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. 2025 Mar 14;25:380. doi: 10.1186/s12913-025-12552-9

Table 5.

Comparing the performance of different models in predicting satisfaction with pay equity

 Structure satisfaction Accuracy Sensitivity Specificity AUC
Logistic
 Train 0.767 0.716 0.816 0.841
 Test 0.746 0.705 0.813 0.833
Random forest
 Train 0.856 0.847 0.864 0.933
 Test 0.764 0.729 0.785 0.829
SVM
 Train 0.999 0.999 0.999 1.00
 Test 0.718 0.765 0.642 0.761
Xgboost
 Train 0.766 0.789 0.743 0.842
 Test 0.761 0.768 0.751 0.836
SHL
 Train 0.961 0.963 0.959 0.990
 Test 0.687 0.709 0.651 0.731