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	3071	1538	927
Site	II	Public Relations Manager	Data Center Policy Manager	Economic Analysis, Public Policy, Public Relations, Research Emerging Trends, Quantitative Analysis, Articulate Technical Information, Report Writing, Feasibility Assessments, Data Center Infrastructure, Collaboration, Analytical Thinking, Environmental Engineering, Negotiation, Energy Systems Analysis	3881	147	184
Site	I	Site Reliability Engineer	Cloud Engineer	LLM Design, Cloud Databases, Cloud Computing, IT Infrastructure, Management Information Systems, Systems Evaluation, Troubleshooting, Complex Problem Solving, Computational Thinking, Team Building, Programming, Data Monitoring	2076	159	864
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	51501	1634	30
Site	II	Product Development Enginner	Product Development Engineer	Mechanical Engineering, Product Design, Product Strategy, Product Development, Complex Problem Solving, Statistical Analysis, SolidWorks, Engineering Design, Critical Thinking, Prototyping	10088	1741	926
Site	I	Computer Hardware Engineer	Backend Developer	C Programming, API Development, Technical Writing, Python, Java, Linux, Agile Methodology, Computer Architecture, Automation Testing, RTL Design, Quality Control Analysis, Unit Testing	1314	120	792
Site	V	Sustainability Compliance and Reporting Officer	Sustainability Compliance Officer	KOL Leadership, Internal Collaboration, Judgment and Decision Making, Data Analysis, Ethical Compliance, Advocacy, Risk Management, Sustainability Frameworks, Legal Reasoning, GRI , Complex Problem Solving, Articulate Technical Information, Report Writing, Research Emerging Trends, Data Governance, Economic Analysis, Community Building	69751	2141	37
Site	II	Product Marketing Manager	Product Marketing Manager	Market Analysis, Product Strategy, Market Research Analysis, Research Emerging Trends, Marketing Strategy, Product Accounting, Product Branding, Data Interpretation, Project Management, Analytical Thinking, Quantitative Analysis, Internal Collaboration, Judgment and Decision Making	4774	137	37
Site	I	Customer Service Manager	Customer Service Manager	Customer Service, Customer Relations, Management of Personnel Resources, Project Management	387	25	1158
Site	I	Software Developer	Site Reliability Engineer	Quality Control Analysis, Ethical Compliance, Cloud Computing, Unit Testing, Troubleshooting, Analytical Thinking, Articulate Technical Information, Technology Design, Intuitive Problem Solving	1721	116	1100

(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.