Career Tier	Formal Title	Skills	Skill Points ℠ Experience	Skill Points ℠ Applied	Skills Based Approach ™	Job Future ℠ Employer
Site	IV	Data Scientist	Data Mining, Data Science, Process Modeling, Analytical Thinking, Optimization Strategies...	45631	2986	70	71
Site	III	AI Engineer	Programming, LLM Design, Python, TensorFlow, Cloud Computing...	23352	1559	788	669
Site	V	AI Software Engineer	Machine Learning, LLM Design, Natural Language Processing, AI Applications, Computer Vision...	35733	3500	842	583
Site	II	AI Engineer	Machine Learning, AI Applications Design, Analytical Thinking, BigQuery, Golang...	12210	310	20	19
Site	IV	AI Engineer	AI Applications Design, Machine Learning, Analytical Thinking, AI Governance, LLM Design...	44831	2618	122	100
Site	III	AI Hardware Engineer	AI Hardware Design, Data Center Infrastructure, Systems Architecture, System Design Strategy, Computational Thinking...	25388	2482	579	506
Site	V	AI Director	AI Applications, Data Science, Rapid Prototyping, Analytical Thinking, AWS Sagemaker...	61491	2911	117	106
Site	IV	Applied AI Manager	Software Development, Analytical Thinking, Java, Agentic AI, AI Applications Design...	50279	3353	7	10
Site	IV	AI Service Manager	Program Management, Analytical Thinking, Agentic AI, AI Ethics, AI Evaluation...	51441	3002	35	30
Site	III	AI Software Engineer	AI Applications Design, Analytical Thinking, Kubernetes, Python, Agentic AI...	34869	3360	63	66

(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.