Editing Research:Question-31-Task-Classification-Validation (section)

=== Systematic Misclassification Patterns ===

The research identifies consistent patterns in framework prediction errors:

'''Over-Estimation of AI Capabilities (35% of errors):'''
* Underestimating context requirements for apparently routine tasks
* Overestimating AI ability to handle edge cases and exceptions
* Insufficient consideration of integration complexity with existing systems

'''Under-Estimation of Human Efficiency (28% of errors):'''
* Failing to account for human pattern recognition and intuitive problem-solving
* Undervaluing human ability to rapidly adapt to changing requirements
* Insufficient consideration of human multitasking and context-switching capabilities

'''Context Insensitivity (22% of errors):'''
* Inadequate consideration of organizational culture and workflow constraints
* Insufficient weighting of team skill levels and experience factors
* Poor adaptation to project-specific requirements and constraints

'''Temporal Dynamics (15% of errors):'''
* Failure to account for task evolution during execution
* Inadequate consideration of learning effects and capability development
* Insufficient modeling of changing project priorities and requirements