9150221909

9150221909



HR Predictive Analytics: LIMĘ Feature Importance Visualization

Hołd Out (Test) Set, First 10 Cases Shown


Case: 1


Case:10


Label: No


Label: No


Probability: 0.78

TrainingTimesLastYear ErwironmentSatisfaction ■

Gender = Female I Age I


Probability: 0.70

T rainingTimesLastYear StockOptionLevel BusinessTravel = Travel_Rarely HourlyRate


0e+00    1e-04    2e-04


-6e-06 -3e-06 0e+00 3e-06 6e-06


Case: 2


Case: 3


Label: No


Label: Yes


Probability: 0.94

OverTime = No T rainingTimesLastYear BusinessTravel = Travel_Rarely YearsAtCompany


Probability: 0.96

T rainingTimesLastYear JobRole = Laboratory Technician BusinessTravel = Travel_Rarely DistanceFromHome


0.0e+00 5.0e-07 1.0e-06 1.5e-06 0.0e+00 5.0e-06 1.0e-05 1.5e-05

Case: 4


Case: 5


Label: No


Label: No


Feature


Probability: 0.97

T rainingTimesLastYear Department = Sales BusinessTravel = Travel_Rarely DistanceFromHome

0e+00 1 e-11 2e-11 3e-11 4e-11


Probability: 0.89

JobSatisfaction T rainingTimesLastYear YearsinCurrentRole BusinessTravel = Travel_Rarely

-4e-06    -2e-06    0e+00    2e-06


Case: 6


Case: 7


Label: No


Label: Yes


Probability: 0.97

StockOptionLevel OverTime = No TotalWorkingYears HourlyRate

0e+00 1e-08 2e-08 3e-08


Probability: 0.86

OverTime = Yes JobRole = Research Scientist YearsSinceLastPromotion Age


0.0e+00 4.0e-10 8.0e-10 1.2e-09

Case: 8    Case: 9

Label: No    Label: No

Probability: 0.96    Probability:    0.83

OverTime = No

Education

MaritalStatus = Single DistanceFromHome ■

P

OverTime = No MonthlyRate

0e+00    5e-10    1e-09    0e+00    4e-08    8e-08

Weight

Supports Contradicts



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