Career Tier	Formal Title	Skills	Skill Points ℠ Experience	Skill Points ℠ Applied	Skills Based Approach ™	Job Future ℠ Employer
Site	V	AI Engineer	AI Governance, Program Development, Systems Architecture, Analytical Thinking, Azure Machine Learning...	60183	2788	73	85
Site	V	Applied Research Engineer	Applied Research, Data Science, Machine Learning Lifecycle, LLM Design, Analytical Thinking...	69012	2893	69	66
Site	V	AI Engineer	AI Governance, Data Science, Machine Learning, Analytical Thinking, Research Leadership...	55359	2776	177	182
Site	IV	Data Analytics Lead	Product Development, Quantitative Analysis, Analytical Thinking, Fintech Industry, Python...	50279	3565	27	28
Site	IV	Data Engineer	Cloud Infrastructure, Systems Architecture, Analytical Thinking, Amazon AWS, Master Data Management...	48536	3405	31	26
Site	V	Data Scientist	Data Science, Machine Learning Lifecycle, Process Modeling, Analytical Thinking, Predictive Modeling...	64434	2981	53	47
Site	III	Data Scientist	Agentic AI, Quantitative Analysis, Analytical Thinking, AI Applications Design, LLM Design...	34614	3100	34	33
Site	IV	Data Engineer	Construct Data Structures, Systems Architecture, Analytical Thinking, Business Intelligence Tools, ETL...	46212	3434	40	43
Site	V	AI Engineer	System Design Strategy, Systems Architecture, Analytical Thinking, AIPaaS, AI Governance...	60510	3407	30	27
Site	IV	Network Engineer	Network Infrastructure, Analytical Thinking, Linux, System Design Strategy, Systems Architecture...	47374	3071	33	33

(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.