The Learning Stack Optimization
Primary Learning (60% of time): - One comprehensive course - Structured curriculum - Clear progression path - Practical exercises
Supplementary Learning (25% of time): - YouTube for specific techniques - Podcasts for context - Articles for updates - Communities for support
Practice Projects (15% of time): - Real work applications - Side projects - Open source contributions - Teaching others
The Knowledge Retention System
The LEARN Protocol: - Learn: Consume new information - Explain: Teach someone else - Apply: Use in real project - Reflect: Document lessons - Network: Connect with experts
Tom's Retention Stats: - Traditional learning: 10% retention after 90 days - LEARN protocol: 85% retention after 90 days - Speed to proficiency: 3x faster
The Skill Validation Framework
Internal Validation: - Solve real business problem - Present results to leadership - Get testimonial from stakeholder - Document quantified impact
External Validation: - Industry certification (if valuable) - Published content - Speaking engagement - Peer recognition
Market Validation: - Job offers with skill premium - Consulting opportunities - Internal promotion - Recruiter interest spike