Prompt Engineering
The art and science of crafting effective inputs for AI models to get precise, high-quality outputs. Essential for anyone using AI in their workflow.
As AI handles more execution, the value of distinctly human skills rises. These are the 12 highest-impact skills to develop in the AGI era — ranked by future-proof score and demand trajectory.
Key insight: 6 of 12 tracked skills show surging demand — all of them augment or direct AI rather than compete with it. The workers who thrive won't be those who ignore AI, but those who learn to command it.
Tools, platforms, and technical proficiencies that AI creates demand for.
The art and science of crafting effective inputs for AI models to get precise, high-quality outputs. Essential for anyone using AI in their workflow.
Proficiency across the major AI ecosystems: ChatGPT, Claude, Gemini, Midjourney, GitHub Copilot, Perplexity, and domain-specific tools.
The ability to read, work with, analyze, and communicate with data. Includes understanding statistics, interpreting charts, and using tools like Python, SQL, or Excel at a data analysis level.
Building, training, and deploying ML models in production. Goes beyond data science to include MLOps, model serving, monitoring, and optimization.
Protecting systems, networks, and data from digital attacks. As AI-powered cyberattacks become more sophisticated, human defenders are more critical than ever.
Thinking frameworks and mental models that AI cannot replicate.
The ability to analyze information objectively, question assumptions, identify logical fallacies, and reach sound conclusions. Especially important for evaluating AI outputs.
Understanding how complex systems work, including feedback loops, emergent behavior, and second-order effects. Essential for designing and managing AI-integrated workflows.
Human-to-human competencies that grow in value as AI handles more execution.
Inspiring teams, building trust, driving change, and making decisions that affect people. The most distinctly human skill in the AI era.
Recognizing, understanding, and managing your own emotions and influencing those of others. Core to roles involving relationships, negotiation, care, and leadership.
The ability to reach mutually beneficial agreements through structured communication. High-stakes negotiations — M&A deals, labor contracts, diplomatic discussions — require human judgment.
Creative direction and aesthetic judgment that AI requires humans to provide.
Developing the creative vision, aesthetic standards, and conceptual frameworks that guide AI-generated content. Moving from executing to directing.
Directing generative AI tools (Midjourney, DALL-E, Sora, Stable Diffusion) to produce specific visual outputs through precise prompting, iteration, and curation.
Stop asking "will AI replace me?" and start asking "what can I do with AI that I couldn't do without it?" The AGI era rewards those who treat AI as a collaborator and invest in the skills that make human-AI collaboration extraordinary.