What it does Turns raw data into weekly operator dashboards without paying for heavy BI tools and trying to DIY Microsoft BI or Tableau.

Stack

• Colab + GitHub for versioned notebooks
• Pandas for transforms; Matplotlib for charts
• Regression analysis on rent roll changes to determine optimal pricing strategy

Outcome

• Weekly numbers ritual → better pricing/ops decisions
• Monthly Infrastructure Cost ≈ $0 other than your time

Key Takeaway Automated analytics isn’t about eureka breakthroughs - it’s about consistency. When every lead or job milestone or invoice paid gets more timely, more relevant, and your conversion or collection rates rise and nothing falls through the cracks… that’s when your earnings and business valuation starts its exponential growth journey.