Tier	Title	Position	Skills	Prior	Year 1	Views
Site	I	Database Administrator	Database Administrator	Database Design, Database Audit, Data Monitoring, Documentation, Database Security, NoSql, Ansible, Cobbler, Cfengine, Elasticsearch , Kubernetes, Database Systems Knowledge, C Programming, Python, Intuitive Problem Solving, Analytical Thinking	1573	145	188
Site	I	Hardware Engineer	Silicon Hardware Engineer	Software Testing, Data Analysis, Systems Architecture, AI Hardware Design, Software Development, Engineering Design, Critical Thinking, Computational Thinking, Teamwork, Intuitive Problem Solving	1842	169	155
Site	I	Software Quality Engineer	Software Quality Control Engineer	Linux, C Programming, Python, SQL Programming, Database Design, Network Infrastructure, CI CD Pipeline, Software Source Control, Teamwork, Data Analysis, Articulate Technical Information, Analytical Thinking, Programming, Quality Control Analysis	1583	215	184
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	214
Site	II	GPU Software Development Engineer	GPU Software Developer	Python, TensorFlow, DirectML, CI CD Pipeline, SQL Programming, Collaboration, AI Applications, Teamwork, Intuitive Problem Solving, Computational Thinking, Analytical Thinking	5597	2401	159
Site	III	AI Hardware Engineer	AI Hardware and Rack Verification Engineer	AI Hardware Design, Data Center Infrastructure, Computational Thinking, Systems Architecture, Quality Control Analysis, Automation Testing, Network Infrastructure, Python SV, Computer Verification, System Design Strategy, System Verification Strategy, Complex Problem Solving, Negotiation	16937	2851	168
Site	V	Packaging Commodity Manger	Packaging Commodity Manager	Packaging Engineering, Asset Resource Management, Managerial Accounting, Managerial Finance, Supply Chain Leadership, Contract Writing, Negotiation, Commodity Management, Product Management, Product Pricing Analysis	27284	1671	157
Site	III	Information Technology Systems Analyst	Sap Systems Analyst	ERP Project Development, Systems Architecture, Systems Evaluation, Management of Material Resources, Asset Resource Management, Analytical Thinking, Project Coordination, SCRUM, REST API, Software Testing, Programming, Quality Control Analysis	18532	1863	207
Site	IV	Business Development Manager	Business Development Lead	Strategic Partnering, Product Strategy, Negotiation, Team Building, Public Relations, Technology Leadership, Shipley , Verbal Communication, Critical Thinking, Adaptability, Project Management, SOC Architecture	14032	1777	169
Site	III	Environmental Engineering Technologist and Technician	Environmental Engineer	Environmental Engineering, Negotiation, Advocacy, Digital Compliance, Ethical Compliance, Data Monitoring, Management Information Systems, Analytical Thinking, Public Relations, Continuous Improvement, Writing Reports, Intuitive Problem Solving, Attention to Detail	7717	1203	166

(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.