Table 5.
Input and output slacks of inefficient hospitals
| 2018 | |||||||||||||
| DMU | Slack_Beds a | Slack_Cost a | Slack_FTE Med a | Slack_FTE Nurse a | Slack_FTE Admin a | Slack_FTE Tech a | Slack_Outpatient Visits a | Slack_Outpatient Revenue a | Slack_Inpatient Revenue a | Slack_Adj. Inpatient a | Slack_BOR a |
Slack_Inappropriate Admission b |
Slack_Mortality b |
| H4 | 0.00% | 0.00% | 0.00% | −4.24% | −36.66% | −33.57% | 24.15% | 0.00% | 1.02% | 0.00% | 3.00% | −7.38% | 0.00% |
| H7 | 0.00% | 0.00% | 0.00% | −2.33% | 0.00% | −4.58% | 4.60% | 0.00% | 0.00% | 0.00% | 12.47% | −2.79% | −2.44% |
| H8 | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 54.65% | 22.82% | 5.01% | 0.00% | 10.05% | −4.64% | −1.49% |
| H9 | 0.00% | 0.00% | 0.00% | 0.00% | −14.05% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 15.47% | −5.47% | − 3.43% |
| H12 | 0.00% | −7.23% | 0.00% | −13.68% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.31% | 7.63% | −4.32% | −3.44% |
| H13 | 0.00% | 0.00% | −4.23% | −7.80% | 0.00% | −4.61% | 0.00% | 0.00% | 0.55% | 0.00% | 17.13% | −2.09% | −5.56% |
| H14 | 0.00% | 0.00% | −15.11% | −15.88% | −40.13% | 0.00% | 64.61% | 16.15% | 0.00% | 0.00% | 0.00% | 0.00% | −0.97% |
| H17 | 0.00% | 0.00% | −5.16% | 0.00% | 0.00% | −19.31% | 0.00% | 0.00% | 0.00% | 1.01% | 0.34% | 0.00% | −2.94% |
| H19 | 0.00% | −4.71% | − 13.65% | 0.00% | 0.00% | −22.91% | 21.69% | 0.00% | 5.48% | 0.00% | 0.00% | −3.77% | −4.63% |
| H20 | 0.00% | 0.00% | 0.00% | −8.84% | −0.49% | −7.32% | 30.03% | 0.00% | 0.00% | 2.27% | 11.12% | −4.12% | −7.73% |
| H23 | 0.00% | 0.00% | 0.00% | 0.00% | −41.82% | − 8.91% | 173.03% | 0.00% | 0.00% | 4.14% | 12.38% | −3.07% | −1.22% |
| H26 | 0.00% | 0.00% | 0.00% | −0.02% | −25.75% | −6.66% | 0.00% | 0.00% | 3.97% | 0.00% | 7.38% | −6.09% | −4.61% |
| H30 | 0.00% | 0.00% | 0.00% | 0.00% | −7.25% | −4.03% | 0.00% | 0.00% | 0.00% | 7.13% | 15.55% | −2.78% | −4.01% |
| H35 | 0.00% | 0.00% | −4.26% | −16.81% | −44.99% | 0.00% | 21.89% | 60.61% | 4.52% | 0.00% | 0.00% | −13.65% | −1.06% |
| H41 | 0.00% | −8.37% | 0.00% | −6.70% | 0.00% | −0.01% | 16.50% | 32.08% | 2.82% | 0.00% | 12.35% | −1.83% | −0.60% |
| AVG 2018 | 0.00% | −1.35% | −2.83% | −5.09% | −14.08% | −7.46% | 27.41% | 8.78% | 1.56% | 0.99% | 8.32% | −4.13% | −2.94% |
| 2019 | |||||||||||||
| DMU | Slack_Beds a | Slack_Cost a | Slack_FTE Med a | Slack_FTE Nurse a | Slack_FTE Admin a | Slack_ FTE Tech a |
Slack_ Outpatient Visits a |
Slack_ Outpatient Revenue a |
Slack_ Inpatient Revenue a |
Slack_ Adj. Inpatient a |
Slack_BOR a |
Slack_ Inappropriate Admission b |
Slack_ Mortality b |
| H2 | −10.34% | 0.00% | −36.65% | −2.92% | −62.26% | − 32.90% | 30.28% | 3.28% | 8.39% | 0.00% | 0.00% | −9.16% | −4.40% |
| H3 | 0.00% | −12.36% | 0.00% | −14.29% | 0.00% | −27.06% | 0.00% | 0.00% | 76.81% | 19.44% | 0.00% | 0.00% | −10.69% |
| H4 | 0.00% | 0.00% | −7.09% | 0.00% | −28.11% | −25.07% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | −4.70% | −0.08% |
| H5 | −0.63% | −4.33% | 0.00% | 0.00% | −10.86% | 0.00% | 0.00% | 0.00% | 0.00% | 2.73% | 14.05% | −2.12% | −3.00% |
| H6 | −26.96% | −18.54% | −20.04% | −18.45% | −78.52% | 0.00% | 36.71% | 0.00% | 0.00% | 3.91% | 27.90% | −8.73% | 0.00% |
| H8 | −16.81% | 0.00% | −24.40% | 0.00% | −28.53% | −14.86% | 0.00% | 0.00% | 5.94% | 0.00% | 0.00% | −3.34% | −3.26% |
| H12 | 0.00% | −7.09% | 0.00% | −3.61% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 5.01% | 0.00% | −4.12% | −4.19% |
| H14 | 0.00% | 0.00% | −19.39% | −15.44% | −13.80% | 0.00% | 32.38% | 12.75% | 0.00% | 2.66% | 0.00% | −4.04% | −1.65% |
| H15 | 0.00% | −5.15% | −3.47% | −15.74% | −30.15% | 0.00% | 0.00% | 0.00% | 0.00% | 4.81% | 4.33% | −15.21% | −5.46% |
| H16 | −6.51% | 0.00% | −8.80% | 0.00% | −7.19% | −22.30% | 0.00% | 0.00% | 0.00% | 4.31% | 0.00% | −4.87% | −1.84% |
| H18 | −3.72% | 0.00% | −2.79% | 0.00% | −3.56% | −34.72% | 0.00% | 0.00% | 1.54% | 0.00% | 0.00% | 0.00% | −10.54% |
| H21 | −2.30% | 0.00% | −15.26% | 0.00% | 0.00% | −2.39% | 0.00% | 0.00% | 0.00% | 2.64% | 16.98% | −10.34% | −6.10% |
| H23 | 0.00% | 0.00% | −14.44% | 0.00% | −22.23% | −5.99% | 84.72% | 0.00% | 0.00% | 7.17% | 6.39% | −3.07% | −2.84% |
| H24 | 0.00% | 0.00% | −8.28% | 0.00% | −9.74% | 0.00% | 0.00% | 0.00% | 0.00% | 1.02% | 0.00% | −4.86% | −6.05% |
| H25 | 0.00% | 0.00% | −19.32% | −6.35% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 1.44% | 8.60% | −6.59% | −5.77% |
| H30 | 0.00% | 0.00% | −0.24% | −3.81% | −36.97% | −12.26% | 0.00% | 0.00% | 0.00% | 4.85% | 5.30% | −8.70% | −2.24% |
| H33 | −16.83% | 0.00% | −26.71% | −11.20% | −45.18% | −30.41% | 16.71% | 78.74% | 0.00% | 19.10% | 0.00% | −13.96% | −2.11% |
| H35 | 0.00% | 0.00% | −33.02% | 0.00% | −71.35% | −14.18% | 14.14% | 32.83% | 3.51% | 0.00% | 0.00% | −3.54% | −1.04% |
| H36 | 0.00% | 0.00% | −10.86% | 0.00% | −38.17% | 0.00% | 0.00% | 0.00% | 0.00% | 3.12% | 14.27% | −4.27% | −5.13% |
| H41 | 0.00% | −4.77% | 0.00% | −7.56% | 0.00% | 0.00% | 21.55% | 38.09% | 2.28% | 0 | 12.75% | −1.74% | −1.34% |
| AVG 2019 | −4.21% | −2.61% | −12.54% | −4.97% | −24.33% | − 11.11% | 11.82% | 8.28% | 4.92% | 4.11% | 5.53% | −5.67% | −3.89% |
| AVG | −2.40% | −2.07% | −8.38% | −5.02% | −19.94% | −9.54% | 18.50% | 8.50% | 3.48% | 2.77% | 6.73% | −5.01% | −3.48% |
a The results have been transformed into percentages
b To ensure a better reading of the results, the undesirable outputs results have been retransformed into percentages by reciprocal transformation