Tier	Title	Position	Skills	Prior	Year 1	Views
Site	II	Business Operations Specialist	Business Operations Analyst	Business Operations, Internal Collaboration, Analytical Thinking, Technical Support, Attention to Detail, Training, Customer Relations, Technical Documentation, Evaluate Performance, Quality Control Analysis	1784	99	76
Site	IV	Senior Machine Learning Engineer	Machine Learning Engineer	Machine Learning, TypeScript, Python, Cloud Infrastructure, Computer Vision, Software Development, CI/CD, Team Building, Quality Control Analysis, Software Testing, Research Leadership, Articulate Technical Information, Patents, Internal Collaboration, Complex Problem Solving, Analytical Thinking, C Programming	46898	1989	84
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	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	Visual Designer	Visual Designer	Marketing, Visual Design, Prototyping, UX Design, UI Design, GenAI, Content Creation, Human Computer Interaction, Motion Animation, Analytical Thinking, Creative Thinking, Research Emerging Trends, Internal Collaboration, Figma, Adobe Experience Manager, Adobe Illustrator, Adobe Photoshop	30251	1969	80
Site	III	Manager Talent Development	Talent Manager	Business Management, Workday, Adobe Learning Manager, Evaluate Performance, Continuous Improvement, Organizational Development, Technology Leadership, Articulate Technical Information, Intuitive Problem Solving, Strategic Planning, Internal Collaboration, Team Building, Marketo, Mentoring, Novel Thinking, Learning Strategies, Learning Techniques	34539	1589	75
Site	IV	Digital Compliance Specialist	Public Sector Compliance Specialist	Digital Compliance, Ethical Compliance, Public Relations, Business Management, Software Application Lifecycle, Systems Architecture, Define System Requirements, Legal Reasoning, Negotiation, Research Emerging Trends, Articulate Technical Information, Analytical Thinking, Complex Problem Solving, SSDF, CMMC, NIST, Azure Cloud, Amazon AWS	47058	1591	73
Site	IV	Marketing Strategy and Operations Manager	Digital Marketing Strategist	Marketing Strategy, Marketing Coordination, Marketing Campaigning, Product Strategy, Operations Management, Technology Leadership, Business Management, Process Management, Evaluate Performance, Analytical Thinking, Critical Thinking, Negotiation, Articulate Technical Information, Complex Problem Solving, Prioritizing	68869	1548	78
Site	II	Product Manager	Senior Product Manager	Business Operations, Project Management, Marketing Coordination, Financial Analysis, Managerial Accounting, Risk management, Sales, Research Emerging Trends, Customer Relations, Data Analysis, Analytical Thinking, Complex Problem Solving, Internal Collaboration, JIRA	5857	136	70
Site	IV	Machine Learning Engineer	Machine Learning Engineer	Machine Learning, Data Science, TensorFlow, SQL Programming, Java, Python, Internal Collaboration, Data Analysis, Analytical Thinking, Novel Thinking, Complex Problem Solving, Articulate Technical Information, Process Management, Data Modeling, Statistical Modeling, MLOps, Research and Development	51501	1634	73

(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.