Tier	Title	Position	Skills	Prior	Year 1	Views
Site	IV	Data Scientist	Senior Data Scientist	Data Analysis, Data Interpretation, Forecasting, Quantitative Analysis, Strategic Planning, SQL Coding, Analytical Thinking, Articulate Technical Information, Attention to Detail, Complex Problem Solving, Teamwork, MS Excel	34002	1674	1360
Site	III	Electrical Engineer	Senior Electrical Engineer	Electrical Engineering, Quantitative Analysis, Process Modeling, Micro Machining and Fabrication, Project Coordination, Researching, Managerial Accounting, Electrical Systems, Negotiation, SolidWorks, AutoCAD	15674	1676	1350
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	1192
Site	III	Software Development Engineer	Data Engineer	Software Development, Software Application Lifecycle, Product Management, Accountability, Data Visualization, Internal Collaboration, Analytical Thinking, Novel Thinking, Complex Problem Solving, Python, SQL Programming, Azure Databricks, Power BI, Tableau, TensorFlow, Java, Snowflake	23564	1678	284
Site	III	Senior Software Developer	Lead Software Engineer	IT Infrastructure, Project Management, UI Design, Analytical Thinking, Intuitive Problem Solving, C#, MS SQL Server, HTML 5, Javascript, JS Angular, CSS, Software Development	22652	1681	1441
Site	III	Enterprise Strategy Consultant	Strategy Consultant	Strategic Planning, Business Strategy, Predictive Modeling, Feasibility Assessments, Managerial Accounting, Business AI Applications, Critical Thinking, Analytical Thinking, Novel Thinking, Negotiation, Ethical Compliance, New Media Literacy, Agile Methodology	22588	1695	1288
Site	IV	Math and Computer Science Teacher, Postsecondary	Computer Scientist	Applied Science, Computer Science, Systems Design, Data Science, AI, LLM Design, Machine Learning, Lecturing, Computational Thinking, Analytical Thinking, Teaching	29135	1703	1166
Site	III	Product Marketing Manager	Product Director	Project Management, Technology Leadership, Team Building, Collaboration, Judgment and Decision Making, Business Strategy, B2B Marketing, Creative Thinking, Product Branding, Product Strategy, Critical Thinking	20170	1703	856
Site	V	Senior Director Personnel Management	Hr Director	Human Resource Management, Organizational Development, Management of Personnel Resources, Strategic Planning, Data Monitoring, Leadership, Project Management, Creative Thinking, Critical Thinking, Collaboration	33525	1706	1156
Site	V	Procurement Operations Manager	Procurement Manager	Procurement, Logistical Planning, Supply Chain Leadership, Program Development, Project Management, Judgment and Decision Making, Articulate Technical Information, Systems Design, Systems Evaluation, Data Monitoring, Process Modeling, Analytical Thinking, Critical Thinking	46689	1711	1156

(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.