Category: Analytics

Do you need to spend $4,800 to learn real estate analysis?

I came across this program: 8 weeks. ~10 hours per week. $4,800 tuition. And I get it. Big name. Great branding. “Institutional-level training.” But let’s pause and think…

NhanceData: Where Data Meets Decisions

Over the past year, I’ve been building something that sits at the intersection of data analytics, real estate, and education. Not theory. Not buzzwords.Applied analytics that actually drives…

Can HMDA Data Be Used to Find Refinance Opportunities?

Short answer: Yes… but not the way most people think. The Home Mortgage Disclosure Act (HMDA) dataset is one of the largest publicly available mortgage datasets in the…

Big data, AI, and social media: What does this mean for learning design?

Based on the article “Artificial Intelligence-Based Exploration on Social Media Big Data Analytics: Opportunities, Challenges, and Future Research Directions” by Singh et al. (2025). Although this study focused…

Can You Think Like a Data Analyst?

Can You Think Like a Data Analyst? Let’s warm up with two quick exercises. These aren’t just data games—they mirror the kind of pattern recognition and inference that…

Streamlining Dataset Analysis with ChatGPT

Streamlining Dataset Analysis with ChatGPT When working with large datasets or those with numerous features, one of the first hurdles is determining if the data is relevant to…

Marketing to Homeowners Interested in 203(k) Loans Using Data Analytics in Excel and Python

Unlocking Opportunities with FHA 203(k) Loans: How Data Can Drive Targeted Marketing Introduction: In today’s competitive lending environment, it’s not just about marketing but targeted marketing. FHA 203(k)…

Integrating ChatGPT Into Python: A Foundation for AI-Driven Education

🚀 Integrating ChatGPT Into Python: A Foundation for AI-Driven Education 🎓🤖 As part of my doctoral research in Educational Technology, I’ve been developing tools to streamline processes for…

Using Excel to Estimate Property Values

Introductory Paragraph In real estate, understanding how different factors influence the price of a property is critical for making accurate valuations. A simple yet effective mathematical tool to…

Top 10 Phoenix Metro Cities by Appreciation, 2024

Data Source: ARMLS, 1/9/2024 These results are from a Python script designed to analyze real estate sales data, focusing on the appreciation of property values in different cities…