Career Tier	Formal Title	Skills	Skill Points ℠ Experience	Skill Points ℠ Applied	Skills Based Approach ™	Job Future ℠ Employer
Site	IV	Machine Learning Engineer	Data Analysis, Machine Learning, Data Modeling, Data Science, Novel Thinking...	45845	2767	405	402
Site	V	Machine Learning Engineer	Machine Learning, AI Applications Design, Data Modeling, Data Monitoring, Analytical Thinking...	55767	2354	442	440
Site	V	Machine Learning Engineer	Machine Learning, Machine Learning Lifecycle, Analytical Thinking, Statistical Analysis, Spark...	65218	2729	71	65
Site	IV	Machine Learning Engineer	MLOps, Machine Learning, Computational Thinking, Azure Databricks, Python...	39821	2554	342	338
Site	III	Machine Learning Engineer	Machine Learning, Machine Learning Lifecycle, Quantitative Analysis, Analytical Thinking, Python...	36396	3014	74	55
Site	V	Machine Learning Research Scientist	Analytical Thinking, Deep Learning, Machine Learning, Articulate Technical Information, TensorFlow...	58302	2939	166	170
Site	IV	Machine Learning Research Scientist	LLM Design, Research and Development, Data Modeling, Analytical Thinking, SOTA AI Modeling...	52603	2817	104	91
Site	II	Machine Learning Research Scientist	Machine Learning, Graphic Algorithmic Development, Research and Development, Computational Thinking, Research Emerging Trends...	21698	1807	466	397
Site	IV	Machine Learning Software Engineer	Data Interpretation, Data Monitoring, Machine Learning, Process Modeling, Product Design...	43302	2899	478	463
Site	IV	Maintenance Manager	Judgment and Decision Making, Critical Thinking, Process Management, Manufacturing Operations, Safety Compliance...	39092	3455	216	220

(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.