Tier	Title	Position	Skills	Prior	Year 1	Views
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	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	28377	2339	163
Site	V	Data Governance Director	Data Manager	Database Systems Knowledge, Data Science, Data Monitoring, Data Interpretation, Process Modeling, Ethical Compliance, Collaboration, Negotiation, Complex Problem Solving, Judgment and Decision Making, Critical Thinking, Accuracy	41865	2298	1151
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	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	26158	1924	885
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	23564	1678	187
Site	I	Datacenter Technician	Data Center Technician	Network Infrastructure, IT Infrastructure, Information Security Management, Electrical Systems, Analytical Thinking, Problem Solving, Cloud Computing, Database Systems Knowledge	3450	126	1062
Site	II	Public Relations Manager	Data Center Policy Manager	Economic Analysis, Quantitative Analysis, Public Relations, Feasibility Assessments, Energy Systems Analysis, Environmental Engineering, Data Center Infrastructure, Analytical Thinking, Report Writing, Research Emerging Trends, Articulate Technical Information, Public Policy, Collaboration, Negotiation	7661	151	330
Site	V	Data Governance Director	Data Architect and Governance Lead	Data Governance, Data Lifecycle Management, Data Modeling, Data Monitoring, Quality Control Analysis, Technology Leadership, Manage Cyber Security Threats, Contract Administration, Data Warehouse, Digital Compliance, SQL Programming, Systems Architecture, Articulate Technical Information, Complex Problem Solving, Judgment and Decision Making, Research Emerging Trends, Amazon AWS, Critical Thinking	57402	1613	127
Site	IV	Database and Network Architect	Data Architect	Database Design, Construct Data Structures, Data Monitoring, Database Systems Knowledge, Logistical Planning, Process Modeling, Cloud Computing, Cloud Databases, MySQL, Information Security Management, Analytical Thinking, Complex Problem Solving, Team Building, MS SQL Server, SQL Coding	38145	1748	1317

(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.