Create data visualization or narratives according to requirements. - Data Visualization and Presentation Entry, Design infographics for effective presentations of outcomes. - Data Visualization and Presentation Immediate, Choose suitable visualizations methods and innovate new approaches for a specific industry. - Data Visualization and Presentation Expert, Proficient in programming both SQL and NoSQL platforms for ETL purposes. - Data Engineering Principles Entry, Architect and construct relational and non relational database, ensuring efficient implementation of ETL. - Data Engineering Principles Immediate, Demonstrate expertise in leveraging Big Data Technologies for diverse data types source from multiple channels. - Data Engineering Principles Expert, Maintain vigilant awareness and implement policies that uphold data security, privacy, etc. - Data Management and Governance Entry, Effectively implement and enforce policies pertaining to data security, privacy, etc. - Data Management and Governance Immediate, Formulate comprehensive policies addressing data security, privacy, etc. - Data Management and Governance Expert, Employ the 4-step research model to enhance understanding and application in research endeavors. - Research Methods Entry, Formulate research questions centered on identified issues within established research. - Research Methods Immediate, Create experiments incorporation both passive and active data collection methods for hypothesis testing. - Research Methods Expert, Conduct Fundamental Data Manipulation, Analysis and Visualization task proficiently. - Computing Entry, Utilize computational thinking to translate formal data models to program code. - Computing Immediate, Choose suitable application and statistical programming languages tailored to specific processes and datasets. - Computing Expert, Conduct comprehensive business analysis on tasks and datasets. - Operational Analytics Entry, Determine business implications from trends and patterns. - OOperational Analytics Immediate, Discover opportunities from historical data for optimization. - Operational Analytics Expert, Comprehend the collected data, and grasp methods by which they are managed. - Domain Knowledge and Application Entry, Craft a comprehensive content strategy and design effective information architecture tailored accordingly to the needs. - Domain Knowledge and Application Immediate, Formulate compelling business cases aimed at enhancing domain related procedures. - Domain Knowledge and Application Expert,

M2_CS0010

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