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Model Evaluation & Validation

A skill group in Data, AI & Analytics › Machine Learning & Predictive Modeling: 41 skills, 38 of them carrying a SynapseScope Skill Rating, named in 8,013 open US roles at the latest reading.

SkillOrganisation ratingOpen rolesMedian salary
Model ValidationNot rated2,723$157,500
Model SelectionMaintain1,438$197,500
ROC AnalysisMaintain784$172,500
Information CriteriaMaintain626$117,500
Robustness Stress TestingInvest369$207,500
Behavioral Model TestingInvest367$72,500
Influence Function Data AttributionInvest352$207,500
Cross-validationMaintain303$147,500
Model TestingMaintain203$132,500
Model AssessmentMaintain164$162,500
Predictive PowerInvest135$172,500
False Alarm RateInvest104$222,500
Knowledge DiscoveryInvest89$187,500
Probabilistic ForecastingInvest74$202,500
Membership Inference DefenseInvest52$217,500
Out-of-Distribution DetectionInvest49
Multi-Modal Benchmark DevelopmentInvest29
Time Series Anomaly DetectionInvest29$237,500
Concept Drift DetectionInvest22$237,500
Off-Policy EvaluationInvest21
Conformal PredictionInvest18
Model AnalysisNot rated16$162,500
Decision Confidence EstimationInvest14
Predictive Accuracy AssessmentNot rated8
R-squaredMaintain7
Predictive Model CalibrationMaintain4
Predictive ValidityMaintain4
SHAP Value AttributionInvest4
Slice-Based Model EvaluationInvest3
Adversarial Robustness CertificationInvest1
Precise PredictionsInvest1
Adaptive Fraud Detection SystemsInvest
Adjusted R-squaredMaintain
Adversarial Learning for Fraud DefenseInvest
Iconic ModelingMaintain
Layered Predictive TestingMaintain
Model Cards and Datasheet DocumentationInvest
Model Observability InstrumentationInvest
Selective Prediction with AbstentionInvest
Self-Supervised Representation EvaluationInvest
Sensitivity IndexMaintain

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