Tier	Title	Position	Skills	Prior	Year 1	Views
Site	III	Data Scientist	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	732
Site	III	Data Scientist	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	520
Site	III	USP Reporting Analyst	Data Specialist	SQL Programming, R Programming, Data Modeling, Data Analysis, Snowflake, Python, Azure Cloud, FHIR, Biopharma Data, Data Governance, Internal Collaboration, Quality Control Analysis, Data Visualization, Judgment and Decision Making, Analytical Thinking, Critical Thinking, Articulate Technical Information, Ethical Compliance, Intuitive Problem Solving, Research Emerging Trends	32324	2990	323
Site	II	Database Administrator	Database Administrator	MS SQL Server, SQL Programming, Statistical Analysis, Attention to Detail, Database Systems Knowledge, Construct Data Structures, Data Visualization, Data Analysis, Analytical Thinking	7005	164	1600
Site	I	Database Administrator	Database Administrator	Database Design, Database Audit, Data Monitoring, Documentation, Database Security, NoSql, Ansible, Cobbler, Cfengine, Elasticsearch , Kubernetes, Database Systems Knowledge, C Programming, Python, Intuitive Problem Solving, Analytical Thinking	6033	145	734
Site	III	Database Architect	Database Architect	Database Design, Data Interpretation, Quality Control Analysis, Project Management, Analytical Thinking, Critical Thinking, MS SQL Server, SQL Programming, Intuitive Problem Solving	19025	2752	1656
Site	III	Infrastructure Engineer	Datacenter Infrastructure Engineer	Data Center Infrastructure, Analytical Thinking, Judgment and Decision Making, Troubleshooting, Systems Architecture, System Design Strategy, System Monitoring, Database Systems Knowledge, System Verification Strategy, Data Verification, Internal Collaboration, Technical Support, Technical Documentation, VMware, Research Emerging Trends, HyperFlex, System Security, Complex Problem Solving, Network Infrastructure	33914	2617	269
Site	IV	Drive Unit Design Engineer	Design Engineer	Prototyping, Process Management, Technical Documentation, Continuous Improvement, Mechanical Engineering, Powertrain Engineering, System Design Strategy, CAE Engineering, Analytical Thinking, Electrical Systems, Accountability, Internal Collaboration, Articulate Technical Information, Attention to Detail, Complex Problem Solving, ANSYS Fluent, MATLAB, Python	46355	2062	439
Site	IV	Design Verification Engineer	Design Verification Engineer	Engineering Design, Quality Control Analysis, Automation Testing, Systems Evaluation, Systems Design, SOC Design, SOC Architecture, Intuitive Problem Solving, Articulate Technical Information, Project Management, Internal Communication, SystemVerilog, Analytical Thinking, Critical Thinking	33278	2241	705
Site	V	Device Design Engineer	Device Design Engineer	Device Engineering, Process Engineering, Systems Design, SOC Architecture, SOC Design, Complex Problem Solving, Articulate Technical Information, KOL Leadership, Novel Thinking, Mentoring, Research Emerging Trends, Team Building, Product Strategy, Analytical Thinking	42684	2338	797

(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.