Tier	Title	Position	Skills	Prior	Year 1	Views
Site	III	Data Scientist	Data Scientist	Organizational Development, Operations Management, Data Science, Scientific Reasoning, Process Modeling, Complex Problem Solving, Analytical Thinking, Statistical Analysis, Data Center Infrastructure, Forecasting, Feasibility Assessments, Research Emerging Trends, Machine Learning, Mentoring	27869	2774	530
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	341
Site	III	Data Engineer	Data Science Engineer	Data Analysis, Data Science, Product Design Strategy, Data Visualization, Quantitative Analysis, Rapid Prototyping, Research and Development, Machine Learning, Data Warehouse, Website Development, Analytical Thinking, Articulate Technical Information, Intuitive Problem Solving, Judgment and Decision Making, Attention to Detail, Internal Collaboration, Azure Cloud, Android, iOS System	32387	2525	55
Site	IV	Data and Insights Manager	Data Science and Analytics Manager	Data Analysis, Predictive Modeling, Data Governance, Critical Thinking, Analytical Thinking, Complex Problem Solving, Articulate Technical Information, Research Emerging Trends, Machine Learning, KOL Leadership, Team Building, Business Operations, Judgment and Decision Making, Process Modeling, Managerial Accounting, Tableau, Python, Business Strategy	47517	2839	205
Site	V	Technical Program Manager	Data Program Manager	Analytical Thinking, Articulate Technical Information, Complex Problem Solving, Judgment and Decision Making, Technology Leadership, Research Emerging Trends, Negotiation, Data Governance, Project Management, Policy Management, Managerial Accounting, Systems Architecture, Business Management, Business Operations, Management of Personnel Resources, Quantitative Analysis, Process Innovation, Ethical Compliance	61326	2341	180
Site	V	Data Governance Director	Data Manager	Database Systems Knowledge, Data Science, Data Monitoring, Data Interpretation, Process Modeling, Ethical Compliance, Collaboration, Negotiation, Complex Problem Solving, Judgment and Decision Making, Critical Thinking, Accuracy	41865	2298	1368
Site	IV	Data Engineer	Data Engineer	Data Interpretation, Data Monitoring, Database Design, Statistical Analysis, Predictive Modeling, Machine Learning, Elasticsearch , Splunk, Agile Methodology, Analytical Thinking, Team Building, Collaboration	26158	1924	1113
Site	III	Data Engineer	Data Engineer	Cloudformation, Data Governance, Data Analysis, Amazon AWS, Agile Methodology, Unit Testing, Java, Python, Scala, Automation Testing, Kubernetes, Data Modeling, SQL Programming, Technology Leadership, Google Drive Enterprise, Analytical Thinking, Complex Problem Solving, Articulate Technical Information, Terraform	28824	2310	177
Site	III	Product Analytics Engineer	Data Engineer	Data Monitoring, Data Visualization, Process Modeling, Quantitative Analysis, Critical Thinking, Articulate Technical Information, Complex Problem Solving, Ethical Compliance, Internal Communication, SQL Programming, ETL, Python, Scala, C Programming, Mentoring, Product Development, Technology Leadership	27933	2798	492
Site	III	Software Development Engineer	Data Engineer	Software Development, Software Application Lifecycle, Product Management, Accountability, Data Visualization, Internal Collaboration, Analytical Thinking, Novel Thinking, Complex Problem Solving, Python, SQL Programming, Azure Databricks, Power BI, Tableau, TensorFlow, Java, Snowflake	23564	1678	379

(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.