Tier	Title	Position	Skills	Prior	Year 1	Views
Site	IV	Data and Insights Manager	Data and Insights Senior Analyst	Sales Forecasting, A/B testing, Snowflake, Power BI, Data Analysis, Analytical Thinking, Data Visualization, Predictive Modeling, Azure Databricks, Intuitive Problem Solving, Articulate Technical Information, Judgment and Decision Making, Statistical Analysis, Quantitative Analysis, Data Interpretation, Project Management	50675	1922	141
Site	IV	Ecommerce Technical Analyst	Senior Ecommerce Analyst	E Commerce, Digital Compliance, Vendor Management, Fraud Detection, Define System Requirements, Technical Support, Contract Administration, Risk Management, Analytical Thinking, Intuitive Problem Solving, Articulate Technical Information, Security Management Strategy, Payment Processing, Salesforce Commerce Cloud , Adyen, Forter, Curalate	26360	1816	140
Site	V	Marketing Manager	Marketing Program Group Manager	Marketing Leadership, Project Management, Marketing Strategy, Process Management, Creative Thinking, Analytical Thinking, Team Building, Business Management, Business Storytelling, Marketing Campaigning, Mentoring, Managerial Accounting, Articulate Technical Information, Judgment and Decision Making, Accountability, JIRA, MS Excel	96931	1954	140
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	138
Site	II	Software Quality Assurance Engineer	Software Quality Assurance Engineer	Agile Methodology, Behavior Driven Development, Unit Testing, Continuous Improvement, Ethical Compliance, Quality Control Analysis, Software Testing, Automation Testing, Fault Incident Response, Network Routing Protocols, Jenkins, Statistical Analysis, Analytical Thinking, Troubleshooting	1994	140	138
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	138
Site	IV	AI Engineer	Onboard Embodied Engineer	Machine Learning, Complex Problem Solving, LLM Design, Technology Leadership, Engineering Management, Mentoring, Ethical Compliance, Digital Compliance, Data Modeling, Python, PyTorch, TensorFlow, Technology Strategy, Critical Thinking, Computational Thinking	44984	1674	136
Site	III	Brand Strategy Manager	Brand Strategist	Marketing Strategy, Marketing Leadership, Complex Problem Solving, Critical Thinking, Marketing Campaigning, Judgment and Decision Making, Business Management, Brand Marketing, Product Strategy, Market Research Analysis, Social Perceptiveness, Internal Collaboration, Project Management, New Media Literacy, Advertising	33119	1624	136
Site	II	Controls Engineer	Control Systems Engineer	Electrical Engineering, Electrical Systems, Manufacturing Coordination, Project Coordination, Troubleshooting, Continuous Improvement, Complex Problem Solving, Critical Thinking, Accountability, Research Emerging Trends, Collaboration, PLC Programming, HMI Programming, AutoCAD	3966	142	135
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	135

(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.