Career Tier	Formal Title	Skills	Skill Points ℠ Experience	Skill Points ℠ Applied	Skills Based Approach ™	Job Future ℠ Employer
Site	IV	Data Engineer	Construct Data Structures, Systems Architecture, Analytical Thinking, Business Intelligence Tools, ETL...	46212	3434	60	75
Site	IV	Data Engineer	Data Governance, Data Modeling, Analytical Thinking, Business Intelligence Reporting, MS Fabric...	43307	3293	226	285
Site	IV	Data Engineer	Data Governance, Data Lifecycle Management, Data Modeling, Analytical Thinking, Python...	47083	2562	222	249
Site	III	Data Engineer	Computational Thinking, Python, Programming, Database Systems Knowledge, Data Verification...	33405	2931	238	285
Site	IV	Data Engineer	Data Interpretation, Database Design, Statistical Analysis, Predictive Modeling, Analytical Thinking...	26158	1924	752	502
Site	III	Data Engineer	Data Governance, Data Analysis, Analytical Thinking, Python, Java...	28824	2310	419	363
Site	III	Data Engineer	Data Modeling, Data Analysis, Data Governance, Product Design Strategy, Data Verification...	33914	2920	385	367
Site	IV	Data Engineer	Computational Biology, Analytical Thinking, Python, Anthropic Claude, Nextflow Pipelines...	47949	3541	26	28
Site	III	Data Engineer	Data Modeling, Data Science, ERP Systems, Critical Thinking, Process Engineering...	35123	3175	454	390
Site	III	Data Engineer	Data Analysis, Data Science, Rapid Prototyping, Research and Development, Analytical Thinking...	32387	2525	389	342

(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.