Tier	Title	Position	Skills	Prior	Year 1	Views
Site	III	Data Engineer	Senior Data Engineer	Python, NoSql, SQL Programming, Spark, Azure Databricks, EventHub, Data Modeling, Unity Catalog, SSAS Tabular, Google Cloud Platform, Data Warehouse, API Development, Data Science, Database Design, ERP Systems, Cost Accounting, Technical Documentation, Critical Thinking, Complex Problem Solving, Process Engineering	35123	3175	115
Site	III	Data Engineer	Data Science Engineer	Data Analysis, Data Science, Product Design Strategy, Data Visualization, Quantitative Analysis, Rapid Prototyping, Research and Development, Machine Learning, Data Warehouse, Website Development, Analytical Thinking, Articulate Technical Information, Intuitive Problem Solving, Judgment and Decision Making, Attention to Detail, Internal Collaboration, Azure Cloud, Android, iOS System	32387	2525	51
Site	IV	Data Governance Analyst	Business Analyst	Content Management, Data Governance, Data Lifecycle Management, Andragogy, Instructional Design, Training, Define Requirements, Continuous Improvement, Metadata Schema, Project Coordination, Research Leadership, Articulate Technical Information, Intuitive Problem Solving, Judgment and Decision Making, SME Communication, Attention to Detail, Troubleshooting, Informatica PowerCenter, Critical Thinking	46574	2749	122
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	1362
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	308
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, Analytical Thinking	20234	1549	1457
Site	IV	Data Scientist	Senior Data Scientist	Data Analysis, Data Interpretation, Forecasting, Quantitative Analysis, Strategic Planning, SQL Coding, Analytical Thinking, Articulate Technical Information, Attention to Detail, Complex Problem Solving, Teamwork, MS Excel	34002	1674	1446
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	509
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	336
Site	V	Data Scientist	Senior Data Scientist	Complex Problem Solving, Data Governance, Data Analysis, Machine Learning, TensorFlow, Numpy, Python, Pandas, Power BI, Azure Databricks, Agile Methodology, Forecasting, Business Strategy, Analytical Thinking, Articulate Technical Information, Attention to Detail, Model Explainability Techniques, Predictive Modeling, Statistical Analysis, Machine Learning Lifecycle	57567	3243	26

(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.