Tier	Title	Position	Skills	Prior	Year 1	Views
Site	V	Packaging Commodity Manger	Packaging Commodity Manager	Packaging Engineering, Asset Resource Management, Commodity Management, Supply Chain Leadership, Managerial Accounting, Managerial Finance, Product Management, Product Pricing Analysis, Negotiation, Contract Writing, Analytical Thinking, Novel Thinking	39903	2511	298
Site	IV	UX Researcher	Quantitative Research Analyst	Human Computer Interaction, Quantitative Analysis, R Programming, Statistical Analysis, Research and Development, Accuracy, Teamwork, UX Design, Measure Digital Engagement, Data interpretation, Data Monitoring	21291	2558	777
Site	III	Database Architect	Database Architect	Database Design, Data Interpretation, MS SQL Server, SQL Programming, Quality Control Analysis, Project Management, Critical Thinking, Analytical Thinking	16798	2684	1267
Site	II	Senior Network Engineer	Network Production Engineer	Network Infrastructure, Network Routing Protocols, Systems Administration, Automation Testing, Security Incident Response, Data Center Infrastructure, Analytical Thinking, Complex Problem Solving, Troubleshooting, Mentoring, Python, Juniper	22652	2696	296
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	311
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	338
Site	IV	Sales Strategy Manager	Sales Strategy Manager	Sales Leadership, Sales Strategy, Quantitative Analysis, Sales Forecasting, Business Operations, Management of Personnel Resources, Financial Modeling, Managerial Accounting, Quality Control Analysis, Critical Thinking, Articulate Technical Information, Complex Problem Solving, Negotiation, Persuasion, Python, R Programming, SQL Programming, Tableau	44321	2866	357
Site	IV	Machine Learning Software Engineer	ML 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	346
Site	III	Technical Program Manager	Research Program Manager	Data Interpretation, Organizational Development, Process Modeling, Program Development, Project Coordination, Engineering Management, Feasibility Assessments, Asset Resource Management, Risk Management, Research and Development, Research Leadership, Digital Compliance, Critical Thinking, Analytical Thinking, Ethical Compliance, Scheduling, OKR Analysis	32005	2982	342
Site	IV	General Counsel Litigation Attorney	Senior Litigation Attorney	Legal Counseling, Legal Research, Litigation, Strategic Planning, Patents, Technology Leadership, Critical Thinking, Analytical Thinking, Articulate Technical Information, Advocacy, Complex Problem Solving, Intellectual Property, Technical Writing, Ethical Compliance, Team Building	39307	3012	322

(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.