Tier	Title	Position	Skills	Prior	Year 1	Views
Site	IV	AI Engineer	Onboard Embodied Engineer	Data Modeling, LLM Design, Machine Learning, Technology Strategy, Engineering Management, Technology Leadership, Digital Compliance, Computational Thinking, Critical Thinking, Complex Problem Solving, Ethical Compliance, Mentoring, Python, PyTorch, TensorFlow	34659	2462	528
Site	IV	AI Engineer	Machine Learning Engineer	Machine Learning, Data Science, Physics, Chemistry, Analytical Thinking, Complex Problem Solving, Articulate Technical Information, Critical Thinking, Data Analysis, Data Modeling, AI Applications Design, Azure Machine Learning, MATLAB, Python, Java, Amazon AWS, Research and Development, Technical Documentation, Technology Leadership	44250	2533	364
Site	IV	AI Engineer	AI Engineer	Java, Python, Agentic AI, Langchain, CrewAI, Amazon AWS, AI Applications Design, Machine Learning, Analytical Thinking, Complex Problem Solving, Internal Collaboration, GenAI, Adaptability, Judgment and Decision Making, Prototyping, Technology Leadership, Systems Deployment, Research Emerging Trends, System Verification Strategy, Cloud Infrastructure	43888	2735	331
Site	IV	Android Developer	Senior Android Developer	Java, Kotlin, API Development, Android Studio, Android App Design, HTML 5, SCRUM, Construct Data Structures, Computational Thinking, Complex Problem Solving, Software Development	24777	2035	1681
Site	IV	Application Operations Engineer	Field Application Engineer	Technology Leadership, Linux, TCP/IP Networking, Troubleshooting, SME Communication, Virtualization Technology, OpenShift, OpenStack, MySQL, Network Infrastructure, Wireless Networks, Kubernetes, Systems Administration, Python, Ansible, Analytical Thinking, Intuitive Problem Solving, Attention to Detail, Accountability, Systems Architecture	43307	2829	172
Site	IV	Audience Strategy and Optimization Manager	Strategic Digital Audience Manager	Brand Marketing, Market Research Analysis, Marketing Strategy, Product Branding, Advertising, Quantitative Analysis, Marketing Leadership, Strategic Partnering, DSPs Analytics, HCP Branding, Critical Thinking, Analytical Thinking, Articulate Technical Information, Complex Problem Solving, Judgment and Decision Making, Research Emerging Trends, Negotiation, Ethical Compliance	44902	2706	341
Site	IV	Auditor	Human Resources Audit Manager	Account Auditing, Data Monitoring, Managerial Accounting, Financial Reporting, Accounting, Business Management, HR Internal Audit, Continuous Improvement, Leadership, Project Management, Analytical Thinking, Articulate Technical Information, Intuitive Problem Solving, Judgment and Decision Making, Ethical Compliance, Internal Collaboration, Reputation Management, Attention to Detail, Social Perceptiveness, Team Building	45340	2687	334
Site	IV	Bioengineer	Biological Scientist	Biological Engineering, Bioprocess Design, Bioreactor Engineering, Data Analysis, Data Visualization, Quantitative Analysis, Analytical Thinking, Complex Problem Solving, Judgment and Decision Making, Technical Writing, MS Excel	32040	1646	1578
Site	IV	Business Analyst	VP Business Analyst	Critical Thinking, Complex Problem Solving, Business Management, Risk Management, Judgment and Decision Making, Scenario Analysis, Internal Collaboration, Articulate Technical Information, Persuasion, Business Operations, G-SIB, Capital Budgeting Decisions, IRR/ALM, Funds Transfer Pricing, Financial Analysis, Project Management, Accountability, Attention to Detail	43450	2463	335
Site	IV	Business Analyst	It Business Analyst	Data Analysis, IT Infrastructure, Service Incident Response, Define System Requirements, Change Management, Digital Compliance, Stakeholder Management, User Training, Continuous Improvement, Technical Documentation, Critical Thinking, Intuitive Problem Solving, Judgment and Decision Making, Team Building, Internal Collaboration, ITSM, ServiceNow	35097	2907	145

(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.