Table 6.
Malmquist index of Model A with bootstrapping and its decomposition (2013–2017).
| DMU | 2013–2014 | 2014–2015 | 2015–2016 | 2016–2017 | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MI | EC | TC | MI | EC | TC | MI | EC | TC | MI | EC | TC | |
| PH1 | 1.2098 | 0.9965 | 1.2141 | 0.5149 | 1.017 | 0.5063 | 1.0106 | 1.0056 | 1.005 | 0.9666 | 1.0227 | 0.9451 |
| PH2 | 1.175 | 0.999 | 1.1761 | 0.4263 | 1.0271 | 0.4151 | 1.0606 | 1.0079 | 1.0523 | 1.0517 | 1.0232 | 1.0279 |
| PH3 | 1.0296 | 1.0078 | 1.0216 | 0.55 | 1.0077 | 0.5458 | 1.0771 | 1.0048 | 1.0719 | 1.099 | 0.9864 | 1.1142 |
| PH4 | 1.2443 | 1.1465 | 1.0854 | 0.8828 | 1.1587 | 0.7619 | 1.1678 | 1.006 | 1.1609 | 1.1157 | 1.0987 | 1.0155 |
| PH5 | 1.0468 | 1.0039 | 1.0427 | 0.7974 | 0.787 | 1.0131 | 0.853 | 0.8354 | 1.021 | 1.0355 | 1.267 | 0.8173 |
| PH6 | 0.9203 | 0.9356 | 0.9837 | 1.0641 | 1.3503 | 0.7881 | 0.9144 | 0.9342 | 0.9788 | 1.0228 | 0.9948 | 1.0281 |
| PH7 | 0.9689 | 0.9609 | 1.0083 | 1.0799 | 1.1106 | 0.9723 | 0.8391 | 0.8717 | 0.9627 | 1.1199 | 1.1335 | 0.988 |
| PH GM | 1.0787 | 1.0054 | 1.073 | 0.7173 | 1.0534 | 0.6809 | 0.9823 | 0.9497 | 1.0343 | 1.0574 | 1.0714 | 0.987 |
| MH1 | 0.9823 | 1.0094 | 0.9731 | 0.8094 | 1.0295 | 0.7863 | 1.0541 | 1.0091 | 1.0445 | 1.031 | 0.9836 | 1.0481 |
| MH2 | 0.9763 | 1.0209 | 0.9563 | 0.9596 | 1.0107 | 0.9494 | 1.0239 | 0.9862 | 1.0382 | 1.0306 | 1.0139 | 1.0165 |
| MH3 | 1.0756 | 1.1153 | 0.9644 | 0.8792 | 0.9452 | 0.9302 | 1.6326 | 1.311 | 1.2453 | 1.0044 | 0.961 | 1.0452 |
| MH4 | 1.0217 | 0.9569 | 1.0678 | 0.9084 | 1.115 | 0.8147 | 1.2535 | 1.0494 | 1.1944 | 0.8812 | 0.8364 | 1.0536 |
| MH5 | 0.9778 | 0.9244 | 1.0578 | 1.0348 | 1.1076 | 0.9343 | 1.007 | 1.1747 | 0.8573 | 0.8681 | 0.8552 | 1.0151 |
| MH6 | 0.9967 | 0.9964 | 1.0003 | 0.9581 | 1.0224 | 0.9371 | 0.7319 | 1.0238 | 0.7149 | 1.0352 | 1.0178 | 1.0171 |
| MH7 | 0.9655 | 1.0628 | 0.9084 | 0.9865 | 1.0251 | 0.9624 | 1.045 | 1.0425 | 1.0024 | 1.0601 | 0.9878 | 1.0732 |
| MH8 | 1.0169 | 0.9971 | 1.0198 | 0.9913 | 1.0109 | 0.9806 | 1.0038 | 0.9932 | 1.0106 | 0.9378 | 1.0027 | 0.9352 |
| MH9 | 0.91 | 1.0433 | 0.8722 | 0.9814 | 1.0164 | 0.9656 | 0.9821 | 1.001 | 0.9811 | 0.9415 | 0.9842 | 0.9566 |
| MH10 | 0.6845 | 0.9037 | 0.7575 | 1.0452 | 1.0276 | 1.0171 | 0.9718 | 0.9652 | 1.0068 | 0.9265 | 0.9414 | 0.9842 |
| MH11 | 0.8545 | 1.0102 | 0.8459 | 0.9523 | 1.0193 | 0.9342 | 1.0316 | 1.0037 | 1.0278 | 0.9786 | 0.9974 | 0.9811 |
| MH12 | 0.8191 | 1.0035 | 0.8163 | 1.0507 | 1.0046 | 1.0459 | 1.063 | 0.9851 | 1.0791 | 0.9491 | 1.0102 | 0.9395 |
| MH GM | 0.9338 | 1.0021 | 0.9318 | 0.9606 | 1.027 | 0.9354 | 1.0496 | 1.0415 | 1.0078 | 0.9685 | 0.9641 | 1.0045 |
| OH1 | 1.0036 | 0.9819 | 1.0221 | 0.9633 | 1.0506 | 0.9169 | 0.8992 | 1.0324 | 0.8709 | 0.9405 | 0.8831 | 1.065 |
| OH2 | 0.9674 | 0.9364 | 1.0331 | 1.2436 | 1.2583 | 0.9883 | 0.5745 | 0.6282 | 0.9144 | 1.1423 | 1.2667 | 0.9018 |
| OH3 | 0.9186 | 1.0739 | 0.8554 | 0.7989 | 0.7966 | 1.0029 | 1.1747 | 1.1755 | 0.9993 | 1.197 | 1.1923 | 1.004 |
| OH4 | 1.0925 | 1.1331 | 0.9642 | 0.9561 | 0.9884 | 0.9674 | 1.0093 | 1.0288 | 0.9811 | 0.8481 | 0.8509 | 0.9967 |
| OH5 | 0.9504 | 0.9255 | 1.027 | 0.8688 | 0.9153 | 0.9491 | 0.8247 | 0.8512 | 0.9688 | 0.9358 | 1.0269 | 0.9113 |
| OH6 | 0.9858 | 1.009 | 0.977 | 0.8523 | 0.9385 | 0.9082 | 1.436 | 1.012 | 1.4189 | 0.957 | 1.0111 | 0.9465 |
| OH GM | 0.9849 | 1.0073 | 0.9778 | 0.9372 | 0.9815 | 0.9548 | 0.9479 | 0.9367 | 1.0119 | 0.9961 | 1.0277 | 0.9692 |
| GM | 0.9848 | 1.0043 | 0.9806 | 0.8799 | 1.0231 | 0.86 | 1.0054 | 0.9894 | 1.0161 | 0.9993 | 1.0084 | 0.991 |
| p value | 0.083 * | 0.967 | 0.022 ** | 0.250 | 0.394 | 0.133 | 0.744 | 0.285 | 0.375 | 0.074 * | 0.042 ** | 0.512 |
Notes: 1. Data source: Own elaboration. 2. Single asterisk (*) denotes significant differences at 90% and double asterisk (**) denotes significant differences at 95%. 3. Abbreviation: DMU, Decision-Making Unit; MI, Malmquist Index; GM, Geometric Mean; EC, Technical Efficiency Change; TC, Technological Change; PH, Provincial Hospitals; MH, Municipal Hospitals; OH, Other Hospitals.