Career Tier	Formal Title	Skills	Skill Points ℠ Experience	Skill Points ℠ Applied	Total Views Views
Site	IV	AI 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	802	263	254
Site	I	General and Operations Manager	Leadership, Managerial Finance, Critical Thinking, Intuitive Problem Solving, Judgment and Decision Making, Training, Ethical Compliance, MS Office, Business Operations	3213	136	2099	466	388
Site	II	Operations Research Analyst	Mathematics, Statistical Analysis, R Programming, Data Monitoring, Data Analysis, Data Visualization, Python, Report Writing, Critical Thinking, Ethical Compliance, Judgment and Decision Making	7590	125	1937	453	354
Site	II	Optical Engineer	Systems Design, Systems Architecture, Engineering, Data Interpretation, Virtualization Technology, Data Analysis, Augmented Reality, Complex Problem Solving, Machine Learning, Statistical Analysis, Collaboration, Applied Science, Research Emerging Trends, Articulate Technical Information, Technical Writing, Analytical Thinking	10642	207	864	282	277
Site	IV	Industrial-Organizational Psychologist	Management of Personnel Resources, Behavioral Management, Psychological Evaluation, Ethical Compliance, Articulate Technical Information, Complex Problem Solving, Analytical Thinking, Judgment and Decision Making, Organizational Development, Business Operations, Social Perceptiveness	33202	1041	1889	458	387
Site	IV	Organizational Effectiveness Partner	Organizational Development, Technology Leadership, Leadership Development, Evaluate Performance, Human Resource Management, Learning Strategies, Visual Communication, Critical Thinking, Team Building, Articulate Technical Information, Internal Collaboration, Intuitive Problem Solving, Social Perceptiveness, Mentoring, Research Emerging Trends, Persuasion	39235	2147	699	227	227
Site	III	Software Engineer	Systems Development, Product Evaluation, Computational Thinking, Collaboration, Intuitive Problem Solving, C Programming, Android, Java, iOS System, Device Management, Linux, Android JNI, AOSP, Windows OS	6853	115	1044	352	337
Site	V	Packaging Commodity Manger	Packaging Engineering, Asset Resource Management, Commodity Management, Supply Chain Leadership, Managerial Accounting, Managerial Finance, Product Management, Product Pricing Analysis, Negotiation, Contract Writing, Analytical Thinking, Novel Thinking	39903	2511	915	295	306
Site	III	Packaging Engineer	Analytical Thinking, Intuitive Problem Solving, Management of Material Resources, Materials Engineering, Packaging Engineering, Process Experimentation, Sustainability Frameworks, Project Management, Internal Collaboration, Negotiation, SME Communication, Cost Accounting, Attention to Detail, Product Design Strategy, Judgment and Decision Making, Research Emerging Trends, Regulatory Compliance, Product Development	30669	2295	552	169	163
Site	III	Manager Packaging Development	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	1785	527	363
Site	IV	Manager Strategic Partnerships	Business Management, Strategic Partnering, Strategic Communications, KOL Leadership, Critical Thinking, Judgment and Decision Making, Analytical Thinking, Internal Collaboration, Articulate Technical Information, Complex Problem Solving, Negotiation, Attention to Detail, Program Management, Project Management, Financial Services, Regulatory Compliance, Contract Administration, Product Strategy, Technical Documentation, Accountability	49117	3104	64	17	22
Site	II	Payroll and Timekeeping 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	756	235	231
Site	IV	Corporate Payroll Manager	Business Management, Business Strategy, Accounting, Accounting Information Systems, Leadership, Team Building, Ethical Compliance, Account Reconciliation, Project Management, Organizational Development, Critical Thinking, Judgment and Decision Making	31678	1355	1887	465	379
Site	II	Payroll Manager	Payroll Management, Account Reconciliation, Managerial Accounting, Analytical Thinking, Problem Solving, Attention to Detail, Accounting Information Systems	2895	85	2010	474	370
Site	III	Payroll Manager	Workday, Business Operations, MS Excel, Accounting, Vendor Management, Account Auditing, Regulatory Compliance, SOX Control Design, Attention to Detail, Intuitive Problem Solving, Critical Thinking, Merger and Acquisitions, Continuous Improvement, Internal Collaboration, Judgment and Decision Making, Quality Control Analysis, Change Management, Operational Excellence, ESPP Support, Payroll Management	33087	2507	113	36	35
Site	III	Payroll Manager	Analytical Thinking, Attention to Detail, MS Excel, Regulatory Compliance, SME Communication, ServiceNow, Oracle HCM, Payroll Management, Account Analysis, Intuitive Problem Solving, SLA Adherence, Report Writing, Process Evaluation, Accounting, Continuous Improvement, Judgment and Decision Making, Internal Collaboration, Root Cause Analysis, Customer Relations	28570	2576	59	18	20
Site	V	Machine Learning Engineer	Machine Learning, AI Applications Design, Data Modeling, Data Monitoring, Cloud Infrastructure, ML Fault Tolerance, GPU Architecture, Automation Testing, Analytical Thinking, Articulate Technical Information, Complex Problem Solving, Kubernetes, C Programming, Python, ONNX, TensorRT, Nsight, PyTorch	55767	2354	794	275	250
Site	IV	Project Manager	Business Intelligence Tools, Program Management, Critical Thinking, Analytical Thinking, Articulate Technical Information, Judgment and Decision Making, Complex Problem Solving, KOL Leadership, PMIS Systems, Process Modeling, Data Governance, Data Visualization, Primavera P6, Define System Requirements, User Access Management, SME Communication, Business Analysis, Internal Collaboration, Power BI	44831	2817	106	34	33
Site	IV	Business Teacher, Postsecondary	Business Management, Leadership, Research Emerging Trends, Business AI Applications, Curriculum Development, Critical Thinking, Judgment and Decision Making, Teaching, Create Assessments, Advocacy, Program Coordination, Training	28192	1490	1767	493	388
Site	III	Pricing Analyst	Contract Lifecycle Management , Cost Accounting, Pricing Systems, Vendor Management, Account Auditing, Optimization Strategies, Product Pricing Analysis, eProcurement, ERP AP, Critical Thinking, Intuitive Problem Solving, Judgment and Decision Making, Attention to Detail, Negotiation, Internal Collaboration, MS Excel, Hospitality Industry, Power BI, Tableau	32133	3018	67	21	25

(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.