Career Tier	Formal Title	Skills	Skill Points ℠ Experience	Skill Points ℠ Applied	Skills Based Approach ™	Job Future ℠ Employer
Site	IV	Product Manager	Critical Thinking, Customer Relations, Product Design Strategy, Hospitality Industry, Internal Collaboration...	46793	2831	103	103
Site	IV	Machine Learning Software Engineer	Data Interpretation, Data Monitoring, Machine Learning, Process Modeling, Product Design...	43302	2899	380	373
Site	IV	Machine Learning Engineer	MLOps, Machine Learning, Computational Thinking, Azure Databricks, Python...	39821	2554	251	236
Site	IV	Machine Learning Engineer	Computer Vision, Machine Learning, Software Development, Analytical Thinking, CI/CD...	42151	1989	310	271
Site	IV	Machine Learning Engineer	Data Analysis, Machine Learning, Data Modeling, Data Science, Novel Thinking...	45845	2767	310	304
Site	IV	AI Engineer	Machine Learning, Data Science, Critical Thinking, Data Analysis, Data Modeling...	44250	2533	272	265
Site	V	Machine Learning Research Scientist	Analytical Thinking, Deep Learning, Machine Learning, Articulate Technical Information, TensorFlow...	58302	2939	57	54
Site	IV	Maintenance Manager	Judgment and Decision Making, Critical Thinking, Process Management, Manufacturing Operations, Safety Compliance...	39092	3455	121	113
Site	II	Management Analyst	Statistical Analysis, Data Interpretation, Data Analysis, SQL Coding, Technical Writing...	9340	157	541	478
Site	IV	Business Continuity Manager	Business Operations, Business Continuity Management, Technical Risk Assessment, Critical Thinking, Risk Management...	47736	2695	248	251

(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.