Decision Support / Automated Decision-Making

Decision Support Systems

AI systems for automating and optimizing management decisions

Decision Support Systems

Description

AI analyzes numerical metrics and facts to suggest the optimal decision: approve or reject an application, choose the best option from several, or prioritize tasks. For critical domains, the system's recommendation can be augmented with expert rules.

Typical Tasks

  • Application scoring and evaluation: credit, insurance, procurement
  • Task ranking and prioritization based on multiple criteria
  • Request classification and routing to the appropriate specialist
  • Automated report and recommendation generation
  • Expert support for decision-making under uncertainty

Technologies

XGBoost LightGBM CatBoost Scikit-learn SHAP ONNX MLflow

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