Tier	Title	Position	Skills	Prior	Year 1	Views
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	260
Site	IV	Copywriter	Associate Creative Director	Novel Thinking, Creative Thinking, Articulate Technical Information, Intuitive Problem Solving, Brand Guidelines, Advertising, Project Management, Marketing Leadership, New Media Literacy, Editing Promotional Materials, Judgment and Decision Making, Attention to Detail, Presentations, Client Relationship Building, Mentoring, Negotiation, SME Communication, Communication Strategy, Content Management	43669	2630	211
Site	IV	Machine Learning Engineer	MLOps Platform Engineer	MLOps, Azure Databricks, Machine Learning, Data Modeling, Python, TensorFlow, Jenkins, CI/CD, Azure DevOps, Computational Thinking, Analytical Thinking, Complex Problem Solving, Numpy, Pandas, Scikit-learn, Unity Catalog, Internal Collaboration, Data Monitoring, Research Emerging Trends, Kubernetes	39821	2554	232
Site	III	Manager Packaging Development	Packaging Manager	Packaging Engineering, Quality Control Analysis, Complex Problem Solving, Project Management, Compliance, Leadership, Management of Personnel Resources, Team Building, Troubleshooting, Prototyping, Management of Material Resources, Analytical Thinking, Judgment and Decision Making	24370	1606	1455
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	142
Site	I	Site Reliability Engineer	Cloud Engineer	IT Infrastructure, Management Information Systems, Troubleshooting, Cloud Computing, Cloud Databases, Team Building, Computational Thinking, Data Monitoring, Systems Evaluation, LLM Design, Complex Problem Solving, Programming	4284	144	1384
Site	III	Site Reliability Engineer	Site Reliability Engineer	Machine Learning, Systems Architecture, System Design Strategy, Process Management, Data Modeling, ML Fault Tolerance, CI/CD, Chaos Engineering, Digital Compliance, Analytical Thinking, Complex Problem Solving, Python, InfluxDB, TensorRT, PyTorch, Kubernetes, Elastic Stack	31242	1924	436
Site	IV	Financial Manager	Senior Finance Manager	Financial Analysis, Financial Modeling, Accounting, Process Management, Analytical Thinking, Articulate Technical Information, Complex Problem Solving, Ethical Compliance, Accuracy, Attention to Detail, Negotiation, Persuasion	29935	1614	1463
Site	II	Lead Content Strategist	Data and Content Strategist	Analytical Thinking, Articulate Technical Information, Digital Auditing, E Commerce , Measure Digital Engagement, Content Management, Data Monitoring, Sales Forecasting, Judgment and Decision Making, Internal Collaboration, Digital Promotions, Creating Promotional Materials, Project Management, Marketing Campaigning, Brand Marketing, Complex Problem Solving, Data Analysis, New Media Literacy, MS Excel, Accountability	14462	233	124
Site	I	Computer and Information Analyst	Digital Accessibility Analyst	Human Computer Interaction, UI Design, Graphic Design, Management Information Systems, Novel Thinking, Intuitive Problem Solving, Research Information, Ethical Compliance, HTML 5	4224	114	1652

(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.