Tier	Title	Position	Skills	Prior	Year 1	Views
Site	II	Business Operations Specialist	Business Operations Analyst	Business Operations, Training, Customer Relations, Quality Control Analysis, Evaluate Performance, Internal Collaboration, Technical Documentation, Technical Support, Analytical Thinking, Attention to Detail	4647	144	233
Site	V	Software Embedded Engineer	Embedded Software Engineer	Electrical Engineering, Software Development, Software Application Lifecycle, Technical Documentation, CI/CD, System Design Strategy, Quality Control Analysis, Wireless Networks, Data Analysis, Analytical Thinking, Complex Problem Solving, Attention to Detail, Python, C Programming, Linux, Yocto Linux, AutoSAR, RTOS	56421	2086	234
Site	III	Marketing Manager	Marketing Data Analyst	Data Governance, Marketing Strategy, Quality Control Analysis, Organizational Development, Data Monitoring, Technology Leadership, Digital Compliance, Agile Methodology, Analytical Thinking, Critical Thinking, Internal Communication, Data Analysis, Ethical Compliance, SQL Programming, Azure Databricks	31878	1816	235
Site	IV	Systems Engineer	Senior Systems Engineer	Security Management Strategy, Systems Architecture, Systems Design, Systems Evaluation, Define System Requirements, Engineering Management, Project Management, Technology Leadership, Critical Thinking, Articulate Technical Information, Complex Problem Solving, Internal Collaboration, Mentoring, Research Emerging Trends, Linux, Android, FMEDA	35097	2961	235
Site	IV	Staff Experience Designer	User Experience Designer	Product Design, Product Design Strategy, AI Applications, Design Leadership, Internal Collaboration, Creative Thinking, Complex Problem Solving, Articulate Technical Information, Attention to Detail, Accountability, Adobe Indesign, Adobe Experience Manager, Adobe Illustrator, Adobe Photoshop	22609	1341	237
Site	II	Supply Chain Business Analyst	Supply Chain Analyst	Business Operations, Data Analysis, Supply Chain Leadership, Continuous Improvement, Data Governance, Data Visualization, Analytical Thinking, Internal Collaboration, Articulate Technical Information, Business Storytelling, Complex Problem Solving, Judgment and Decision Making, Python, SQL Programming, Tableau, Snowflake, Azure Databricks	11730	206	237
Site	III	Data Scientist	Data Scientist	Data Science, Data Monitoring, AI Applications Design, Predictive Modeling, Software Development, LLM Design, CI/CD, Internal Collaboration, Analytical Thinking, Complex Problem Solving, SQL Programming, Python, Numpy, TensorFlow, Azure Databricks, MLOps	28377	2339	238
Site	II	Payroll and Timekeeping Analyst	Payroll Analyst	Payroll Management, Project Coordination, Process Modeling, Data Analysis, Data Monitoring, Analytical Thinking, Scheduling, Time Management, Attention to Detail, Intuitive Problem Solving, Ethical Compliance, Internal Communication, Team Building, MS Excel	27468	2220	239
Site	V	Sustainability Compliance and Reporting Officer	Sustainability Compliance Officer	KOL Leadership, Risk Management, Sustainability Frameworks, Data Governance, Data Analysis, Economic Analysis, Legal Reasoning, Community Building, Advocacy, Report Writing, Articulate Technical Information, Complex Problem Solving, Judgment and Decision Making, Ethical Compliance, Research Emerging Trends, Internal Collaboration, GRI	50616	2328	239
Site	IV	Machine Learning Engineer	Machine Learning Engineer	Data Analysis, Machine Learning, Data Modeling, Process Management, Statistical Modeling, Data Science, Research and Development, MLOps, Analytical Thinking, Novel Thinking, Articulate Technical Information, Complex Problem Solving, Internal Collaboration, Java, Python, SQL Programming, TensorFlow	45845	2767	240

(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.