Tier	Title	Position	Skills	Prior	Year 1	Views
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	416
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	176
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	1339
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	1300
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	435
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	52
Site	III	Data Scientist	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	1340
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	380
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	235
Site	IV	Data and Insights Manager	Data Science and Analytics Manager	Data Analysis, Predictive Modeling, Data Governance, Critical Thinking, Analytical Thinking, Complex Problem Solving, Articulate Technical Information, Research Emerging Trends, Machine Learning, KOL Leadership, Team Building, Business Operations, Judgment and Decision Making, Process Modeling, Managerial Accounting, Tableau, Python, Business Strategy	47517	2839	82

(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.