Tier	Title	Position	Skills	Prior	Year 1	Views
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	5964	145	316
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	14756	1525	1218
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	29960	1417	272
Site	III	Data Scientist	Data Scientist	Data Science, Data Monitoring, AI Applications Design, Predictive Modeling, Software Development, LLM Design, CI/CD, Internal Collaboration, Analytical Thinking, Complex Problem Solving, SQL Programming, Python, Numpy, TensorFlow, Azure Databricks, MLOps	25000	2147	133
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	36720	2112	1093
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	31220	1399	301
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	25216	2403	837
Site	III	Software Development Engineer	Data Engineer	Software Development, Software Application Lifecycle, Product Management, Accountability, Data Visualization, Internal Collaboration, Analytical Thinking, Novel Thinking, Complex Problem Solving, Python, SQL Programming, Azure Databricks, Power BI, Tableau, TensorFlow, Java, Snowflake	25100	1678	139
Site	I	Datacenter Technician	Data Center Technician	Network Infrastructure, Information Security Management, IT Infrastructure, Electrical Systems, Analytical Thinking, Problem Solving, Cloud Computing, Database Systems Knowledge	3212	127	1012
Site	II	Public Relations Manager	Data Center Policy Manager	Economic Analysis, Public Policy, Public Relations, Research Emerging Trends, Quantitative Analysis, Articulate Technical Information, Report Writing, Feasibility Assessments, Data Center Infrastructure, Collaboration, Analytical Thinking, Environmental Engineering, Negotiation, Energy Systems Analysis	6932	147	272

(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.