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Power BI with AI Vibes – DAX Expressions, Dashboards & Data Health

A curated collection of Power BI solutions, design patterns and Dashboards.

This repository brings together practical examples that help you build cleaner models, better visuals, and more scalable BI solutions.

If you are looking for AI and Copilot Content related to Power BI you can find it here
👉 Copilot & Power BI Use Cases


Why this repository

Most Power BI challenges are not about missing features.

They are about:

  • too many measures
  • inconsistent design
  • manual and repetitive processes
  • lack of structure in models

This repository focuses on solving these problems with:

  • structured modeling techniques
  • strong visual design
  • reusable patterns
  • knowledge of DAX functions
  • practical dashboard tutorials

What you'll find here

Topics you can find here:

⚙️ Data Modeling & Automation

MCP Server for Power BI

  • Automating model setup, relationships, and table creation
  • Detecting schema issues and improving model consistency
  • Enforcing best practices through structured prompts
  • Enhancing data health and security with AI-supported workflows

This project shows how to use the MCP Server to move from manual modeling to a more structured and scalable approach.

👉 Open MCP folder


📶 Power BI Tipps & Tricks

Calculation Groups

  • Dynamic KPI cards and matrices
  • Dynamic format strings (€ vs %)
  • Reducing measure complexity

👉 Open Calculation Groups

No More Empty Slicers

  • Hiding slicer values with no matching data
  • Avoiding risky bidirectional relationships
  • Improving report usability and data accuracy
  • Keeping models clean and well-structured

👉 Open No Empty Slicers

Improve Stacked Bar Charts

  • Make stacked charts more readable
  • Avoid overlapping data labels
  • No bookmarks required
  • Cleaner and more user-friendly visuals

👉 Open Stacked Bar Charts

Heatmaps (Matrix + Charts + UX)

  • Combine matrix, bar, and column charts
  • Build dynamic and insightful heatmaps
  • Improve usability with clear filter context
  • Enhance visual clarity and interaction

👉 Open Heatmaps


🎨 KPI Cards

16 Native KPI Cards

  • Recreating advanced KPI cards using native visuals
  • Clean and structured dashboard design
  • Improving usability and readability

👉 Open KPI Cards

Compact KPI Line Chart Cards

  • KPI cards with embedded line charts (100% native)
  • No SVGs, clean and maintainable approach
  • Compact layouts for high-density dashboards

👉 Open KPI Line Charts

KPI Cards with Small Multiples (Design System)

V01 – IBCS Structure & Deviations

  • Small multiples for KPI comparison
  • Error bars for deviation visualization
  • Structured and standardized KPI layout

👉 Open V01

V02 – Advanced Formatting & Dynamic Styling

  • Conditional formatting for headers
  • Dynamic titles based on data
  • Accent bars and layout improvements
  • Enhanced visual hierarchy

👉 Open V02

New Card Visual (Power BI)

  • Understanding the new Card Visual
  • Customizing layout and formatting
  • Designing clear and modern KPI visuals

👉 Open New Card Visual

Actual vs Previous Year Comparison (9 Techniques)

  • 9 different comparison patterns
  • Column charts and error bars
  • Choosing the right visual for the context
  • Clear and structured year-over-year analysis

👉 Open Comparison Patterns


🎨 Visualization Experiments

Experimental Visual Patterns

  • Exploring alternative chart designs
  • Error bars for comparisons and deltas
  • Slope charts to visualize change over time
  • Improving clarity and visual storytelling

👉 Open Visualization Experiments


🧪 Data Health & Quality

Data Health Dashboard (Easter Edition)

  • Identifying missing, inconsistent, and duplicate data
  • Visualizing data quality issues in Power BI
  • Using DAX and conditional formatting to flag anomalies
  • Building structured data quality monitoring dashboards

👉 Open Data Health Dashboard


📊 Dashboard Projects

LinkedIn Performance Dashboard

  • Analyze post performance and engagement
  • Track trends and growth over time
  • Turn LinkedIn data into actionable insights
  • Build a personal analytics dashboard

👉 Open LinkedIn Dashboard

Finance Budget Overview (Drillthrough)

  • Create a high-level budget status page
  • Use drillthrough buttons for navigation
  • Build fast and reusable reporting patterns
  • Turn simple datasets into professional dashboards

👉 Open Finance Budget

Airport Delays Dashboard (FP20 Challenge 23)

  • Analyze airline and carrier performance
  • Work with a real dataset
  • Build a beginner-friendly dashboard
  • Turn raw data into clear insights

👉 Open Airport Delays Dashboard


How to use this repository

  1. Start with a topic that matches your problem
  2. Open the corresponding folder
  3. Watch the tutorial
  4. Use the provided files and adapt them
  5. Apply the pattern to your own project

Who this is for

  • Power BI developers building scalable solutions
  • BI analysts working with DAX and modeling
  • Teams standardizing reporting and design
  • Anyone exploring AI in Power BI

Approach

All examples in this repository follow the same principles:

  • structured over complex
  • reusable over one-off solutions
  • clear over clever
  • practical over theoretical

📄 License & Usage

This repository is licensed under the MIT License.

You are free to use, modify, and share the files, prompts, and workflows.

Created by Jasmin Simader

If you use this work, attribution is appreciated:

  • Link to this repository
  • Mention the original source
  • Credit the author

🔗 Related content

🎥 YouTube: Power BI with AI Vibes
🏠 Website: Jasmin Simader
👩🏻‍💻 LinkedIn: Jasmin Simader
📝 Blog / Medium: Medium Blog

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Power BI tipps & tricks, design hacks, data health and best practices to build clean, scalable, and user-focused BI solutions.

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