Tier	Title	Position	Skills	Prior	Year 1	Views
Site	IV	Bioengineer	Biological Scientist	Biological Engineering, Bioprocess Design, Bioreactor Engineering, Data Analysis, Data Visualization, Quantitative Analysis, Analytical Thinking, Complex Problem Solving, Judgment and Decision Making, Technical Writing, MS Excel	32040	1646	1200
Site	III	Site Reliability Engineer	Site Reliability Engineer	Machine Learning, Data Modeling, Kubernetes, Systems Architecture, System Design Strategy, PyTorch, CI/CD, Python, TensorRT, InfluxDB, Elastic Stack, Chaos Engineering, ML Fault Tolerance, Process Management, Complex Problem Solving, Analytical Thinking, Digital Compliance	35314	1659	139
Site	III	Business Development Manager	Director Business Development	Sales Strategy, Sales Forecasting, Business Development, Strategic Partnering, Quantitative Analysis, Analytical Thinking, Research Emerging Trends, Technology Leadership, Collaboration, Team Building, Negotiation, Novel Thinking, Visual Communication, ERP Cloud Development	29142	1660	278
Site	IV	Principal Process Engineer	Senior Process Engineer	Process Engineering, Process Modeling, Quality Control Analysis, Data Analysis, Data Monitoring, Risk Management, Complex Problem Solving, Mentoring, Ethical Compliance, Leadership, Research and Development, Analytical Thinking, Judgment and Decision Making	34221	1661	954
Site	V	Senior Robotics Engineer	Robotics Engineer	Robotics Engineering, Electrical Engineering, Mechanical Engineering, Quality Control Analysis, Research Emerging Trends, Technology Leadership, Product Strategy, Systems Evaluation, Unit Testing, Articulate Technical Information, Computational Thinking, Complex Problem Solving, Robot Operating System, Nav2, Machine Learning	44565	1661	160
Site	V	Packaging Commodity Manger	Packaging Commodity Manager	Packaging Engineering, Asset Resource Management, Managerial Accounting, Managerial Finance, Supply Chain Leadership, Contract Writing, Negotiation, Commodity Management, Product Management, Product Pricing Analysis	30582	1671	277
Site	IV	Purchasing Manager	Indirect IT Supply Chain Manager	Business Operations, Procurement, Cost Accounting, Managerial Accounting, Market Research Analysis, Risk Management, Strategic Sourcing, Supply Chain Leadership, Technical Documentation, Contract Administration, Analytical Thinking, Articulate Technical Information, Team Building, Negotiation, Report Writing, Internal Collaboration, ERP Systems	42540	1671	103
Site	III	Product Designer	Product Designer	Product Design, Systems Architecture, Articulate Technical Information, Contract Administration, Technical Documentation, Management Information Systems, Scheduling, Business Operations, Complex Problem Solving, Judgment and Decision Making, Technical Support, Quality Control Analysis, Internal Collaboration, System Design Strategy, System Verification Strategy, User Acceptance Testing, Create Training Materials, Analytical Thinking, Attention to Detail, Conflict Resolution	37159	1673	111
Site	IV	AI Engineer	Onboard Embodied Engineer	Machine Learning, Complex Problem Solving, LLM Design, Technology Leadership, Engineering Management, Mentoring, Ethical Compliance, Digital Compliance, Data Modeling, Python, PyTorch, TensorFlow, Technology Strategy, Critical Thinking, Computational Thinking	39307	1674	157
Site	IV	Data Scientist	Senior Data Scientist	Data Analysis, Data Interpretation, Forecasting, Quantitative Analysis, Strategic Planning, SQL Coding, Analytical Thinking, Articulate Technical Information, Attention to Detail, Complex Problem Solving, Teamwork, MS Excel	34002	1674	1226

(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.