Tier	Title	Position	Skills	Prior	Year 1	Views
Site	IV	Machine Learning Software Engineer	ML Software Engineer	Project Management, Product Design, Machine Learning, Data interpretation, Database Systems Knowledge, Data Monitoring, Predictive Modeling, Process Modeling, Python, Software Testing, Technology Leadership, PyTorch, Complex Problem Solving, Analytical Thinking, Statistical Analysis	19234	2783	156
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	158
Site	V	Security Systems Architect	Security Architect	Research Emerging Trends, KOL Leadership, Articulate Technical Information, Team Building, SOC Architecture, Security Management Strategy, Virtualization Technology, Complex Problem Solving, Digital Compliance, Organizational Development, Engineering Management, Systems Architecture, Technical Writing	38486	1877	159
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	161
Site	V	Technical Program Manager	Cloud Infrastructure Program Manager	System Design Strategy, Engineering Management, Cloud Infrastructure, Strategic Planning, Strategic Partnering, Articulate Technical Information, Management of Personnel Resources, Complex Problem Solving, Product Evaluation, Define Requirements, Internal Communication, Team Building, Negotiation, Persuasion, Feasibility Assessments	34862	1154	164
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	25652	906	165
Site	IV	Design Verification Engineer	Design Verification Engineer	Engineering Design, Systems Design, Systems Evaluation, Automation Testing, Quality Control Analysis, SOC Architecture, SOC Design, Articulate Technical Information, Intuitive Problem Solving, SystemVerilog, Project Management, Internal Communication	16538	1582	167
Site	II	Business Development Analyst	Business Development Analyst	Project Management, Customer Relations, Account Management, Negotiation, Sales Strategy, Technical Writing, Sales Planning, Adaptability, Resiliency, Product Pricing Analysis, Account Analysis	2213	131	168
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	170
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	180

(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.