Tier	Title	Position	Skills	Prior	Year 1	Views
Site	IV	Design Verification Engineer	Design Verification Engineer	Engineering Design, Quality Control Analysis, Automation Testing, Systems Evaluation, Systems Design, SOC Design, SOC Architecture, Intuitive Problem Solving, Articulate Technical Information, Project Management, Internal Communication, SystemVerilog, Analytical Thinking, Critical Thinking	33278	2241	416
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	420
Site	IV	Machine Learning Software Engineer	ML Software Engineer	Data Interpretation, Data Monitoring, Machine Learning, Process Modeling, Product Design, Predictive Modeling, Software Testing, Statistical Analysis, Database Systems Knowledge, Project Management, Technology Leadership, Analytical Thinking, Complex Problem Solving, Python, PyTorch, Computational Thinking	43302	2899	420
Site	III	AI Hardware Engineer	AI Hardware and Rack Verification Engineer	AI Hardware Design, Data Center Infrastructure, Systems Architecture, System Design Strategy, System Verification Strategy, Computer Verification, Computational Thinking, Quality Control Analysis, Automation Testing, Network Infrastructure, Complex Problem Solving, Python SV, Negotiation	25388	2482	421
Site	I	Solutions Engineer	Solutions Engineer	Business Development, Sales Planning, Product Strategy, Database Design, Professional Communication, Website Development, Analytical Thinking, Novel Thinking, Business Storytelling, Intuitive Problem Solving, Teamwork, Collaboration, Internal Communication, HTML 5, SQL Programming, Rapid Prototyping	9847	191	421
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	423
Site	IV	Sales Strategy Manager	Sales Strategy Manager	Sales Leadership, Sales Strategy, Quantitative Analysis, Sales Forecasting, Business Operations, Management of Personnel Resources, Financial Modeling, Managerial Accounting, Quality Control Analysis, Critical Thinking, Articulate Technical Information, Complex Problem Solving, Negotiation, Persuasion, Python, R Programming, SQL Programming, Tableau	44321	2866	424
Site	V	Sales and Training Manager	Global Sales and Training Manager	Sales Strategy, Sales Planning, Training, Content Management, B2B Marketing, Marketing Coordination, Management Information Systems, Leadership, Social Perceptiveness, Cultural Understanding, Critical Thinking, Articulate Technical Information, Data interpretation, Research Emerging Trends	36798	906	428
Site	II	Business Development Analyst	Business Development Analyst	Product Pricing Analysis, Sales Strategy, Account Analysis, Account Management, Resiliency, Sales Planning, Project Management, Analytical Thinking, Adaptability, Customer Relations, Negotiation, Technical Writing	7882	172	434
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	6033	145	437

(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.