Table 4.
Sensitivity analysis and model validation
| Panel A: sensitivity analysis of the DEA model | |||||||
|---|---|---|---|---|---|---|---|
| Variables/removed | Average scores | DMUs efficient (%) | p-value (Mann–Whitney) | Spearman rank correlation (sig.) | |||
| None | 0.61 | 12.9% | – | – | |||
| Accounts payable | 0.51 | 9.1% | 3 × | 0.832 (0.000) | |||
| Accounts receivable | 0.54 | 7.5% | 3 × | 0.886 (0.000) | |||
| Cost of goods sold | 0.51 | 8.6% | 2 × | 0.899 (0.000) | |||
| Inventory | 0.57 | 8.1% | 0.0226 | 0.938 (0.000) | |||
| Panel B: the distribution variance of efficiency scores | |||||||
| Year | p-value (Mann–Whitney) | p-value (Kruskal–Wallis) | Spearman rank correlation (sig.) | ||||
| (2018–2019) | 0.497 | 0.814 | 0.812 (0.000) | ||||
| (2019–2020) | 0.944 | 0.876 (0.000) | |||||
| (2018–2020) | 0.684 | 0.738 (0.000) | |||||