Rent-growth forecast intelligence

A demand-signal model that sharpens rent-growth forecasts across the 108 largest US metros.

The result

HomeStar sharpens rent-growth forecasts across these metros — cutting forecast error by +17.2% at 3 months, +15.5% at 6 months, and +22.2% at 12 months, consistent across market sizes.

Live concession layer

Top 25 metros — current-state read.

as of 2026-06-04

Phoenix, AZ

Largest
SizeRank 11
Live concessions
82% · oversupplied · 157 buildings
page-depth de-biased · current-state texture, not the forecast

Dallas, TX

Largest
SizeRank 4
Live concessions
79% · oversupplied · 180 buildings
page-depth de-biased · current-state texture, not the forecast

Houston, TX

Largest
SizeRank 5
Live concessions
78% · oversupplied · 134 buildings
page-depth de-biased · current-state texture, not the forecast

Charlotte, NC

Largest
SizeRank 23
Live concessions
75% · oversupplied · 165 buildings
page-depth de-biased · current-state texture, not the forecast

Washington, DC

Largest
SizeRank 6
Live concessions
70% · softening texture · 197 buildings
page-depth de-biased · current-state texture, not the forecast

Denver, CO

Largest
SizeRank 19
Live concessions
69% · softening texture · 160 buildings
page-depth de-biased · current-state texture, not the forecast

Philadelphia, PA

Largest
SizeRank 7
Live concessions
68% · softening texture · 160 buildings
page-depth de-biased · current-state texture, not the forecast

Tampa, FL

Largest
SizeRank 18
Live concessions
67% · softening texture · 163 buildings
page-depth de-biased · current-state texture, not the forecast

Atlanta, GA

Largest
SizeRank 9
Live concessions
67% · softening texture · 196 buildings
page-depth de-biased · current-state texture, not the forecast

San Antonio, TX

Largest
SizeRank 24
Live concessions
66% · softening texture · 159 buildings
page-depth de-biased · current-state texture, not the forecast

Portland, OR

Largest
SizeRank 25
Live concessions
65% · softening texture · 176 buildings
page-depth de-biased · current-state texture, not the forecast

Orlando, FL

Largest
SizeRank 22
Live concessions
64% · softening texture · 177 buildings
page-depth de-biased · current-state texture, not the forecast

San Diego, CA

Largest
SizeRank 17
Live concessions
63% · softening texture · 194 buildings
page-depth de-biased · current-state texture, not the forecast

Sacramento, CA

Largest
SizeRank 26
Live concessions
62% · softening texture · 114 buildings
page-depth de-biased · current-state texture, not the forecast

Seattle, WA

Largest
SizeRank 15
Live concessions
61% · softening texture · 158 buildings
page-depth de-biased · current-state texture, not the forecast

Miami, FL

Largest
SizeRank 8
Live concessions
56% · softening texture · 156 buildings
page-depth de-biased · current-state texture, not the forecast

Minneapolis, MN

Largest
SizeRank 16
Live concessions
53% · softening texture · 184 buildings
page-depth de-biased · current-state texture, not the forecast

Boston, MA

Largest
SizeRank 10
Live concessions
51% · softening texture · 199 buildings
page-depth de-biased · current-state texture, not the forecast

St. Louis, MO

Largest
SizeRank 21
Live concessions
36% · softening texture · 183 buildings
page-depth de-biased · current-state texture, not the forecast

Baltimore, MD

Largest
SizeRank 20
Live concessions
35% · softening texture · 197 buildings
page-depth de-biased · current-state texture, not the forecast

New York, NY

Largest
SizeRank 1
Live concessions
30% · softening texture · 195 buildings
page-depth de-biased · current-state texture, not the forecast

Chicago, IL

Largest
SizeRank 3
Live concessions
24% · softening texture · 177 buildings
page-depth de-biased · current-state texture, not the forecast

Pittsburgh, PA

Largest
SizeRank 27
Live concessions
21% · softening texture · 194 buildings
page-depth de-biased · current-state texture, not the forecast

Detroit, MI

Largest
SizeRank 14
Live concessions
15% · constrained · 190 buildings
page-depth de-biased · current-state texture, not the forecast

San Francisco, CA

Largest
SizeRank 12
Live concessions
9% · constrained · 175 buildings
page-depth de-biased · current-state texture, not the forecast

The top 25 US metros by size (excluding submarkets), sorted by a de-biased live concession read collected via Bright Data's web-data platform — current-state texture, not the forecast. Any metro is queryable in the analyst. Forecast skill is pooled across the 108 metros, not a per-metro number.

Built on public & licensed data — FRED · BLS · Zillow Research (rent, housing-flow) · Indeed Hiring Lab · with a Bright Data live concession layer from public listing data.
Forecast-skill results are pre-registered, out-of-sample, and reproducible from the committed harness.

Disclaimer. HomeStar is provided for informational and educational purposes only. Nothing on this site constitutes investment, financial, legal, or tax advice, or a recommendation, offer, or solicitation to buy, sell, or hold any security, property, or investment, or to engage any advisory service. The forecasts, signals, and data presented are model estimates subject to the limitations described herein, including a limited historical window and untested performance across market regimes. Backtested and out-of-sample results do not guarantee future performance. The information is provided "as is," without warranty of any kind as to accuracy, completeness, or fitness for any purpose. Do not rely on this site as the basis for any investment decision; consult your own qualified advisors.

This product uses the FRED® API but is not endorsed or certified by the Federal Reserve Bank of St. Louis. Job-postings data is derived from the Indeed Hiring Lab, used under CC BY 4.0.