Career Tier	Formal Title	Skills	Skill Points ℠ Experience	Skill Points ℠ Applied	Skills Based Approach ™	Job Future ℠ Employer
Site	II	AI Data Engineer	Data Analysis, Data Science, Analytical Thinking, Python, Data Governance...	13800	313	56	56
Site	III	AI Hardware Engineer	Software Development, Analytical Thinking, AI Applications Design, Data Analysis, Data Visualization...	37923	3046	38	48
Site	IV	AI Engineer	Agentic AI, AI Applications Design, Analytical Thinking, Prototyping, System Verification Strategy...	43888	2735	2434	2506
Site	IV	Data Scientist	Data Mining, Data Science, Process Modeling, Analytical Thinking, Optimization Strategies...	45631	2986	92	88
Site	III	AI Engineer	Programming, LLM Design, Python, TensorFlow, Cloud Computing...	23352	1559	815	695
Site	V	AI Software Engineer	Machine Learning, LLM Design, Natural Language Processing, AI Applications, Computer Vision...	35733	3500	864	600
Site	II	AI Engineer	Machine Learning, AI Applications Design, Analytical Thinking, BigQuery, Golang...	12210	310	50	51
Site	IV	AI Engineer	AI Applications Design, Machine Learning, Analytical Thinking, AI Governance, LLM Design...	44831	2618	143	120
Site	III	AI Hardware Engineer	AI Hardware Design, Data Center Infrastructure, Systems Architecture, System Design Strategy, Computational Thinking...	25388	2482	597	525
Site	V	AI Director	AI Applications, Data Science, Rapid Prototyping, Analytical Thinking, AWS Sagemaker...	61491	2911	144	127

(Prior and 1st Year) Skill Points are referenced in thousands. A Skills Based Approach Instance is an applied methodology for students and workers. A Job Future is application for practitioners to post jobs.