Tier	Title	Position	Skills	Prior	Year 1	Views
Site	IV	Data and Insights Analyst	Data and Insights Senior Analyst	Data Visualization, Data interpretation, Database Systems Knowledge, R Programming, Statistical Analysis, Mathematics, SQL Coding, Attention to Detail, Accuracy, Articulate Technical Information, Report Writing	2103	1534	1155
Site	V	Senior Information Technology Manager	Information Technology Manager	Internal Collaboration, IT Infrastructure, Technology Leadership, Project Management, Judgment and Decision Making, Critical Thinking, Complex Problem Solving, Strategic Planning, Business Management, Technical Documentation, Agile Methodology, SCRUM, Evaluate Performance, Cost Accounting, Process Management	57869	1809	84
Site	II	Machine Learning Research Scientist	Research Scientist ML Graphics	C Programming, Python, PyTorch, Graphic Algorithmic Development, OpenGL, Vulkan, Directx, Applied Mathematics, Machine Learning, GPU Architecture, Novel Thinking, Computational Thinking, Analytical Thinking, Research Emerging Trends, Research and Development	1930	1807	280
Site	II	Financial Analyst	Financial Reporting Analyst	Grant Writing, Report Writing, Managerial Accounting, Analytical Thinking, MS Excel, Time Management	537	131	1125
Site	II	Software Quality Assurance Analyst and Tester	Application Test Lead	Quality Control Analysis, Mongo DB, Oracle OSS, Software Testing, Troubleshooting, Technical Writing	1147	84	1201
Site	I	Software Engineer	Full Stack Developer	SQL Programming, User Interface Design, Cloud Computing, Machine Learning, Analytical Thinking, Computational Thinking, Intuitive Problem Solving, Java, Python, MS SQL Server, ASP .Net	2103	134	1190
Site	I	Career Counselor	Job Coach	Management of Personnel Resources, Social Perceptiveness, Human Resource Management, Training, Mentoring, Career Development, MS Excel, Project Coordination	591	119	1161
Site	I	Data Center Project Manager	Infrastructure Project Manager	Project Management, Managerial Accounting, Troubleshooting, Customer Relations, Project Coordination, Accountability, Logistical Planning, IT Infrastructure, Account Reconciliation	869	128	858
Site	V	Product Manager	Software Product Manager	Product Design, Product Management, Product Strategy, Critical Thinking, Leadership, Team Building, Strategic Planning, Internal Communication, Judgment and Decision Making, Research Emerging Trends, Quantitative Analysis, Project Coordination, Resiliency	35736	2229	242
Site	I	iOS Developer	iOS Programmer	Swift, Programming, Analytical Thinking, Problem Solving, Visual C, Xcode, UIKit, Project Management	848	135	1245

(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.