Career Tier	Formal Title	Skills	Skill Points ℠ Experience	Skill Points ℠ Applied	Skills Based Approach ™	Job Future ℠ Employer
Site	IV	Machine Learning Engineer	Computer Vision, Machine Learning, Software Development, Analytical Thinking, CI/CD...	42151	1989	363	320
Site	IV	Machine Learning Engineer	Data Analysis, Machine Learning, Data Modeling, Data Science, Novel Thinking...	45845	2767	355	350
Site	V	Machine Learning Engineer	Machine Learning, AI Applications Design, Data Modeling, Data Monitoring, Analytical Thinking...	55767	2354	407	385
Site	IV	Machine Learning Engineer	MLOps, Machine Learning, Computational Thinking, Azure Databricks, Python...	39821	2554	302	294
Site	V	Machine Learning Research Scientist	Analytical Thinking, Deep Learning, Machine Learning, Articulate Technical Information, TensorFlow...	58302	2939	130	130
Site	II	Machine Learning Research Scientist	Machine Learning, Graphic Algorithmic Development, Research and Development, Computational Thinking, Research Emerging Trends...	21698	1807	441	364
Site	IV	Machine Learning Research Scientist	LLM Design, Research and Development, Data Modeling, Analytical Thinking, SOTA AI Modeling...	52603	2817	55	47
Site	IV	Machine Learning Software Engineer	Data Interpretation, Data Monitoring, Machine Learning, Process Modeling, Product Design...	43302	2899	440	425
Site	IV	Maintenance Manager	Judgment and Decision Making, Critical Thinking, Process Management, Manufacturing Operations, Safety Compliance...	39092	3455	184	188
Site	II	Management Analyst	Statistical Analysis, Data Interpretation, Data Analysis, SQL Coding, Technical Writing...	9340	157	602	529

(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.