Evaluation Metric Design Task

A Evaluation Metric Design Task is a metric design task that is an assessment framework task (for performance measurement systems).

• AKA: Performance Metric Design Task, Assessment Metric Creation Task, Evaluation Measure Design Task.
• Context:
  • Task Input: Evaluation Requirements, System Characteristics
    • Optional Input: Existing Metrics, Domain Constraints
  • Task Output: Metric Definitions, Evaluation Framework
  • Task Performance Measure: Metric Quality Measures such as metric validity, metric reliability, and metric interpretability
  • ...
  • It can typically define Evaluation Metric Sets for evaluation completeness.
  • It can typically specify Metric Calculation Methods with evaluation formulas.
  • It can often establish Evaluation Baselines through evaluation benchmarks.
  • It can often design Metric Aggregation Rules for evaluation combination.
  • It can often leverage Evaluation Metric Frameworks with evaluation design patterns.
  • ...
  • It can range from being a Single-Metric Design Task to being a Multi-Metric Design Task, depending on its evaluation metric count.
  • It can range from being a Task-Agnostic Design Task to being a Task-Specific Design Task, depending on its evaluation specialization.
  • It can range from being a Static Metric Design Task to being an Adaptive Metric Design Task, depending on its evaluation flexibility.
  • It can range from being a Automated Metric Task to being a Human-Centered Metric Task, depending on its evaluation human factor.
  • It can range from being a Offline Metric Design Task to being an Online Metric Design Task, depending on its evaluation deployment.
  • ...
  • It can utilize Evaluation Metric Frameworks for evaluation methodology development.
  • It can be supported by Evaluation Metric Frameworks with evaluation best practices.
  • It can enable System Comparison through evaluation standardization.
  • It can integrate with Evaluation Platforms for evaluation automation.
  • ...
• Example(s):
  • ML Metric Design Tasks, such as:
    • Classification Metric Design for accuracy measurement.
    • Generation Metric Design for text quality assessment.
  • Domain Metric Design Tasks, such as:
    • Medical Evaluation Metric Design for clinical outcome measurement.
    • Financial Metric Design for risk assessment framework.
  • Application Metric Design Tasks, such as:
    • User Experience Metric Design for interface evaluation.
    • System Performance Metric Design for efficiency measurement.
  • ...
• Counter-Example(s):
  • Metric Calculation Task, which applies existing metrics.
  • Informal Assessment Task, without systematic design.
  • Subjective Evaluation Task, lacking quantitative metrics.
• See: Metric Design Task, Assessment Framework Task, Evaluation Methodology Task, Benchmark Design Task, Performance Measurement Task, KPI Definition Task.

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