Tier	Title	Position	Skills	Prior	Year 1	Views
Site	V	Lead Software Engineer	Software Product Manager	Articulate Technical Information, Complex Problem Solving, Technology Leadership, Product Management, Project Coordination, Programming, Systems Architecture, System Design Strategy, Team Building, Engineering Management, Mentoring, Analytical Thinking, Research Emerging Trends, Product Strategy	41376	1314	713
Site	III	Librarian, Curator, and Archivist	Librarian	Information Science, Research Information, Cataloging, Management Information Systems, Organizational Development, Metadata Schema, LLM Design, Machine Learning, Problem Solving, Attention to Detail, Critical Thinking	22206	1676	1440
Site	III	Life Cycle Marketing Specialist	Digital Marketing Specialist	Marketing, Marketing Campaigning, Content Management, Content Creation, Customer Relations, Measure Digital Engagement, Digital Communication Strategy, Product Branding, Scheduling, Team Building, Novel Thinking, Intuitive Problem Solving, Internal Communication, Social Perceptiveness, HTML 5, CSS, Eloqua, CDP	31178	2111	526
Site	III	Life Scientist	Senior Consultant	Data Interpretation, Data Monitoring, Data Science, Data Visualization, Statistical Analysis, Database Systems Knowledge, Analytical Thinking, Complex Problem Solving, Ethical Compliance, Infor, Workday	20425	1872	1691
Site	I	LMS Administrator	LMS Administrator	Analytical Thinking, Troubleshooting, Team Building, SCRUM, LMS Administration, Internal Communication, Content Management	2796	123	1829
Site	II	Logisticians and Project Management Specialist	Logistics Coordinator	Business Operations, Product Strategy, Logistical Planning, Ethical Compliance, Analytical Thinking, Statistical Analysis, Complex Problem Solving, Customer Service, Project Management	6342	131	1652
Site	IV	Machine Learning Engineer	Machine Learning Engineer	Computer Vision, Machine Learning, Software Development, CI/CD, Quality Control Analysis, Research Leadership, Software Testing, Cloud Infrastructure, Patents, Analytical Thinking, Internal Collaboration, Articulate Technical Information, Complex Problem Solving, Team Building, C Programming, TypeScript, Python	42151	1989	532
Site	IV	Machine Learning Engineer	Machine Learning Engineer	Data Analysis, Machine Learning, Data Modeling, Process Management, Statistical Modeling, Data Science, Research and Development, MLOps, Analytical Thinking, Novel Thinking, Articulate Technical Information, Complex Problem Solving, Internal Collaboration, Java, Python, SQL Programming, TensorFlow	45845	2767	558
Site	V	Machine Learning Engineer	Performance and Scalability Engineer	Machine Learning, AI Applications Design, Data Modeling, Data Monitoring, Cloud Infrastructure, ML Fault Tolerance, GPU Architecture, Automation Testing, Analytical Thinking, Articulate Technical Information, Complex Problem Solving, Kubernetes, C Programming, Python, ONNX, TensorRT, Nsight, PyTorch	55767	2354	549
Site	IV	Machine Learning Engineer	MLOps Platform Engineer	MLOps, Azure Databricks, Machine Learning, Data Modeling, Python, TensorFlow, Jenkins, CI/CD, Azure DevOps, Computational Thinking, Analytical Thinking, Complex Problem Solving, Numpy, Pandas, Scikit-learn, Unity Catalog, Internal Collaboration, Data Monitoring, Research Emerging Trends, Kubernetes	39821	2554	284

(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.