Tier	Title	Position	Skills	Prior	Year 1	Views
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	1453
Site	III	Clinical Data Analyst	Clinical Data Analyst	Data Analysis, Data interpretation, Data Science, Systems Administration, Clinical Research, Statistical Analysis, Project Management, Programming, Content Management, Training, Managerial Accounting, Analytical Thinking, Intuitive Problem Solving	22079	1984	1385
Site	II	Machine Learning Research Scientist	Research Scientist ML Graphics	Machine Learning, Graphic Algorithmic Development, Research and Development, Applied Mathematics, GPU Architecture, Directx, OpenGL, Vulkan, Computational Thinking, Analytical Thinking, Novel Thinking, Research Emerging Trends, C Programming, Python, PyTorch	21698	1807	762
Site	III	Business Systems Analyst	It Business Analyst	Oracle OSS, Oracle EBS, Database Systems Knowledge, Management Information Systems, Project Coordination, Business Analysis, Leadership, Accounting Information Systems, Managerial Accounting, Critical Thinking, Complex Problem Solving	21697	1322	1781
Site	II	GPU Software Development Engineer	GPU Software Developer	Python, AI Applications, DirectML, CI/CD, TensorFlow, SQL Programming, Computational Thinking, Analytical Thinking, Intuitive Problem Solving, Collaboration, Teamwork	21697	1391	769
Site	III	Information Technology Systems Analyst	Sap Systems Analyst	Systems Architecture, Systems Evaluation, ERP Project Development, Asset Resource Management, Management of Material Resources, Analytical Thinking, Project Coordination, Quality Control Analysis, Software Testing, SCRUM, Programming, REST API	21634	2300	797
Site	III	Solutions Architect	Solutions Architect	UI Design, ASP .Net, Project Management, Database Systems Knowledge, Management Information Systems, Business Management, Management of Personnel Resources, Complex Problem Solving, Novel Thinking, Judgment and Decision Making	21506	1405	1523
Site	III	AI Interaction Designer	Interaction Designer	Product Discovery, Human Computer Interaction, Data Visualization, AI Applications, Product Design, Prototyping, UI Design, Complex Problem Solving, Collaboration, Articulate Technical Information, Novel Thinking	21443	1644	1215
Site	III	Environmental Engineering Technologist and Technician	Environmental Engineer	Data Monitoring, Environmental Engineering, Management Information Systems, Digital Compliance, Public Relations, Continuous Improvement, Analytical Thinking, Attention to Detail, Intuitive Problem Solving, Report Writing, Advocacy, Ethical Compliance, Negotiation	21316	2398	747
Site	IV	UX Researcher	Quantitative Research Analyst	Human Computer Interaction, Quantitative Analysis, R Programming, Statistical Analysis, Research and Development, Accuracy, Teamwork, UX Design, Measure Digital Engagement, Data interpretation, Data Monitoring	21291	2558	1166

(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.