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FREE Sample Module - Advanced Data Analytics for Real Estate Financial Modelling
Induction
Bayfield 2026 Executive Education Brochures
Course Brochure: Advanced Data Analytics for Real Estate Financial Modelling
Welcome (3:31)
Learning Hub
Course Handbook
Faculty (1:28)
Live Webinars
Community Forum
Terminology: Python
Terminology _ Useful statistical concepts
Terminology: Real Estate Concepts
Apply What You Learn to Your Own Models
Module one | Introduction to Real Estate Data Analytics
Introduction - Defining Real Estate Analytics (7:30)
Real Estate Data & Applications (10:19)
Real Estate Analytics Spectrum (8:31)
The Value Add of Real Estate Analytics to Financial Modelling and Decision-Making (6:26)
Analytics in Practice - AI Tools and Software (8:40)
Summary
Test your knowledge (3:52)
Further Reading
Module 2 | Introduction to Python - Practical Applications for Real Estate
Introduction
Why Python?
Environmental Setup: Choosing between Anaconda & Google Colab
Essential Python Libraries for Real Estate Analytics
Hands-on Exercise : Comparison of analysis for each library in Python and Excel
Summary
Test your Learning
Further Reading
Module 3 | Enhancing Real Estate Spreadsheet Models with Python (Hands-on)
Introduction
Integrate Python with Excel using xlwings
Sensitivity Analysis in Excel Using Python
Dynamic Scenario Analysis in Excel using Python
Building a Python-Based Monte Carlo Simulation in Excel
Summary
Test your learning
Further Reading
Module 4: AI-Powered Analytics & Prompt Engineering for Real Estate
Introduction
Fine-Tuning and Best Practice for AI- Assisted Assumption Generation
AI-Powered Market Research (Perplexity)
AI-Driven Sentiment Analysis (Chat GPT & Deepseek)
AI-Assisted Report Generation & Report Summaries
Summary
Test your Learning
Further Reading
Module 5: AI Enhanced Assumptions Generation and Integration for Real Estate Financial Modelling (Hands-on)
Introduction
Understanding Key Real Estate Model Inputs and Assumptions with AI - Chat GPT
Using AI to Generate Robust Financial Assumptions for Excel Model Inputs
Using AI & Python for Enhanced Analysis - Produce Multivariate sensitivity tables
Using AI & Python for Enhanced Analysis - Dynamic Scenario Modelling
Using AI & Python for Enhanced Analysis - Monte Carlo Simulation
AI-Powered Financial Model Summary and Reporting
Summary
Test your Learning
Further Reading
Module 6: The Capstone Project - Content to be uploaded shortly.
Capstone Project
Congrats
Wrap Up
Course Content Recap
Your Feedback
What's next?
Dynamic Scenario Analysis in Excel using Python
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