Career Tier	Formal Title	Skills	Skill Points ℠ Experience	Skill Points ℠ Applied	Skills Based Approach ™	Job Future ℠ Employer
Site	IV	Machine Learning Engineer	MLOps, Machine Learning, Computational Thinking, Azure Databricks, Python...	39821	2554	306	301
Site	V	Machine Learning Engineer	Machine Learning, Machine Learning Lifecycle, Analytical Thinking, Statistical Analysis, Spark...	65218	2729	8	17
Site	III	Machine Learning Engineer	Machine Learning, Machine Learning Lifecycle, Quantitative Analysis, Analytical Thinking, Python...	36396	3014	18	12
Site	III	Machine Learning Engineer	AI Evaluation, AI Governance, Data Analysis, Analytical Thinking, Information Privacy...	54927	2630	12	13
Site	II	Machine Learning Research Scientist	Machine Learning, Graphic Algorithmic Development, Research and Development, Computational Thinking, Research Emerging Trends...	21698	1807	443	368
Site	V	Machine Learning Research Scientist	Analytical Thinking, Deep Learning, Machine Learning, Articulate Technical Information, TensorFlow...	58302	2939	135	138
Site	IV	Machine Learning Research Scientist	LLM Design, Research and Development, Data Modeling, Analytical Thinking, SOTA AI Modeling...	52603	2817	64	57
Site	IV	Machine Learning Software Engineer	Data Interpretation, Data Monitoring, Machine Learning, Process Modeling, Product Design...	43302	2899	445	430
Site	IV	Maintenance Manager	Judgment and Decision Making, Critical Thinking, Process Management, Manufacturing Operations, Safety Compliance...	39092	3455	190	192
Site	II	Management Analyst	Statistical Analysis, Data Interpretation, Data Analysis, SQL Coding, Technical Writing...	9340	157	608	537

(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.