AI Python vs Excel: Smarter Real Estate Pro Formas Using CAGIS Parcel Data Explore how real estate development students can move beyond Excel by using AI with Python (Pandas/NumPy) and Cincinnati–Hamilton County CAGIS public API data to build pro formas, test assumptions, evaluate setbacks, and run comparative parcel or portfolio analysis—by asking better questions, not just clicking cells. #hoffdigital #RealEstateDevelopment #AIinRealEstate #Python #PropTech
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AI Python vs Excel: Smarter Real Estate Pro Formas Using CAGIS Parcel Data Explore how real estate development students can move beyond Excel by using AI with Python (Pandas/NumPy) and Cincinnati–Hamilton County CAGIS public API data to build pro formas, test assumptions, evaluate setbacks, and run comparative parcel or portfolio analysis—by asking better questions, not just clicking cells. #hoffdigital #RealEstateDevelopment #AIinRealEstate #Python #PropTech
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