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	94
Site	III	Marketing Manager	Marketing Data Analyst	Marketing Strategy, Quality Control Analysis, Data Governance, Data Analysis, Data Monitoring, Technology Leadership, Organizational Development, Internal Communication, Ethical Compliance, Digital Compliance, Agile Methodology, Azure Databricks, SQL Programming	17730	1681	94
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	94
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	96
Site	IV	Senior Product Manager	Senior Product Manager	Product Strategy, Product Management, Product Design, Market Strategy, Market Research Analysis, Articulate Technical Information, Business Storytelling, Data Visualization, Technology Leadership, Internal Communication, Critical Thinking, Research Emerging Trends, Quantitative Analysis, Team Building	31927	1347	103
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	104
Site	III	Senior Software Engineer	Frontend Web Developer	Javascript, React JS, Adobe Experience Manager, Software Testing, Troubleshooting, Web Design, HTML 5, Systems Architecture, Creative Thinking, UI Design, REST API, GraphQL, CSS, Unit Testing	14981	1560	120
Site	IV	Senior Product Strategy Manager	Product Strategy Manager	Business Operations, Business Strategy, Strategic Planning, Novel Thinking, Critical Thinking, Internal Collaboration, Complex Problem Solving, Social Perceptiveness, Logical Reasoning, Project Management, Business Storytelling, Product Strategy, Product Discovery, Technical Risk Assessment, KOL Leadership	62869	1879	157
Site	II	Optical Engineer	Optical Engineer	Augmented Reality, Virtualization Technology, Systems Design, Systems Architecture, Research Emerging Trends, Data Analysis, Data interpretation, Analytical Thinking, Complex Problem Solving, Collaboration, Statistical Analysis, Machine Learning, Articulate Technical Information, Technical Writing, Applied Science, Engineering	4797	379	209
Site	II	Senior Network Engineer	Network Production Engineer	Automation Testing, Network Infrastructure, Data Center Infrastructure, Security Incident Response, Troubleshooting, Complex Problem Solving, Mentoring, Python, Network Routing Protocols, Juniper, Analytical Thinking, Systems Administration	6038	134	213

(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.