Formation et Montée en Compétences IA : Investir dans son Équipe

class AISkillsDevelopmentFramework:
    def __init__(self):
        self.skills_assessor = AISkillsAssessmentAI()
        self.learning_personalizer = PersonalizedLearningAI()
        self.competency_tracker = CompetencyTrackingAI()
        self.application_facilitator = PracticalApplicationAI()

    def develop_ai_workforce(self, team_profile, business_objectives):
        """
        Développe compétences IA équipe avec approche personnalisée et mesurable
        """
        # Assessment compétences actuelles
        current_skills = self.skills_assessor.assess_current_ai_skills(
            team_profile,
            assessment_dimensions=['technical_literacy', 'ai_tool_proficiency', 
                                 'strategic_thinking', 'change_adaptability', 'collaboration_readiness'],
            benchmark='industry_standards'
        )
        
        # Personnalisation parcours formation
        personalized_learning = self.learning_personalizer.create_personalized_paths(
            current_skills,
            business_objectives,
            learning_preferences=team_profile['learning_styles'],
            time_constraints=team_profile['availability'],
            learning_modalities=['hands_on', 'theoretical', 'peer_learning', 'mentoring']
        )
        
        # Tracking développement compétences
        competency_tracking = self.competency_tracker.setup_competency_tracking(
            personalized_learning,
            tracking_methods=['practical_application', 'peer_evaluation', 
                            'project_outcomes', 'business_impact'],
            feedback_frequency='continuous'
        )
        
        # Facilitation application pratique
        practical_application = self.application_facilitator.facilitate_practical_application(
            personalized_learning,
            application_contexts=['daily_work_integration', 'pilot_projects',
                                'cross_functional_collaboration', 'innovation_challenges'],
            support_level='comprehensive'
        )
        
        return {
            'skills_baseline': current_skills,
            'development_roadmap': personalized_learning,
            'tracking_system': competency_tracking,
            'application_framework': practical_application,
            'business_impact_measurement': self.setup_roi_measurement(business_objectives),
            'continuous_improvement': self.create_continuous_learning_culture()
        }