Tier	Title	Position	Skills	Prior	Year 1	Views
Site	II	Management Analyst	Management Analyst	Business Management, Statistical Analysis, Data interpretation, Data Monitoring, Data Analysis, Technical Writing, Articulate Technical Information, Critical Thinking, Process Modeling, SQL Coding, Time Management	1801	160	1097
Site	IV	Machine Learning Software Engineer	ML Software Engineer	Project Management, Product Design, Machine Learning, Data interpretation, Database Systems Knowledge, Data Monitoring, Predictive Modeling, Process Modeling, Python, Software Testing, Technology Leadership, PyTorch, Complex Problem Solving, Analytical Thinking, Statistical Analysis	19234	2783	179
Site	II	Machine Learning Research Scientist	Research Scientist ML Graphics	C Programming, Python, PyTorch, Graphic Algorithmic Development, OpenGL, Vulkan, Directx, Applied Mathematics, Machine Learning, GPU Architecture, Novel Thinking, Computational Thinking, Analytical Thinking, Research Emerging Trends, Research and Development	1930	1807	206
Site	II	Logisticians and Project Management Specialist	Logistics Coordinator	Business Operations, Product Strategy, Logistical Planning, Ethical Compliance, Analytical Thinking, Statistical Analysis, Problem Solving, Customer Service	1939	95	1095
Site	I	LMS Administrator	LMS Administrator	Analytical Thinking, Troubleshooting, Team Building, SCRUM, LMS Administration	359	116	1252
Site	III	Life Scientist	Senior Consultant	Data Science, Data interpretation, Data Monitoring, Data Visualization, Database Systems Knowledge, Analytical Thinking, Complex Problem Solving, Ethical Compliance, Workday, Infor, Statistical Analysis	1506	2310	1146
Site	III	Librarian, Curator, and Archivist	Librarian	Information Science, Management Information Systems, Research Information, Cataloging, Problem Solving, Organizational Development, LLM Design, Machine Learning, Metadata Schema, Attention to Detail	3071	1538	874
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	30049	1314	139
Site	III	Lead Content Strategist	Content Strategist	Content Management, Marketing Campaigning, Social Media Marketing, Attention to Detail, UX Design, Creative Thinking, Project Management, Brand Marketing	5273	1085	1098
Site	V	Lead Cloud Architect	Lead Cloud Architect	Cloud Computing, ERP Cloud Development, Cloud Infrastructure, Data Visualization, Technology Leadership, Ethical Compliance, Articulate Technical Information, Information Security Management, New Media Literacy, Team Building, Mentoring, Systems Evaluation, Automation Testing, Software Development	19421	1853	678

(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.