Career Tier	Formal Title	Skills	Skill Points ℠ Experience	Skill Points ℠ Applied	Total Views	Skills Based Approach ™	Job Future ℠ Employer
Site	IV	Lead 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	781	241	247
Site	III	Lead Marketing Strategist	Data Analysis, Product Strategy, Cost Accounting, Feasibility Assessments, Product Pricing Analysis, Sales Leadership, Data Monitoring, Market Research Analysis, Market Strategy, Human Resource Management, Analytical Thinking, Articulate Technical Information, Complex Problem Solving, Internal Collaboration, Research Emerging Trends, POV Analysis	32323	2513	700	232	213
Site	V	Lead Software Engineer	Articulate Technical Information, Complex Problem Solving, Technology Leadership, Product Management, Project Coordination, Programming, Systems Architecture, System Design Strategy, Team Building, Engineering Management, Mentoring, Analytical Thinking, Research Emerging Trends, Product Strategy	41376	1314	970	293	271
Site	III	Librarian, Curator, and Archivist	Information Science, Research Information, Cataloging, Management Information Systems, Organizational Development, Metadata Schema, LLM Design, Machine Learning, Problem Solving, Attention to Detail, Critical Thinking	22206	1676	1718	474	338
Site	III	Life Cycle Marketing Specialist	Marketing, Marketing Campaigning, Content Management, Content Creation, Customer Relations, Measure Digital Engagement, Digital Communication Strategy, Product Branding, Scheduling, Team Building, Novel Thinking, Intuitive Problem Solving, Internal Communication, Social Perceptiveness, HTML 5, CSS, Eloqua, CDP	31178	2111	786	242	247
Site	III	Life Scientist	Data Interpretation, Data Monitoring, Data Science, Data Visualization, Statistical Analysis, Database Systems Knowledge, Analytical Thinking, Complex Problem Solving, Ethical Compliance, Infor, Workday	20425	1872	2008	495	360
Site	II	Logisticians and Project Management Specialist	Business Operations, Product Strategy, Logistical Planning, Ethical Compliance, Analytical Thinking, Statistical Analysis, Complex Problem Solving, Customer Service, Project Management	6342	131	1930	470	334
Site	IV	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	800	243	211
Site	IV	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	826	247	243
Site	V	Machine Learning 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	55767	2354	799	276	251
Site	IV	Machine Learning 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	543	174	169
Site	II	Machine Learning Research Scientist	Machine Learning, Graphic Algorithmic Development, Research and Development, Applied Mathematics, GPU Architecture, Directx, OpenGL, Vulkan, Computational Thinking, Analytical Thinking, Novel Thinking, Research Emerging Trends, C Programming, Python, PyTorch	21698	1807	984	325	277
Site	IV	Machine Learning 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	959	309	310
Site	II	Management Analyst	Business Management, Statistical Analysis, Data Interpretation, Data Monitoring, Data Analysis, Technical Writing, Articulate Technical Information, Critical Thinking, Process Modeling, SQL Coding, Time Management, Judgment and Decision Making	9340	157	1995	461	413
Site	IV	Manager Corporate Strategy	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	1657	425	371
Site	IV	Manager Corporate Strategy	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	639	201	195
Site	III	Manager Packaging Development	Packaging Engineering, Quality Control Analysis, Complex Problem Solving, Project Management, Compliance, Leadership, Management of Personnel Resources, Team Building, Troubleshooting, Prototyping, Management of Material Resources, Analytical Thinking, Judgment and Decision Making	24370	1606	1791	528	364
Site	III	Manager Strategic Partnerships	Business Development, Business Management, Human Resource Management, Project Management, Public Relations, Sales Leadership, Sales Planning, Sales Strategy, Strategic Partnering, Event Planning, Recruitment, Critical Thinking, Judgment and Decision Making, Team Building, Ethical Compliance, Training	29524	2391	746	286	218
Site	IV	Manager Strategic Partnerships	Business Management, Strategic Partnering, Strategic Communications, KOL Leadership, Critical Thinking, Judgment and Decision Making, Analytical Thinking, Internal Collaboration, Articulate Technical Information, Complex Problem Solving, Negotiation, Attention to Detail, Program Management, Project Management, Financial Services, Regulatory Compliance, Contract Administration, Product Strategy, Technical Documentation, Accountability	49117	3104	69	18	24
Site	III	Manager Talent Development	Organizational Development, Strategic Planning, Business Management, Evaluate Performance, Continuous Improvement, Technology Leadership, Mentoring, Team Building, Learning Techniques, Learning Strategies, Internal Collaboration, Articulate Technical Information, Novel Thinking, Intuitive Problem Solving, Workday, Adobe Learning Manager, Marketo	30478	2420	718	235	220

(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.