Cayman Seagraves, Ph.D.
/ TU/ The University of Tulsa
  • HomeHome
  • CVCV
  • AcademicAcademic
  • EducationEducation
  • EmploymentEmployment
  • ResearchResearch
  • TeachingTeaching
  • AwardsAwards
HomeCVAcademicEducationEmploymentResearchTeachingAwards
Back to Research
Follow the Money, Not the Cranes: Income Growth's Dominance over Construction in Driving Rent Growth
Journal of Portfolio Management

Follow the Money, Not the Cranes: Income Growth's Dominance over Construction in Driving Rent Growth

By: Ryan Chacon, Varsha Jain, Hans Nordby, and Cayman Seagraves

Journal of Portfolio Management, 2025, 51(11), pp. 106-123

Abstract

View on Journal Site

We investigate whether excess construction or middle-class income growth is the more prominent driver of multifamily rent growth in major US metropolitan statistical areas (MSAs) over the past 19 years. Using data from CoStar, we perform a series of horse race tests, using both traditional methods and machine learning methods, to compare the relative importance of net deliveries to the growth of median household income in explaining the growth of effective rents. Our results consistently show that middle-class income growth dominates. Income growth is more than twice as influential as net deliveries in driving rent growth. These findings suggest that recent concerns about oversupply in the multifamily sector may be overblown and could provide opportunities for long-term investors.

Keywords

Rent Growth Commercial Real Estate Income Growth Urban Economics Portfolio Construction Capital Markets

White Paper

Coming soon.

Related Publications

Thumbnail for The Agentic Frontier: Artificial Intelligence in Real Estate

The Agentic Frontier: Artificial Intelligence in Real Estate

Journal of Real Estate Research (Accepted)
Thumbnail for Guilty by Political Association: The Impact of Political Scandals on Connected Firms

Guilty by Political Association: The Impact of Political Scandals on Connected Firms

Journal of Law and Economics (2024)

© 2026 Cayman Seagraves, Ph.D.. All rights reserved.

0%