Career Tier	Formal Title	Skills	Skill Points ℠ Experience	Skill Points ℠ Applied	Total Views	Skills Based Approach ™	Job Future ℠ Employer
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	88	29	29
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	1894	489	347
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	1916	485	360
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	1023	318	361
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	780	242	264
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	444	151	150
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	127	41	44
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	121	37	41
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	150	50	53
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	1943	458	386

(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.