Tier	Title	Position	Skills	Prior	Year 1	Views
Site	V	Device Design Engineer	Device Design Engineer	Novel Thinking, Research Emerging Trends, Systems Design, Mentoring, KOL Leadership, SOC Architecture, SOC Design, Team Building, Process Engineering, Complex Problem Solving, Articulate Technical Information, Product Strategy, Device Engineering	26095	1406	175
Site	IV	Design Verification Engineer	Design Verification Engineer	Engineering Design, Systems Design, Systems Evaluation, Automation Testing, Quality Control Analysis, SOC Architecture, SOC Design, Articulate Technical Information, Intuitive Problem Solving, SystemVerilog, Project Management, Internal Communication	16538	1582	183
Site	III	Database Architect	Database Architect	Database Design, Data interpretation, Quality Control Analysis, MS SQL Server, SQL Programming, Project Management, Analytical Thinking, Critical Thinking	5961	2810	1066
Site	II	Database Administrator	Database Administrator	MS SQL Server, SQL Programming, Statistical Analysis, Attention to Detail, Database Systems Knowledge, Construct Data Structures, Data Visualization, Data Analysis, Analytical Thinking	1304	123	1038
Site	I	Database Administrator	Database Administrator	Database Design, Database Audit, Data Monitoring, Documentation, Database Security, NoSql, Ansible, Cobbler, Cfengine, Elasticsearch , Kubernetes, Database Systems Knowledge, C Programming, Python, Intuitive Problem Solving, Analytical Thinking	1573	145	182
Site	III	Data Scientist	Data Scientist	Data Analysis, Data interpretation, Data Visualization, SQL Coding, Data Monitoring, Statistical Analysis, Quantitative Analysis, Articulate Technical Information, Financial Analysis	4934	1525	1052
Site	III	Data Scientist	Data Scientist	Data Center Infrastructure, Complex Problem Solving, Process Modeling, Statistical Analysis, Mentoring, Data Science, Operations Management, Organizational Development, Machine Learning, Forecasting, Feasibility Assessments, Scientific Reasoning, Analytical Thinking, Research Emerging Trends	14793	1417	166
Site	V	Data Governance Director	Data Manager	Data Science, Data Monitoring, Data interpretation, Ethical Compliance, Database Systems Knowledge, Complex Problem Solving, Judgment and Decision Making, Critical Thinking, Process Modeling, Accuracy, Collaboration, Negotiation	24038	2112	939
Site	III	Product Analytics Engineer	Data Engineer	Process Modeling, Data Visualization, Data Monitoring, Quantitative Analysis, SQL Programming, ETL, Business Analysis, Articulate Technical Information, Internal Communication, Documentation, Security Management Strategy, Quality Control Analysis, Ethical Compliance, Critical Thinking, Complex Problem Solving	13356	1399	160
Site	IV	Senior 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	9536	2403	670

(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.