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Use Cases

Use Cases

New POIs as indicators of neighborhood change

Look to the recent past for signals of future growth.

Use Cases

What can fast casual restaurants tell you about the neighborhood?

A company’s store locations reflect its overall site selection strategy. If your strategy is similar, look to them.

Use Cases

Place data in the websites we use and love: Spotlight on OpenTable

Sure, the food is important but who doesn't want to pair good food with an epic view? OpenTable now lets you do so!

Use Cases

Place data in the products we use and love: Spotlight on Tesla

By automatically including Supercharging stops along your driving route Tesla not only removes friction from the experience of driving one, but opens up the opportunity to capture even more of your money by defaulting drivers to Tesla-owned chargers. This is just the tip of the iceberg in terms of the potential for Tesla...

Use Cases

Place data in the websites we use and love: Spotlight on Realtor.com

Maps on real estate sites like Realtor.com usually have great data layers. But the map is usually the only way to interact with the data.

Use Cases

The biggest mistake you can make in your SFR investment models

If your data kit doesn't include contextual data about a location, you are going to miss a lot of the important factors that impact price. You could be leaving money on the table, or taking too much off. Either way, there's alpha to be had.

Use Cases

Place data in the websites we use and love: Spotlight on Zillow

Zillow has a hard-to-find 'waterfront homes' filter. But it's not really accessible to home searchers.

Use Cases

Place data in the websites we use and love: Spotlight on Airbnb

The first post in a series highlighting place data in the websites we use and love. This piece covers Airbnb's category search.

Use Cases

Want to use off-the-shelf OSM data for ML models in Real Estate? Hold your horses, for now

Getting geospatial data into ML models is hard. One reason for this is that there are few “canonical” sources for geospatial data at scale. Open Street Map (OSM) is understood as one such source for rideshare, but its potential in real estate use cases is widely unexplored. In this post we discuss some of the quality control/QC work we do to improve off-the-shelf OSM data and measure the impact of that work via a real estate pricing model benchmarking test.

Use Cases

3 Innovative Ways to Use Geospatial Data in Real Estate

Virtually all companies are in the same boat: it's way too hard to innovate their products when it comes to location data. The few who can leverage geospatial data can innovate in truly game-changing ways.

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