Tier	Title	Position	Skills	Prior	Year 1	Views
Site	III	Data Scientist	Data Scientist	Data Center Infrastructure, Complex Problem Solving, Process Modeling, Statistical Analysis, Mentoring, Data Science, Operations Management, Organizational Development, Machine Learning, Forecasting, Feasibility Assessments, Scientific Reasoning, Analytical Thinking, Research Emerging Trends	14793	1417	171
Site	II	Senior Network Engineer	Network Production Engineer	Automation Testing, Network Infrastructure, Data Center Infrastructure, Security Incident Response, Troubleshooting, Complex Problem Solving, Mentoring, Python, Network Routing Protocols, Juniper, Analytical Thinking, Systems Administration	6038	134	137
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	186
Site	V	Product Manager	Software Product Manager	Product Design, Product Management, Product Strategy, Critical Thinking, Leadership, Team Building, Strategic Planning, Internal Communication, Judgment and Decision Making, Research Emerging Trends, Quantitative Analysis, Project Coordination, Resiliency	35736	2229	170
Site	III	Software Engineer	OS Internals Software Engineer	Systems Development, C Programming, Product Evaluation, Collaboration, Device Management, Computational Thinking, Problem Solving, iOS System, Android, Linux, Java, Windows OS, AOSP, Android JNI	2406	168	154
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	183
Site	III	Software Engineer	Infrastructure Software Engineer	C Programming, Java, PHP, Teamwork, Systems Architecture, Project Coordination, Accountability, Python, Javascript, Accuracy, Programming, Quality Control Analysis	6910	2557	155
Site	I	Materials Program Manager	Materials Manager	Management of Material Resources, Supply Chain Leadership, Managerial Accounting, Intuitive Problem Solving, Analytical Thinking, Business Operations, Feasibility Assessments, Logistical Planning, Account Management, Negotiation, Internal Communication, LEAN Manufacturing, Data Visualization, Power BI	2410	196	157
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	184
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	2038	169	161

(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.