Tier	Title	Position	Skills	Prior	Year 1	Views
Site	V	Machine Learning Engineer	Performance and Scalability Engineer	Machine Learning, AI Applications Design, Data Modeling, Data Monitoring, Cloud Infrastructure, ML Fault Tolerance, GPU Architecture, Automation Testing, Analytical Thinking, Articulate Technical Information, Complex Problem Solving, Kubernetes, C Programming, Python, ONNX, TensorRT, Nsight, PyTorch	55767	2354	242
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	410
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	404
Site	II	Management Analyst	Management Analyst	Business Management, Statistical Analysis, Data Interpretation, Data Monitoring, Data Analysis, Technical Writing, Articulate Technical Information, Critical Thinking, Process Modeling, SQL Coding, Time Management, Judgment and Decision Making	9340	157	1357
Site	IV	Manager Corporate Strategy	Corporate Strategy Manager	Managerial Finance, Business Strategy, Negotiation, Financial Modeling, Data interpretation, Data Monitoring, Critical Thinking, Analytical Thinking, Complex Problem Solving, Quantitative Analysis, Articulate Technical Information	28554	2320	1072
Site	IV	Manager Corporate Strategy	Strategy Manager	Critical Thinking, Analytical Thinking, Articulate Technical Information, Data Analysis, Judgment and Decision Making, Complex Problem Solving, Business Management, Business Operations, Internal Collaboration, Negotiation, Project Management, Technology Leadership, Strategic Planning, Strategic Partnering, Market Strategy, Operations Monitoring, Research Emerging Trends	46717	1876	102
Site	III	Manager Packaging Development	Packaging Manager	Packaging Engineering, Quality Control Analysis, Complex Problem Solving, Project Management, Compliance, Leadership, Management of Personnel Resources, Team Building, Troubleshooting, Prototyping, Management of Material Resources, Analytical Thinking, Judgment and Decision Making	24370	1606	1165
Site	III	Manager Strategic Partnerships	Strategic Partnerships Accountant	Business Development, Business Management, Human Resource Management, Project Management, Public Relations, Sales Leadership, Sales Planning, Sales Strategy, Strategic Partnering, Event Planning, Recruitment, Critical Thinking, Judgment and Decision Making, Team Building, Ethical Compliance, Training	29524	2391	165
Site	III	Manager Talent Development	Talent Manager	Organizational Development, Strategic Planning, Business Management, Evaluate Performance, Continuous Improvement, Technology Leadership, Mentoring, Team Building, Learning Techniques, Learning Strategies, Internal Collaboration, Articulate Technical Information, Novel Thinking, Intuitive Problem Solving, Workday, Adobe Learning Manager, Marketo	30478	2420	219
Site	V	Manager Talent Development	Talent Management Supervisor	Critical Thinking, Complex Problem Solving, Judgment and Decision Making, Project Management, Business Management, Organizational Development, KOL Leadership, Team Building, Business Operations, Articulate Technical Information, Social Perceptiveness, Evaluate Performance, Management of Personnel Resources, Succession Planning, Strategic Sourcing, Internal Collaboration, Continuous Improvement, Ethical Compliance, Strategic Planning	56340	2301	65

(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.