Career Tier	Formal Title	Skills	Skill Points ℠ Experience	Skill Points ℠ Applied	Skills Based Approach ™	Job Future ℠ Employer
Site	IV	Machine Learning Research Scientist	LLM Design, Research and Development, Data Modeling, Analytical Thinking, SOTA AI Modeling...	52603	2817	100	90
Site	V	Machine Learning Research Scientist	Analytical Thinking, Deep Learning, Machine Learning, Articulate Technical Information, TensorFlow...	58302	2939	165	168
Site	II	Machine Learning Research Scientist	Machine Learning, Graphic Algorithmic Development, Research and Development, Computational Thinking, Research Emerging Trends...	21698	1807	464	393
Site	III	Machine Learning Engineer	AI Evaluation, AI Governance, Data Analysis, Analytical Thinking, Information Privacy...	54927	2630	58	48
Site	IV	Machine Learning Engineer	Computer Vision, Machine Learning, Software Development, Analytical Thinking, CI/CD...	42151	1989	394	349
Site	IV	Machine Learning Engineer	Data Analysis, Machine Learning, Data Modeling, Data Science, Novel Thinking...	45845	2767	400	399
Site	V	Machine Learning Engineer	Machine Learning, AI Applications Design, Data Modeling, Data Monitoring, Analytical Thinking...	55767	2354	440	437
Site	V	Machine Learning Engineer	Machine Learning, Machine Learning Lifecycle, Analytical Thinking, Statistical Analysis, Spark...	65218	2729	70	65
Site	IV	Machine Learning Engineer	MLOps, Machine Learning, Computational Thinking, Azure Databricks, Python...	39821	2554	341	336
Site	III	Machine Learning Engineer	Machine Learning, Machine Learning Lifecycle, Quantitative Analysis, Analytical Thinking, Python...	36396	3014	69	54

(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.