Career Tier	Formal Title	Skills	Skill Points ℠ Experience	Skill Points ℠ Applied	Skills Based Approach ™	Job Future ℠ Employer
Site	IV	Data and Insights Analyst	Data Interpretation, Data Visualization, Database Systems Knowledge, R Programming, Report Writing...	29716	1712	665	537
Site	III	Data and Insights Analyst	Data Governance, Data Lifecycle Management, Analytical Thinking, Strategic Planning, Digital Compliance...	37414	2508	85	82
Site	V	Data Scientist	Complex Problem Solving, Machine Learning, Analytical Thinking, Model Explainability Techniques, Predictive Modeling...	57567	3243	367	364
Site	V	Data Scientist	Data Science, Machine Learning Lifecycle, Process Modeling, Analytical Thinking, Predictive Modeling...	64434	2981	65	57
Site	IV	Data Scientist	Data Mining, Data Science, Process Modeling, Analytical Thinking, Optimization Strategies...	45631	2986	64	62
Site	III	Data Scientist	Data Analysis, Data Interpretation, Data Monitoring, Financial Analysis, SQL Coding...	20234	1549	711	504
Site	III	Data Scientist	Agentic AI, Quantitative Analysis, Analytical Thinking, AI Applications Design, LLM Design...	34614	3100	52	50
Site	III	Data Scientist	Data Science, Data Monitoring, AI Applications Design, Predictive Modeling, Analytical Thinking...	28377	2339	413	423
Site	IV	Data Scientist	Data Analysis, Data Interpretation, Forecasting, MS Excel, SQL Coding...	34002	1674	708	531
Site	III	Data Scientist	Articulate Technical Information, Analytical Thinking, Complex Problem Solving, Data Visualization, Data Governance...	29906	3336	256	269

(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.