Measuring the Effect of Zoning on Housing Prices

Recent political interest in local land use regulations requires a thorough and nuanced understanding of the strengths and limitations of the methodologies available for measuring the effects of zoning.

1 minute read

November 6, 2019, 2:00 PM PST

By James Brasuell @CasualBrasuell


New York Development

Nielskliim / Shutterstock

As noted in an article by Jenny Schuetz, both the Trump administration and a subset of the Democratic presidential candidates have proposed the removal of regulatory barriers to new development in the hopes of alleviating the nation's ongoing housing affordability crisis.

"But to design policies that are effective are reducing these barriers, we need to answer several questions," writes Schuetz. "How exactly does zoning drive up housing costs? How can we tell whether zoning is excessively restrictive?"

The answers to those questions and several that follow are "practically hard" to determine, according to Schuetz. "There isn’t one central database that contains all the thousands of local zoning codes, so most researchers conduct surveys of local planning officials. A few scholars have reviewed and manually coded laws, and there is increasing interest in using technical tools such as text analysis and machine learning….Each method has distinct strengths and limitations."

Schuetz provides examples of some of the research that have deployed those methodologies, before documenting another complication and suggesting a new frame for informing zoning reform in the name of housing affordability.

Thursday, October 31, 2019 in Brookings

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

Cover CM Credits, Earn Certificates, Push Your Career Forward

Logo for Planetizen Federal Action Tracker with black and white image of U.S. Capitol with water ripple overlay.

Planetizen Federal Action Tracker

A weekly monitor of how Trump’s orders and actions are impacting planners and planning in America.

June 11, 2025 - Diana Ionescu

Rendering of Shirley Chisholm Village four-story housing development with person biking in front.

San Francisco's School District Spent $105M To Build Affordable Housing for Teachers — And That's Just the Beginning

SFUSD joins a growing list of school districts using their land holdings to address housing affordability challenges faced by their own employees.

June 8, 2025 - Fast Company

Yellow single-seat Japanese electric vehicle drivign down road.

The Tiny, Adorable $7,000 Car Turning Japan Onto EVs

The single seat Mibot charges from a regular plug as quickly as an iPad, and is about half the price of an average EV.

June 6, 2025 - PC Magazine

Rendering of white three-story single-stair building in Austin, Texas with staircase in the middle.

Austin's First Single Stair Apartment Building is Officially Underway

Eliminating the requirement for two staircases in multi-story residential buildings lets developers use smaller lots and more flexible designs to create denser housing.

15 minutes ago - Building Design & Construction

MARTA bus with Atlanta skyline in background

Atlanta Bus System Redesign Will Nearly Triple Access

MARTA's Next Gen Bus Network will retool over 100 bus routes, expand frequent service.

1 hour ago - Mass Transit

Tall modern condo buildings on both sides of CN Tower rising in middle.

Toronto Condo Sales Drop 75%

In two of Canada’s most expensive cities, more condos were built than ever — and sales are plummeting.

2 hours ago - Financial Post