Tier	Title	Position	Skills	Prior	Year 1	Views
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	17180	1538	1029
Site	I	LMS Administrator	LMS Administrator	Analytical Thinking, Troubleshooting, Team Building, SCRUM, LMS Administration, Internal Communication, Content Management	2796	123	1423
Site	I	Credit Counselor and Loan Officer	Loan Officer	Customer Service, Ethical Compliance, Problem Solving, Technical Writing, Business Analysis, Loan Processing, Analytical Thinking, Attention to Detail, Time Management	3184	124	1314
Site	I	Design for Testability Engineer	Logic Design Engineer	DFT Login Design, RTL Design, SOC Architecture, SOC Design, Quality Control Analysis, Automation Testing, TestKompress, FastScan, LogicBIST, Analytical Thinking, Intuitive Problem Solving, Electrical Application	5362	138	295
Site	I	RTL Design Engineer	Logic Design Engineer	Electrical Systems, RTL Design, SystemVerilog, Python, Electrical Engineering, Computational Thinking, Unit Testing, Intuitive Problem Solving, Collaboration, System Design Strategy, Analytical Thinking, Systems Evaluation	6402	169	276
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	1259
Site	IV	Machine Learning Engineer	Machine Learning Engineer	Machine Learning, Data Science, TensorFlow, SQL Programming, Java, Python, Internal Collaboration, Data Analysis, Analytical Thinking, Novel Thinking, Complex Problem Solving, Articulate Technical Information, Process Management, Data Modeling, Statistical Modeling, MLOps, Research and Development	47588	1634	139
Site	IV	Senior Machine Learning Engineer	Machine Learning Engineer	Machine Learning, TypeScript, Python, Cloud Infrastructure, Computer Vision, Software Development, CI/CD, Team Building, Quality Control Analysis, Software Testing, Research Leadership, Articulate Technical Information, Patents, Internal Collaboration, Complex Problem Solving, Analytical Thinking, C Programming	44475	1989	156
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, Judgment and Decision Making	9340	157	1263
Site	III	Manufacturing Supervisor	Manufacturing Analyst	Quality Control Analysis, Process Engineering, Management of Personnel Resources, LEAN Manufacturing, Critical Thinking, Operations Monitoring, Troubleshooting, Teamwork, Time Management, MS Office	17943	1150	1012

(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.