Lukasz Szubelak

Insights from a synthetic control group Lukasz Szubelak · Follow Published in Towards Data Science · 16 min read · 11 hours ago — Photo by Maria Ziegler on Unsplash Real estate is a bedrock of modern economies, serving as both a tangible asset and an essential component of wealth accumulation for individuals and investment portfolios. Real estate price fluctuations have far-reaching implications, influencing everything from consumer sentiment to financial stability. Understanding the drivers behind

Lukasz Szubelak · Follow Published in Towards Data Science · 14 min read · Apr 8, 2024 — Photo by Scott Graham on Unsplash Establishing causality is one of modern analytics’s most essential and often neglected areas. I would like to describe and highlight the tools most used in our causal inference workshop in an upcoming series of articles. Causal inference 101 Let’s start by defining causal inference. I will use Scott Cunningham’s definition from