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Creating Interactive Dashboards Using AI

Sep 2, 2024

Creating Interactive Dashboards with AI

Introduction

  • The video demonstrates how to use AI to transform a boring table of data into an interactive dashboard.
  • Unlike ChatGPT, the AI tool used is free for uploading files and creating dashboards, but it has some limitations.

Introduction to Claude

  • Claude is an AI assistant created by Anthropic with backing from Google and Amazon.
  • Designed to assist with tasks ranging from data analysis to coding.
  • Free to use and accessible from a web browser.
  • Can generate and display complex content such as charts and dashboards.

Setting Up Claude

  • Enable "artifacts" in settings to generate content like code snippets, documents, and designs.

Example Data

  • Using a table of fictional data by date, region, product, and sales channel.
  • Data includes units sold, unit price, total revenue, total cost, and profit.

Creating the Dashboard

  • Upload the data file and prompt Claude to analyze it and suggest visualizations.
  • Key visualizations suggested:
    • Total Revenue by Region (Bar Chart)
    • Sales Channel Performance (Pie Chart)
    • Product Category Performance (Stacked Bar Chart)
    • Monthly Revenue Trend (Line Chart)
    • Profit Margin by Product (Scatter Plot)
    • Average Order Value (not used due to data limitations)
  • Comprehensive overview covering geographic performance, time trends, product analysis, and sales channel split.

Generating the Dashboard

  • Prompt Claude to create a visual dashboard excluding the average order value chart.
  • Utilize HTML, CSS, and JavaScript to create the dashboard using Chart.js.
  • Interactive features with tooltips for data insights.

Evaluating the Dashboard

  • Includes a line chart, bar charts, and scatter plot.
  • Some visualizations might not be optimal (e.g., stacked column chart, scatter chart).
  • Provides meaningful insights such as region performance and sales breakdown.

Publishing and Sharing

  • Option to publish or download the HTML file.
  • Small file size and easy to share.
  • Provides all the necessary code (HTML, CSS, JavaScript) for sharing and further customization.

Further Enhancements

  • Request Claude to improve dashboard design, e.g., color themes.
  • Can customize with specific brand colors and design best practices.

Limitations of Using AI

  1. Data Volume Limit: Supports up to 30 MB but struggles with large datasets.
  2. Customization Challenges: Less flexible than manual creation, especially for complex visualizations.
  3. Data Security Considerations: Caution needed when uploading sensitive data.
  4. Limited Integration: Cannot directly connect to databases; requires JavaScript/Python skills.
  5. Output Verification: AI output needs verification.

Alternatives

  • Excel: Use AI to get ideas and implement them in Excel.
  • PowerBI: Offers flexible and robust features for large datasets and complex visualizations.

Conclusion

  • AI tools like Claude streamline dashboard creation and provide quick insights.
  • Understanding the process yourself holds significant value.
  • A follow-up video shows how to create a PowerBI dashboard without AI assistance.