Tier	Title	Position	Skills	Prior	Year 1	Views
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	176
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	133
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	116
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	53
Site	I	Data Center Project Manager	Infrastructure Project Manager	Project Management, Project Coordination, Logistical Planning, Managerial Accounting, IT Infrastructure, Account Reconciliation, Troubleshooting, Customer Relations, Accountability, Critical Thinking, Intuitive Problem Solving	4026	143	1144
Site	IV	Data and Insights Manager	Data and Insights Senior Analyst	Data Analysis, Data Interpretation, Data Visualization, Predictive Modeling, Sales Forecasting, A/B testing, Project Management, Articulate Technical Information, Analytical Thinking, Intuitive Problem Solving, Judgment and Decision Making, Statistical Analysis, Quantitative Analysis, Azure Databricks, Snowflake, Power BI	41269	2416	345
Site	IV	Data and Insights Manager	Data Science and Analytics Manager	Data Analysis, Predictive Modeling, Data Governance, Critical Thinking, Analytical Thinking, Complex Problem Solving, Articulate Technical Information, Research Emerging Trends, Machine Learning, KOL Leadership, Team Building, Business Operations, Judgment and Decision Making, Process Modeling, Managerial Accounting, Tableau, Python, Business Strategy	47517	2839	197
Site	IV	Data and Insights Manager	Business Data Manager	Data Governance, Quality Control Analysis, Data Analysis, Data Lifecycle Management, Policy Management, Process Management, Judgment and Decision Making, Articulate Technical Information, Critical Thinking, Analytical Thinking, Attention to Detail, Digital Compliance, Data Monitoring, SME Communication, Evaluate Performance, SQL Programming, Internal Collaboration, Project Management, Creative Problem Solving, Financial Modeling	49407	2680	39
Site	IV	Data and Insights Analyst	Data and Insights Senior Analyst	Data Interpretation, Data Visualization, Database Systems Knowledge, Mathematics, Statistical Analysis, SQL Coding, Report Writing, Articulate Technical Information, Attention to Detail, Accuracy, R Programming	29716	1712	1462
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	105

(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.