Tier	Title	Position	Skills	Prior	Year 1	Views
Site	V	Biological Scientist	Senior Scientist	Biocomputational Engineering, Biology, Bioprocess Design, LLM Design, Machine Learning, Cloud Computing, Novel Thinking, Analytical Thinking, Articulate Technical Information, Complex Problem Solving, Judgment and Decision Making, Continual Learning, Collaboration, Python	42684	1594	1106
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	416
Site	V	Product Manager	Software Product Manager	Technology Leadership, Strategic Planning, Product Management, Product Strategy, Project Coordination, Product Design, Quantitative Analysis, Critical Thinking, Judgment and Decision Making, Resiliency, Team Building, Internal Communication, Research Emerging Trends, A/B Testing, Engineering Management	42603	2495	371
Site	V	Business Operations Specialist	Business Operations Manager	Business Management, Leadership, Complex Problem Solving, Collaboration, Product Strategy, Quantitative Analysis, Market Research Analysis, Market Strategy, Critical Thinking, Creative Thinking, Judgment and Decision Making	42273	1487	1184
Site	IV	Senior Machine Learning Engineer	Machine Learning Engineer	Computer Vision, Machine Learning, Software Development, CI/CD, Quality Control Analysis, Research Leadership, Software Testing, Cloud Infrastructure, Patents, Analytical Thinking, Internal Collaboration, Articulate Technical Information, Complex Problem Solving, Team Building, C Programming, TypeScript, Python	42151	1989	233
Site	V	Chief Executive	Chief Financial Officer	Accounting, Financial Analysis, Managerial Finance, Accounting Information Systems, Management of Personnel Resources, Procurement, Analytical Thinking, Critical Thinking, Articulate Technical Information, Complex Problem Solving, Accountability, Ethical Compliance	41865	2025	1279
Site	V	Data Governance Director	Data Manager	Database Systems Knowledge, Data Science, Data Monitoring, Data Interpretation, Process Modeling, Ethical Compliance, Collaboration, Negotiation, Complex Problem Solving, Judgment and Decision Making, Critical Thinking, Accuracy	41865	2298	1206
Site	V	Lead Cloud Architect	Lead Cloud Architect	Technology Leadership, Cloud Infrastructure, Cloud Computing, ERP Cloud Development, Data Visualization, Articulate Technical Information, Information Security Management, Team Building, Systems Evaluation, Automation Testing, Software Development, Mentoring, Ethical Compliance, New Media Literacy	41703	1976	933
Site	V	Lead Software Engineer	Software Product Manager	Articulate Technical Information, Complex Problem Solving, Technology Leadership, Product Management, Project Coordination, Programming, Systems Architecture, System Design Strategy, Team Building, Engineering Management, Mentoring, Analytical Thinking, Research Emerging Trends, Product Strategy	41376	1314	352
Site	IV	Data and Insights Manager	Data and Insights Senior Analyst	Data Analysis, Data Interpretation, Data Visualization, Predictive Modeling, Sales Forecasting, A/B testing, Project Management, Articulate Technical Information, Analytical Thinking, Intuitive Problem Solving, Judgment and Decision Making, Statistical Analysis, Quantitative Analysis, Azure Databricks, Snowflake, Power BI	41269	2416	224

(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.