Tier	Title	Position	Skills	Prior	Year 1	Views
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	89
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	633
Site	IV	Lead Marketing Data Analyst	Marketing Data Analyst	Marketing Strategy, Product Pricing Analysis, Project Coordination, Data Analysis, Data Modeling, Financial Analysis, Marketing Campaigning, GenAI, Analytical Thinking, Internal Collaboration, Articulate Technical Information, Attention to Detail, Intuitive Problem Solving, Azure Databricks, Power BI, Python, Tableau	43231	2055	420
Site	IV	Manufacturing Technology Manager	Technology Operations Manager	Business Operations, Strategic Planning, Process Engineering, Data Analysis, Quality Control Analysis, Management of Personnel Resources, Project Management, Technology Leadership, Continuous Improvement, Equipment Maintenance, Systems Evaluation, Analytical Thinking, Intuitive Problem Solving, Judgment and Decision Making, Ethical Compliance, Internal Collaboration, Team Building, cGMP, Six Sigma	43088	2461	254
Site	IV	Program Manager	Strategic Initiatives Program Manager	Business Strategy, Process Management, Strategic Planning, Managerial Accounting, Process Modeling, Business Management, Continuous Improvement, Technology Leadership, Critical Thinking, Intuitive Problem Solving, Judgment and Decision Making, SME Communication, Conflict Resolution, Internal Collaboration, Negotiation, Team Building, Training, Resiliency, Policy Management	43088	2422	244
Site	IV	Measurement and Reporting Manager	Regulatory Reporting Manager	Marketing, Analytical Thinking, Judgment and Decision Making, Python, R Programming, Statistical Analysis, DCR Technologies, Research Leadership, Internal Collaboration, Complex Problem Solving, Attention to Detail, Statistical Modeling, Articulate Technical Information, SME Communication, Vendor Management, Data Governance, Policy Training, Strategic Planning, Ethical Compliance	42797	2468	133
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	1332
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	715
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	632
Site	IV	General Counsel Litigation Attorney	Senior Counsel	Legal Research, Litigation, Legal Leadership, Legal Documentation, Contract Administration, Critical Thinking, Analytical Thinking, Articulate Technical Information, Complex Problem Solving, Judgment and Decision Making, Internal Collaboration, Regulatory Compliance, Attention to Detail, Mentoring, Negotiation, Strategic Planning, Accountability, Policy Training	42578	2374	220

(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.