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	254
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	252
Site	III	Product Analytics Engineer	Data Engineer	Process Modeling, Data Visualization, Data Monitoring, Quantitative Analysis, SQL Programming, ETL, Business Analysis, Articulate Technical Information, Internal Communication, Documentation, Security Management Strategy, Quality Control Analysis, Ethical Compliance, Critical Thinking, Complex Problem Solving	13356	1399	249
Site	IV	Sales Strategy Manager	Sales Strategy Manager	Sales Strategy, Complex Problem Solving, Articulate Technical Information, Python, R Programming, SQL Programming, Quantitative Analysis, Financial Modeling, Business Operations, Sales Leadership, Managerial Accounting, Management of Personnel Resources, Quality Control Analysis, Critical Thinking, Persuasion, Negotiation, Sales Forecasting	20860	1712	249
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	245
Site	I	Solutions Engineer	Solutions Engineer	Website Development, HTML 5, Database Design, SQL Programming, Analytical Thinking, Collaboration, Professional Communication, Teamwork, Intuitive Problem Solving, Internal Communication, Business Development, Sales Planning, Novel Thinking, Product Strategy, Business Storytelling	2096	120	244
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	242
Site	IV	Integrity Solutions Engineer	Integration Engineer	Ethical Compliance, Digital Compliance, Digital Auditing, Product Strategy, Legal Reasoning, Critical Thinking, Complex Problem Solving, Public Policy, Software Development, Product Management, Python, Java, Cloud Infrastructure, REST API	17036	1056	242
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	241
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	241

(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.