Study uses Google Street View to Assess Gentrification

By assessing three different groups of indicators, researchers were able to tour thousands of blocks in Chicago through Google Street View and compare visual signs of reinvestment and renewal between 2007 and 2009.

1 minute read

August 7, 2014, 8:00 AM PDT

By Maayan Dembo @DJ_Mayjahn


As reported by Alissa Walker at Gizmodo, a new study by Jackelyn Hwang and Robert J. Sampson published in the American Sociology Review followed the movement of middle and upper-middle-class residents within Chicago's various neighborhoods. However, instead of looking at migratory patterns via Census records, Hwang and Sampson were able to, "isolate three different groups of indicators found on Google Street View images—structural mix, beautification, and lack of disorder and decay—to rank each block" for reinvestment and renewal.

Besides ranking assessed from indicators based on the properties, the study also factors in other forms of investment or disinvestment. For example, "speed bumps and bike lanes are proof of public investment and therefore boosted the block's rating. The presence of trash and graffiti... resulted in a lower score."

Some of the results found when cross-referencing the study's predictors with actual city data help to quantify the spread of gentrification. As Walker notes,

"while [Hwang and Sampson] could clearly see which blocks had showed early signs of gentrification, the process was only likely to continue if at least 35 percent of the residents were white. Even if some gentrification signs were present in neighborhoods that were 40 percent or more black, the process slowed down or eventually stopped."

Wednesday, August 6, 2014 in Gizmodo

portrait of professional woman

I love the variety of courses, many practical, and all richly illustrated. They have inspired many ideas that I've applied in practice, and in my own teaching. Mary G., Urban Planner

I love the variety of courses, many practical, and all richly illustrated. They have inspired many ideas that I've applied in practice, and in my own teaching.

Mary G., Urban Planner

Get top-rated, practical training

Red 1972 Ford Pinto with black racing stripes on display with man sitting in driver's seat.

Analysis: Cybertruck Fatality Rate Far Exceeds That of Ford Pinto

The Tesla Cybertruck was recalled seven times last year.

July 2, 2025 - Mother Jones

Close-up of park ranger in green jacket and khaki hat looking out at Bryce Canyon National Park red rock formations.

National Parks Layoffs Will Cause Communities to Lose Billions

Thousands of essential park workers were laid off this week, just before the busy spring break season.

February 18, 2025 - National Parks Traveler

Paved walking path next to canal in The Woodlands, Texas with office buildings in background.

Retro-silient?: America’s First “Eco-burb,” The Woodlands Turns 50

A master-planned community north of Houston offers lessons on green infrastructure and resilient design, but falls short of its founder’s lofty affordability and walkability goals.

February 19, 2025 - Greg Flisram

Screenshot of shade map of Buffalo, New York with legend.

Test News Post 1

This is a summary

0 seconds ago - 2TheAdvocate.com

Red 1972 Ford Pinto with black racing stripes on display with man sitting in driver's seat.

Analysis: Cybertruck Fatality Rate Far Exceeds That of Ford Pinto

The Tesla Cybertruck was recalled seven times last year.

18 minutes ago - Mother Jones

test alt text

Test News Headline 46

Test for the image on the front page.

March 5 - Cleantech blog