Tier	Title	Position	Skills	Prior	Year 1	Views
Site	IV	Interaction Designer	Interactive Designer	Human Computer Interaction, UX Design, Product Design, Product Discovery, Product Strategy, Visual Design, Creative Thinking, Collaboration, Prototyping, Intuitive Problem Solving	23977	2147	1269
Site	IV	Lead Marketing Data Analyst	Marketing Data Analyst	Marketing Strategy, Product Pricing Analysis, Project Coordination, Data Analysis, Data Modeling, Financial Analysis, Marketing Campaigning, GenAI, Analytical Thinking, Internal Collaboration, Articulate Technical Information, Attention to Detail, Intuitive Problem Solving, Azure Databricks, Power BI, Python, Tableau	43231	2055	525
Site	IV	Machine Learning Engineer	Machine Learning Engineer	Computer Vision, Machine Learning, Software Development, CI/CD, Quality Control Analysis, Research Leadership, Software Testing, Cloud Infrastructure, Patents, Analytical Thinking, Internal Collaboration, Articulate Technical Information, Complex Problem Solving, Team Building, C Programming, TypeScript, Python	42151	1989	544
Site	IV	Machine Learning Engineer	Machine Learning Engineer	Data Analysis, Machine Learning, Data Modeling, Process Management, Statistical Modeling, Data Science, Research and Development, MLOps, Analytical Thinking, Novel Thinking, Articulate Technical Information, Complex Problem Solving, Internal Collaboration, Java, Python, SQL Programming, TensorFlow	45845	2767	578
Site	IV	Machine Learning Engineer	MLOps Platform Engineer	MLOps, Azure Databricks, Machine Learning, Data Modeling, Python, TensorFlow, Jenkins, CI/CD, Azure DevOps, Computational Thinking, Analytical Thinking, Complex Problem Solving, Numpy, Pandas, Scikit-learn, Unity Catalog, Internal Collaboration, Data Monitoring, Research Emerging Trends, Kubernetes	39821	2554	296
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	722
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	1397
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	419
Site	IV	Manufacturing General Manager	Manufacturing Operations Manager	Business Operations, Operations Management, Process Management, Data Analysis, Vendor Management, Strategic Sourcing, Safety Compliance, Continuous Improvement, Evaluate Performance, Leadership Development, Public Relations, Critical Thinking, Analytical Thinking, Customer Relations, Intuitive Problem Solving, Judgment and Decision Making, Internal Collaboration, Conflict Resolution, TPM, HACCP	44178	2516	249
Site	IV	Manufacturing Systems Manager	Manufacturing IT Systems Manager	Manufacturing Operations, Systems Architecture, ERP Systems, Technology Leadership, Analytical Thinking, Complex Problem Solving, Team Building, IIoT Systems, CPG Industry, MES Systems, OT Systems, SAP, SCADA, ASP .Net, HMI Programming, Javascript, MS SQL Server, PLC Programming, Python	41345	2542	289

(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.