Editing Idea:Task Classification for AI-Human Allocation (section)

== Measurement and Optimization ==

=== Performance Metrics by Task Category ===

'''Implementation Tasks:'''
* Code generation speed and accuracy rates
* Defect density and quality scores
* Integration success rates and rework requirements
* Developer satisfaction with AI collaboration effectiveness

'''Architecture Tasks:'''
* Decision quality and long-term effectiveness assessment
* Stakeholder satisfaction with architectural outcomes
* System performance achievement against design projections
* Technical debt accumulation and maintenance overhead tracking

'''Debugging Tasks:'''
* Time-to-resolution by issue complexity level
* Root cause identification accuracy and solution effectiveness
* Issue recurrence rates and prevention effectiveness
* Knowledge transfer and documentation quality assessment

'''Collaboration Tasks:'''
* Team satisfaction and communication effectiveness ratings
* Stakeholder engagement and relationship quality measurement
* Conflict resolution success rates and collaborative outcome assessment
* Knowledge transfer effectiveness and organizational learning enhancement

=== Continuous Improvement Framework ===

'''Regular Assessment Cycles:'''
* Monthly task allocation effectiveness review and optimization
* Quarterly capability assessment and strategy refinement
* Annual comprehensive evaluation and strategic planning update
* Ongoing feedback collection and improvement identification

'''Organizational Learning Integration:'''
* Documentation and sharing of allocation insights and best practices
* Cross-team collaboration and knowledge transfer processes
* Integration of task allocation effectiveness into performance management
* Development of organizational benchmarks and improvement targets