 13 | 15 | 18 | 12 | 10 |
| 2013 | IN1 | 31 | 32 | 34 | 26 | 30 | 26 | 29 | 32 | 35 | 32 | 30 | 26 | 30 | 30 | 29 | 22 | 29 | 31 | 30 | 25 | 32 | 26 | 28 | 32 | 29 | 31 | 30 | 28 | 26 | 33 | 28 | 30 | 26 | 24 | 15 | IN2 | 18 | 18 | 27 | 25 | 24 | 22 | 19 | 19 | 19 | 18 | 22 | 28 | 17 | 25 | 25 | 17 | 19 | 24 | 19 | 19 | 22 | 19 | 18 | 23 | 17 | 18 | 21 | 17 | 17 | 22 | 18 | 21 | 19 | 15 | 9 | IN3 | 14 | 10 | 14 | 13 | 11 | 8 | 9 | 8 | 8 | 10 | 8 | 9 | 9 | 11 | 15 | 8 | 10 | 7 | 8 | 8 | 12 | 10 | 8 | 10 | 12 | 8 | 8 | 9 | 10 | 6 | 7 | 8 | 8 | 4 | 2 | IN4 | 15 | 14 | 12 | 11 | 10 | 10 | 12 | 8 | 7 | 9 | 10 | 12 | 10 | 15 | 14 | 11 | 10 | 14 | 9 | 9 | 10 | 10 | 15 | 14 | 10 | 11 | 12 | 10 | 5 | 8 | 8 | 11 | 9 | 10 | 4 | OUT1 | 7 | 9 | 7 | 9 | 8 | 9 | 9 | 8 | 7 | 7 | 9 | 8 | 9 | 6 | 9 | 7 | 8 | 8 | 9 | 9 | 8 | 8 | 6 | 9 | 8 | 7 | 6 | 9 | 9 | 7 | 8 | 8 | 6 | 7 | 9 | OUT2 | 6 | 8 | 9 | 8 | 6 | 9 | 7 | 8 | 6 | 8 | 7 | 9 | 9 | 8 | 6 | 7 | 9 | 9 | 8 | 7 | 9 | 8 | 6 | 7 | 8 | 9 | 9 | 8 | 8 | 9 | 8 | 7 | 9 | 8 | 9 | OUT3 | 63 | 70 | 72 | 64 | 86 | 70 | 64 | 65 | 65 | 60 | 70 | 60 | 65 | 85 | 80 | 75 | 80 | 70 | 65 | 83 | 82 | 70 | 65 | 80 | 81 | 75 | 76 | 55 | 65 | 80 | 50 | 80 | 77 | 65 | 95 | OUT4 | 70 | 70 | 80 | 60 | 90 | 70 | 50 | 60 | 70 | 50 | 40 | 70 | 60 | 80 | 70 | 70 | 70 | 70 | 60 | 60 | 50 | 60 | 70 | 70 | 70 | 80 | 60 | 50 | 80 | 60 | 60 | 70 | 70 | 60 | 100 | LINK1 | 8 | 7 | 7 | 8 | 9 | 8 | 7 | 9 | 6 | 5 | 7 | 9 | 6 | 7 | 8 | 5 | 8 | 5 | 8 | 7 | 8 | 6 | 8 | 7 | 8 | 6 | 8 | 7 | 8 | 6 | 8 | 8 | 7 | 8 | 9 | LINK2 | 33 | 32 | 27 | 29 | 30 | 34 | 31 | 39 | 28 | 30 | 30 | 36 | 33 | 29 | 31 | 30 | 26 | 27 | 29 | 30 | 31 | 36 | 34 | 33 | 29 | 30 | 32 | 29 | 37 | 29 | 34 | 33 | 26 | 28 | 10 | LINK3 | 15 | 19 | 21 | 20 | 19 | 18 | 17 | 16 | 14 | 15 | 19 | 18 | 16 | 17 | 15 | 12 | 18 | 17 | 13 | 15 | 16 | 14 | 10 | 12 | 14 | 11 | 13 | 15 | 16 | 14 | 12 | 15 | 16 | 12 | 2 |
| 2014 | IN1 | 20 | 34 | 37 | 29 | 34 | 33 | 32 | 36 | 37 | 34 | 34 | 35 | 34 | 32 | 33 | 28 | 32 | 34 | 33 | 31 | 30 | 30 | 32 | 34 | 30 | 33 | 32 | 30 | 30 | 35 | 33 | 32 | 28 | 28 | 15 | IN2 | 14 | 22 | 30 | 28 | 27 | 26 | 25 | 20 | 23 | 24 | 20 | 26 | 20 | 27 | 29 | 20 | 22 | 26 | 20 | 21 | 25 | 21 | 19 | 26 | 19 | 21 | 23 | 21 | 20 | 24 | 21 | 22 | 20 | 17 | 12 | IN3 | 4 | 14 | 15 | 15 | 13 | 12 | 12 | 10 | 10 | 12 | 10 | 10 | 11 | 14 | 17 | 16 | 12 | 18 | 10 | 11 | 15 | 12 | 9 | 14 | 15 | 9 | 7 | 10 | 12 | 14 | 10 | 16 | 9 | 10 | 5 | IN4 | 8 | 15 | 14 | 13 | 12 | 12 | 9 | 10 | 12 | 10 | 10 | 11 | 10 | 18 | 13 | 12 | 11 | 13 | 10 | 10 | 13 | 12 | 14 | 11 | 12 | 11 | 14 | 12 | 9 | 11 | 10 | 14 | 11 | 9 | 7 | OUT1 | 9 | 7 | 7 | 9 | 9 | 8 | 8 | 8 | 9 | 7 | 7 | 8 | 9 | 9 | 7 | 8 | 6 | 9 | 7 | 9 | 8 | 8 | 9 | 8 | 7 | 7 | 8 | 9 | 9 | 8 | 8 | 7 | 9 | 8 | 9 | OUT2 | 9 | 9 | 9 | 9 | 7 | 9 | 7 | 9 | 7 | 9 | 8 | 9 | 9 | 8 | 8 | 7 | 9 | 9 | 8 | 8 | 9 | 8 | 8 | 8 | 9 | 9 | 9 | 9 | 9 | 9 | 8 | 9 | 9 | 8 | 9 | OUT3 | 89 | 59 | 63 | 72 | 73 | 72 | 68 | 68 | 60 | 68 | 67 | 73 | 72 | 66 | 64 | 69 | 65 | 43 | 70 | 72 | 71 | 74 | 73 | 70 | 72 | 66 | 67 | 59 | 68 | 75 | 63 | 78 | 69 | 59 | 95 | OUT4 | 100 | 90 | 80 | 80 | 90 | 70 | 60 | 60 | 90 | 70 | 50 | 60 | 60 | 90 | 70 | 80 | 70 | 80 | 70 | 60 | 50 | 50 | 60 | 80 | 70 | 80 | 60 | 70 | 100 | 60 | 60 | 80 | 70 | 70 | 100 | LINK1 | 9 | 7 | 7 | 8 | 9 | 9 | 8 | 9 | 7 | 7 | 8 | 9 | 7 | 8 | 8 | 6 | 8 | 6 | 9 | 7 | 9 | 7 | 8 | 6 | 9 | 7 | 8 | 8 | 8 | 8 | 8 | 8 | 9 | 8 | 9 | LINK2 | 20 | 30 | 29 | 30 | 32 | 32 | 33 | 35 | 29 | 32 | 32 | 35 | 34 | 30 | 33 | 32 | 28 | 29 | 30 | 29 | 30 | 35 | 36 | 34 | 31 | 32 | 34 | 32 | 30 | 32 | 36 | 30 | 25 | 31 | 22 | LINK3 | 5 | 9 | 11 | 10 | 14 | 16 | 13 | 11 | 12 | 10 | 14 | 16 | 16 | 18 | 5 | 17 | 16 | 18 | 15 | 10 | 10 | 13 | 12 | 14 | 16 | 7 | 10 | 21 | 18 | 14 | 11 | 13 | 15 | 10 | 3 |
|
|