Tier	Title	Position	Skills	Prior	Year 1	Views
Site	IV	Data Engineer	Data Engineer	Data Interpretation, Data Monitoring, Database Design, Statistical Analysis, Predictive Modeling, Machine Learning, Elasticsearch , Splunk, Agile Methodology, Analytical Thinking, Team Building, Collaboration	26158	1924	1251
Site	III	Site Reliability Engineer	Site Reliability Engineer	Machine Learning, Systems Architecture, System Design Strategy, Process Management, Data Modeling, ML Fault Tolerance, CI/CD, Chaos Engineering, Digital Compliance, Analytical Thinking, Complex Problem Solving, Python, InfluxDB, TensorRT, PyTorch, Kubernetes, Elastic Stack	31242	1924	471
Site	IV	Network Engineer	Senior Network Engineer	IT Security Development, Network Infrastructure, Security Management Strategy, Database Systems Knowledge, Systems Design, Automation Testing, Unit Testing, Project Coordination, Analytical Thinking, Articulate Technical Information, Training	28554	1930	1146
Site	III	Product Designer	Product Designer	Product Design, Management Information Systems, System Design Strategy, System Verification Strategy, Business Operations, Systems Architecture, Quality Control Analysis, Technical Documentation, User Acceptance Testing, Contract Administration, Create Training Materials, Technical Support, Analytical Thinking, Articulate Technical Information, Attention to Detail, Complex Problem Solving, Internal Collaboration, Conflict Resolution, Judgment and Decision Making, Scheduling	35632	1930	451
Site	III	Tax Preparer	Tax Analyst	Accounting, Account Auditing, Financial Analysis, Managerial Accounting, Data Analysis, Ethical Compliance, Attention to Detail, Analytical Thinking, Intuitive Problem Solving	19534	1930	1386
Site	III	Database and Network Administrator	Senior Database Administrator	Database Design, MS SQL Server, Database Audit, Systems Evaluation, Data Interpretation, Process Engineering, Database Systems Knowledge, Analytical Thinking, Articulate Technical Information, Ethical Compliance, Troubleshooting, Attention to Detail	24433	1950	1322
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	61734	1954	493
Site	III	Health Information Technologist	Health Data Analyst	Technology Leadership, Articulate Technical Information, Statistical Analysis, Data Analysis, Data Monitoring, Data Visualization, SQL Programming, Presentations, Analytical Thinking, Collaboration	18961	1966	1257
Site	IV	Software Engineer	Lead Software Engineer	Software Development, Software Testing, App Deployment, Define System Requirements, Systems Architecture, Software Application Lifecycle, Cloud Infrastructure, Data Science, Analytical Thinking, Complex Problem Solving, Team Building, Python, React JS, TM1 Planning Analytics, GenAI API	35530	1970	520
Site	V	Software Engineering Manager	Principal Software Engineer	Systems Design, Systems Evaluation, Logistical Planning, Information Security Management, LLM Design, Machine Learning, Manage Cyber Security Threats, Product Management, Management of Personnel Resources, Critical Thinking, Complex Problem Solving, Judgment and Decision Making, Mentoring, C Programming, Java, Python	47754	1973	1400

(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.