Quantum - Predictive - Statistics - Risk - AI

Sign in to unlock the full research library

Member-only notes, models, and case studies.

ASA DataFest 2025 – Exploratory Data Analysis

Exploratory analysis of commercial real estate data, focusing on office space trends, remote work impact, and industry patterns.

DataFest 2025 Title Slide - Sam Castillo

DataFest 2025 Title Slide - Sam Castillo

DataFest 2025 Title Slide - Sam Castillo

Download the DataFest 2025 final PDF

Revenue Chart - 29% Decrease from WFH

Real Estate Growth Map and Occupancy/Type Charts

Action Items - High-growth areas, WFH impact, InsurTech/FinTech office space

Key Insights & Action Items

Companies that are opening new offices may benefit from high-growth/high-profit margin areas
Impact of Work From Home resulted in 29% decrease in revenue from commercial real estate
InsurTech and FinTech (Insurance, Financial Services, Legal) have most office space available

Technical Approach

Data cleaning, merging of lease and pricing datasets, visualization with ggplot2, leaflet maps, and summary statistics in R.

Join Predictive Insights