Tier	Title	Position	Skills	Prior	Year 1	Views
Site	IV	Machine Learning Software Engineer	ML Software Engineer	Data Interpretation, Data Monitoring, Machine Learning, Process Modeling, Product Design, Predictive Modeling, Software Testing, Statistical Analysis, Database Systems Knowledge, Project Management, Technology Leadership, Analytical Thinking, Complex Problem Solving, Python, PyTorch, Computational Thinking	43302	2899	672
Site	I	Market Research Analyst	Market Research Analyst	Statistical Analysis, Data Monitoring, Data Interpretation, Data Analysis, Report Writing, Market Research Analysis, Market Strategy, Analytical Thinking, Critical Thinking	3906	126	1536
Site	IV	Chemistry Teacher, Postsecondary	Chemistry Professor	Chemistry, Biochemistry, Clinical Research, Grant Writing, Articulate Technical Information, Technical Writing, Teaching, Lecturing, Analytical Thinking, Complex Problem Solving	24849	1833	1407
Site	III	Information Technology Manager	It Operations Manager	Linux, Windows OS, IAAS, PAAS, Network Infrastructure, Continuous Improvement, Complex Problem Solving, Process Management, Agile Methodology, Fault Incident Response, Log Monitoring, Risk Management, IT Infrastructure, Software Development, Team Building, Judgment and Decision Making, Analytical Thinking, Database Systems Knowledge, Systems Administration	31624	2415	114
Site	V	Data Governance Director	Data Architect and Governance Lead	Data Governance, Data Lifecycle Management, Data Modeling, Data Monitoring, Quality Control Analysis, Technology Leadership, Manage Cyber Security Threats, Contract Administration, Data Warehouse, Digital Compliance, SQL Programming, Systems Architecture, Articulate Technical Information, Complex Problem Solving, Judgment and Decision Making, Research Emerging Trends, Amazon AWS, Critical Thinking	57402	1613	418
Site	III	Controls Engineer	Process Controls Engineer	Analytical Thinking, Intuitive Problem Solving, Python, Java, LabVIEW, PLC Programming, Computer Vision, Robotic Process Automation , Process Engineering, Data Monitoring, Research Emerging Trends, Managerial Accounting, Troubleshooting, Root Cause Analysis, Quality Control Analysis, Log Monitoring, Technology Leadership, Electrical Engineering, Judgment and Decision Making, Continuous Improvement	33087	2453	212
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	1195
Site	II	Knowledge Management Analyst	Knowledge Manager	Content Management, MS Excel, Power BI, Data Analysis, API Development, GenAI, SME Communication, Research Emerging Trends, Metadata Schema, Technical Documentation, Data Governance, Data Monitoring, Training, SharePoint, LLM Design, CMS Administration, Continuous Improvement, Analytical Thinking, Articulate Technical Information, Judgment and Decision Making	11282	267	247
Site	III	Technical Program Manager	Research Program Manager	Data Interpretation, Organizational Development, Process Modeling, Program Development, Project Coordination, Engineering Management, Feasibility Assessments, Asset Resource Management, Risk Management, Research and Development, Research Leadership, Digital Compliance, Critical Thinking, Analytical Thinking, Ethical Compliance, Scheduling, OKR Analysis	32005	2982	671
Site	I	Supervisor of Production	Production Supervisor	Continuous Improvement, Manufacturing Coordination, Process Management, Contract Administration, Constraint Management, Team Building, Attention to Detail, Intuitive Problem Solving, Leadership, Negotiation, Mentoring, Training, MS Excel, LEAN Manufacturing, Six Sigma	3969	165	451

(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.