25 Atomic Analytics Concepts
Focused, deeply-explained concept notes answering the core structural questions of data architecture, formulas, and business intelligence.
AI for Data Analysts: Master Map of Content (MOC)
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Advanced VBA for Dashboards
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Common Table Expressions (CTEs)
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Concept: Calculated Columns vs DAX Measures
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Concept: Chart Selection Matrix
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Concept: Conditional Formatting
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Dashboard Design & Analytics Engineering MOC
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Concept: Dashboard Design Principles
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Dashboard UI UX Principles
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Concept: Data Analysis Expressions (DAX)
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Concept: Data Analysis Life Cycle
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Concept: Data Cleaning (Data Cleansing)
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Database Grain & Dimensional Modeling
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Concept: Dimensional Modeling
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Dynamic Excel Techniques
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Concept: The ETL Process (Extract, Transform, Load)
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Excel Dashboard Architecture
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Excel File Formats: XLSX, XLSM, XLSB & CSV
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Excel Performance Optimization
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Concept: Excel Tables (ListObjects)
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Excel Visualization Principles
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Concept: Fact vs Dimension Tables
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Human Skill vs AI Assistance
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Concept: INDEX & MATCH
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Interactive Excel Dashboards
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KPI Design & Metric Governance
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Concept: M Language (Power Query Formula Language)
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Many-to-Many Relationships & Bridge Tables
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OLTP vs OLAP Architecture
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Concept: Pivot Tables
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Concept: Power Query & Automated ETL
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Primary and Foreign Keys
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Production Analytics Pipeline
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Power Query SQL Query Folding
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Relational Database Concepts
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Concept: Relative vs Absolute References
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Resource to Skill Map
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SQL Database Ingestion MOC
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SQL Joins: Mechanics & Best Practices
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SQL Project Skill Matrix
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SQL Server Architecture
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SQL Views in Analytics Engineering
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SQL to Excel Ingestion Architectures
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SQL vs Power Query: Responsibility Matrix
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Concept: The Six Dimensions of Data Quality
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Concept: Slicers & Timelines
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Concept: Star Schema vs Snowflake Schema
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Concept: Structured References
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Concept: VLOOKUP vs XLOOKUP
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Why Not Always Formulas? (Enterprise Analytics Boundaries)
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SQL Window Functions
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