Tier	Title	Position	Skills	Prior	Year 1	Views
Site	III	Data Analytics Lead	Senior Data Analyst	Data Analysis, Data Interpretation, Conceptual Problem Solving, Logistical Planning, Mathematics, Construct Data Structures, Project Management, Analytical Thinking, Python, R Programming, Azure Machine Learning, LEAN Manufacturing, MS SQL Server, Tableau	23034	1871	1487
Site	III	Data and Insights Analyst	Digital Insights Analyst	Business Storytelling, Analytical Thinking, Data Visualization, Data Analysis, Data Governance, Internal Collaboration, Adobe Analytics, Power BI, Research Emerging Trends, Report Writing, UI Design, Product Strategy, SME Communication, Articulate Technical Information, Statistical Modeling, Statistical Analysis, R Programming, KPI Analysis, NoSql, Python	33596	2649	285
Site	III	Data Engineer	Data Engineer	Cloudformation, Data Governance, Data Analysis, Amazon AWS, Agile Methodology, Unit Testing, Java, Python, Scala, Automation Testing, Kubernetes, Data Modeling, SQL Programming, Technology Leadership, Google Drive Enterprise, Analytical Thinking, Complex Problem Solving, Articulate Technical Information, Terraform	28824	2310	346
Site	III	Data Engineer	Product Owner	Data Modeling, Data Analysis, Product Evaluation, Internal Collaboration, Data Governance, Product Design Strategy, Agile Methodology, Data Verification, Complex Problem Solving, Analytical Thinking, Articulate Technical Information, Fault Incident Response, Judgment and Decision Making, Digital Compliance, Attention to Detail, Data Science, Technology Leadership, Negotiation, Product Discovery	33914	2920	314
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	335
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	231
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	1627
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	762
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	542
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	1353

(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.