Career Tier	Formal Title	Skills	Skill Points ℠ Experience	Skill Points ℠ Applied	Total Views	Skills Based Approach ™	Job Future ℠ Employer
Site	III	Data Engineer	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	547	183	178
Site	III	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	558	199	158
Site	III	Data 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	490	170	156
Site	IV	Data Engineer	Data Governance, Data Modeling, Database Security, Data Monitoring, Digital Compliance, Fault Incident Response, Technology Leadership, API Development, Analytical Thinking, Microsoft Power Platform, Articulate Technical Information, Complex Problem Solving, Judgment and Decision Making, SME Communication, Business Intelligence Reporting, MS Fabric, Power BI, Power Automate, SQL Coding, SOPs/WIs	43307	3293	80	25	27
Site	IV	Data Engineer	Data Governance, Data Lifecycle Management, Data Modeling, Data Monitoring, Quality Control Analysis, Define System Requirements, Digital Compliance, Cloud Infrastructure, Observability, Analytical Thinking, Critical Thinking, Articulate Technical Information, Conceptual Problem Solving, Judgment and Decision Making, Research Emerging Trends, Python, SQL Coding, Amazon AWS, BigQuery, ETL	47083	2562	70	20	23
Site	IV	Data Governance 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	517	170	154
Site	V	Data Governance Director	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	1844	479	382
Site	V	Data Governance Director	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	728	217	231
Site	V	Data Governance Director	Judgment and Decision Making, Critical Thinking, Articulate Technical Information, Amazon AWS, ETL, API Development, KOL Leadership, Cloud Infrastructure, Data Lifecycle Management, ERP Systems, Data Governance, Engineering Management, Feasibility Assessments, Data Modeling, Digital Compliance, Business Management, Hospitality Industry, Internal Collaboration, Complex Problem Solving, Analytical Thinking	56259	3434	77	24	26
Site	III	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	1885	485	346
Site	IV	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	1901	481	355
Site	III	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	1017	318	356
Site	III	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	774	241	262
Site	V	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	440	148	149
Site	III	Data Scientist	ETL, Python, R Programming, SQL Programming, GIS, Articulate Technical Information, Analytical Thinking, Complex Problem Solving, Attention to Detail, Data Visualization, Project Coordination, Process Innovation, Accountability, Data Governance, ArcGIS Pro, Azure Cloud, Quantitative Analysis, Data Analysis	29906	3336	119	39	41
Site	V	Data Scientist	Data Science, Data Analysis, Spark, Predictive Modeling, Machine Learning, Data Interpretation, Data Visualization, Technology Leadership, CRISP-DM, Articulate Technical Information, Complex Problem Solving, Judgment and Decision Making, Critical Thinking, Natural Language Processing, Numpy, Business Operations, Python, R Programming, TensorFlow, Hadoop	56913	3054	116	35	39
Site	III	Data Scientist	Data Science, MS Excel, SQL Programming, Spark, Python, R Programming, Tableau, Data Visualization, Predictive Modeling, Machine Learning, Statistical Analysis, Statistical Modeling, Analytical Thinking, Critical Thinking, Articulate Technical Information, Internal Collaboration, Complex Problem Solving, Attention to Detail, Applied Mathematics	35187	2700	146	48	52
Site	IV	Data and Insights 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	1938	457	384
Site	III	Data and 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	497	161	160
Site	IV	Data and Insights Manager	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	775	245	211

(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.