Tier	Title	Position	Skills	Prior	Year 1	Views
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	28377	2339	235
Site	IV	Financial and Investment Analysts	Product Investment Strategy	Business Management, Business Strategy, Process Modeling, Product Strategy, Technical Writing, Analytical Thinking, Critical Thinking, Complex Problem Solving, Team Building, Articulate Technical Information	28335	1343	1317
Site	IV	Business Teacher, Postsecondary	Practice of Business Professor	Business Management, Leadership, Research Emerging Trends, Business AI Applications, Curriculum Development, Critical Thinking, Judgment and Decision Making, Teaching, Create Assessments, Advocacy, Program Coordination, Training	28192	1490	1142
Site	III	Digital Product Manager	Product Manager	Analytical Thinking, Complex Problem Solving, Articulate Technical Information, SQL Coding, Tableau, Six Sigma, Agile Methodology, JIRA, Technology Leadership, Product Management, Accountability, Team Building, Critical Thinking, Judgment and Decision Making, Research Planning, Managerial Accounting, Policy Management, Business Management	28124	2324	36
Site	III	Project Manager	Brand Project Manager	Project Management, Intuitive Problem Solving, MS Excel, Project Forecasting, SME Communication, Risk Management, Managerial Accounting, Asset Resource Management, Product Branding, Team Building, Vendor Management, Critical Thinking, Judgment and Decision Making, Accountability, Business Operations	28060	1781	10
Site	III	Product Analytics Engineer	Data Engineer	Data Monitoring, Data Visualization, Process Modeling, Quantitative Analysis, Critical Thinking, Articulate Technical Information, Complex Problem Solving, Ethical Compliance, Internal Communication, SQL Programming, ETL, Python, Scala, C Programming, Mentoring, Product Development, Technology Leadership	27933	2798	390
Site	III	Data Scientist	Data Scientist	Organizational Development, Operations Management, Data Science, Scientific Reasoning, Process Modeling, Complex Problem Solving, Analytical Thinking, Statistical Analysis, Data Center Infrastructure, Forecasting, Feasibility Assessments, Research Emerging Trends, Machine Learning, Mentoring	27869	2774	380
Site	III	Digital Content Designer	Global Digital Designer	Content Creation, Graphic Design, Social Media Marketing, E Commerce, Motion Animation, UI Design, UX Design, Project Coordination, Creative Thinking, Intuitive Problem Solving, Social Perceptiveness, Internal Collaboration, Adobe After Effects , Adobe Illustrator, Adobe Photoshop, Figma	27742	2245	228
Site	III	Engineering Manager	Engineering Project Manager	Engineering Management, Materials Engineering, Product Strategy, Leadership, Managerial Accounting, Product Design Strategy, Project Management, Engine Configuration, Critical Thinking, Analytical Thinking, Articulate Technical Information, Judgment and Decision Making, Team Building, Mentoring, Negotiation	27551	2077	122
Site	III	Information Technology Strategy Consultant	Information Technology Director	Business Development, Leadership, Business Management, Product Branding, Continuous Improvement, Project Coordination, AI Applications, Cybersecurity Threat Modeling, Critical Thinking, Novel Thinking, Sales, Customer Relations, Negotiation, Research Emerging Trends, Team Building, Intuitive Problem Solving	27488	1798	248

(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.