Unlocking Value for Renters in Atlanta with HelloData

Published by
Tim Gamble
on
May 10, 2023
Unlocking Value for Renters in Atlanta with HelloData

Last week, we put together data on the Atlanta rental market as part of a proof of concept with a potential client. The data included rent, availability, concessions, amenities, and many other attributes for about 16k units listed on a single day in May. It also analyzed the listing photos for each property, and included the QualityScore we generated as a variable.

I was playing around with the data a bit, and plotted a graph of apartment quality vs average rent by neighborhood in Atlanta:

Bar chart of average apartment quality and average rent by Atlanta neighborhood, ranked by best value for renters

The thinking is, if we can identify which neighborhoods have the highest quality housing stock at the lowest price, those neighborhoods will have the best deals for renters. Now granted, we’re not taking into account crime rates, school district ratings, etc… but it’s interesting nonetheless.

Based on the data we pulled, the top 5 neighborhoods for renters to get a high-quality unit at a reasonable price are:

Table of the top five Atlanta neighborhoods by rent percentile and quality percentile, led by Ben Hill Terrace

This means that Ben Hill Terrace is in the 18th percentile for rent, pretty low, but is above the 90th percentile for housing quality – pretty high. This is a quick analysis based on one day’s worth of listing data, so that could change if we surveyed more listings.

Check how you can use our computer vision models to run those analysis for any market.

Now we’re going to try applying this over a wider timeframe and across a variety of markets. Chicago is next in line. Exciting to see the results!

Tim Gamble

Tim co-founded HelloData and led its data engineering, overseeing the team and the AI and computer vision products that structure the data behind the platform. He has since left HelloData. He began his career as the first employee at Enodo, the Chicago multifamily analytics startup, where he built the software that combined disparate datasets for data science. After Walker & Dunlop acquired Enodo he became its Vice President of Data Engineering. Tim was named to Chicago Inno's 25 Under 25.