Tier	Title	Position	Skills	Prior	Year 1	Views
Site	V	Device Design Engineer	Device Design Engineer	Novel Thinking, Research Emerging Trends, Systems Design, Mentoring, KOL Leadership, SOC Architecture, SOC Design, Team Building, Process Engineering, Complex Problem Solving, Articulate Technical Information, Product Strategy, Device Engineering	26095	1406	253
Site	V	Sales and Training Manager	Global Sales and Training Manager	Sales Strategy, Sales Planning, Training, Content Management, B2B Marketing, Marketing Coordination, Management Information Systems, Leadership, Social Perceptiveness, Cultural Understanding, Critical Thinking, Articulate Technical Information, Data interpretation, Research Emerging Trends	25652	906	255
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	25341	1659	65
Site	IV	Staff Experience Designer	User Experience Designer	Product Design, Product Design Strategy, AI Applications, Design Leadership, Internal Collaboration, Creative Thinking, Complex Problem Solving, Articulate Technical Information, Attention to Detail, Accountability, Adobe Indesign, Adobe Experience Manager, Adobe Illustrator, Adobe Photoshop	25177	1341	76
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	74
Site	V	Senior Supply Chain Manager	Supply Chain Management	Strategic Sourcing, Logistical Planning, Forecasting, Strategic Planning, Managerial Accounting, Inventory Management, Continuous Improvement, risk management, Operations Management, Complex Problem Solving, Data Monitoring	24603	1950	926
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	1031
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	968
Site	III	Software Development Engineer	Data Engineer	Software Development, Software Application Lifecycle, Product Management, Accountability, Data Visualization, Internal Collaboration, Analytical Thinking, Novel Thinking, Complex Problem Solving, Python, SQL Programming, Azure Databricks, Power BI, Tableau, TensorFlow, Java, Snowflake	22732	1678	69
Site	V	Senior AI Software Engineer	AI Engineer	C Programming, Java, Python, Machine Learning, AI Applications, Unit Testing, Quality Control Analysis, Collaboration, LLM Design, Computer Vision, Natural Language Processing	22103	1725	699

(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.