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	72410	2151	75
Site	III	Data Scientist	Data Scientist	Data Science, Data Monitoring, AI Applications Design, Predictive Modeling, Software Development, LLM Design, CI/CD, Internal Collaboration, Analytical Thinking, Complex Problem Solving, SQL Programming, Python, Numpy, TensorFlow, Azure Databricks, MLOps	24669	2147	70
Site	IV	Chemistry Teacher, Postsecondary	Chemistry Professor	Chemistry, Grant Writing, Biochemistry, Lecturing, Teaching, Articulate Technical Information, Technical Writing, Clinical Research, Analytical Thinking, Complex Problem Solving	22815	2145	964
Site	V	Sustainability Compliance and Reporting Officer	Sustainability Compliance Officer	KOL Leadership, Internal Collaboration, Judgment and Decision Making, Data Analysis, Ethical Compliance, Advocacy, Risk Management, Sustainability Frameworks, Legal Reasoning, GRI , Complex Problem Solving, Articulate Technical Information, Report Writing, Research Emerging Trends, Data Governance, Economic Analysis, Community Building	69751	2141	74
Site	IV	Supervisor of Sales	Technology Sales	Business Strategy, Sales, Technology Leadership, Business AI Applications, Negotiation, Complex Problem Solving, Verbal Communication, Analytical Thinking, Critical Thinking, Strategic Planning, Financial Analysis, Product Management	15154	2114	1064
Site	V	Data Governance Director	Data Manager	Data Science, Data Monitoring, Data interpretation, Ethical Compliance, Database Systems Knowledge, Complex Problem Solving, Judgment and Decision Making, Critical Thinking, Process Modeling, Accuracy, Collaboration, Negotiation	24038	2112	1028
Site	III	Enterprise Strategy Consultant	Strategy Consultant	Feasibility Assessments, Predictive Modeling, Business Strategy, Analytical Thinking, Critical Thinking, Ethical Compliance, Agile Methodology, Business AI Applications, Negotiation, New Media Literacy, Novel Thinking, Managerial Accounting, Strategic Planning	7803	2093	1056
Site	IV	Senior Business Program Manager	Business Project Manager	Judgment and Decision Making, Strategic Planning, Business Strategy, Process Modeling, Collaboration, Negotiation, Articulate Technical Information, Complex Problem Solving, Product Management, Ethical Compliance, Project Coordination, Management of Personnel Resources, Leadership	20108	2093	893
Site	III	Tax Preparer	Tax Analyst	Accounting, Account Auditing, Managerial Accounting, Ethical Compliance, Data Analysis, Analytical Thinking, Problem Solving, Attention to Detail, Financial Analysis	6721	2090	822
Site	V	Software Embedded Engineer	Embedded Software Engineer	Electrical Engineering, Software Development, Software Application Lifecycle, Technical Documentation, CI/CD, System Design Strategy, Quality Control Analysis, Analytical Thinking, RTOS, Wireless Networks, Yocto Linux, AutoSAR, Data Analysis, Complex Problem Solving, Attention to Detail, C Programming, Linux, Python	72295	2086	64

(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.