StreetSpring Data Report

Worst Storefront Bets 2026

The business-type and location pairings the data says to think twice about. Not opinion: the projected chance of lasting two or more years across 22 U.S. metros, from a model trained on 570,000+ historical business outcomes.

First, what a Survivability Score is

StreetSpring's Survivability Score is the projected chance that a specific business type lasts two or more years at a specific address. A score of 78% means the model projects a 78% chance that business is still open two years after opening at that exact location.

Every percentage below is that measure (never the model's raw output), read from StreetSpring's published datasets, where it is summarized by business type and metro in two ways: at a good address, the 90th percentile of the metro's scored locations and the basis of every ranking here, and at a typical address, the average. "Worst bet" here means the lowest projected chance of lasting two or more years, not a judgment about the business itself.

69.2%
projected two-year survival for the riskiest bets, even at a good address, a tie between a Music Store in New York City (56.5% at a typical address) and a Watch Store / Repair in New York City (56.5% at a typical address)
48.0%
the floor: the lowest good-address score the files give any ranked neighborhood. 4 ranked New York City neighborhoods share it for Pet Groomers, so no single neighborhood is the lowest. It is also the lowest figure the national file gives Pet Groomers anywhere in New York City
17 of 18
metros (those with a single weakest and strongest business type (by good-address figure, a tie there decided by the typical address), both with a ranked neighborhood list) where the best ranked neighborhood for the weakest type beats the weakest ranked neighborhood for the strongest

Dallas is held out of this page while its census inputs are repaired and the metro is rescored; no figure for it is shown until then. Its scores stay in the published files.

San Antonio is held out of this page because the neighborhoods StreetSpring can map there cover too little of the metro to compare fairly; no figure for it is shown until that improves. Its scores stay in the published files.

This is the inverse of our State of the Storefront rankings: the bets where the business type, the metro, or the pairing of the two stacks the odds against a new operator. Figures are by business type and metro; no specific business is named.

1. The 15 riskiest bets in America

The business-type and metro pairings with the lowest projected chance of lasting two or more years, even at a good address. The last column is the metro's rank for that business type among the 22 metros compared here, in the national file's own order. No business type appears more than twice. The "look twice before you sign" list.

#Business typeMetroAt a good addressTypical addressMetro's rank for the type
1Music StoreNew York City69.2%56.5%22 of 22
2Watch Store / RepairNew York City69.2%56.5%22 of 22
3Day Care CenterNew York City69.3%57.3%22 of 22
4Home Goods StoreNew York City69.7%56.6%22 of 22
5Home ImprovementNew York City70.2%56.8%22 of 22
6Mixed Martial ArtsNew York City72.3%57.8%22 of 22
7GymChicago72.3%59.1%22 of 22
8Pet GroomersNew York City73.2%58.8%22 of 22
9Juices, Smoothies & AcaiNew York City74.1%58.9%22 of 22
10Fast Food RestaurantNew York City74.1%59.1%22 of 22
11Mixed Martial ArtsChicago74.1%59.7%21 of 22
12Coffee ShopSan Diego74.1%62.4%22 of 22
13Pet BoardingNew York City74.2%59.6%22 of 22
14DessertNew York City74.5%59.2%22 of 22
15Seafood Restaurant / StoreNew York City74.5%59.2%22 of 22

2. The hardest concepts to make work, anywhere

The lowest projected chance of lasting two or more years at a good address, each business type averaged across all 22 metros, with the typical address beside it.

#Business typeAt a good addressTypical address
1Mixed Martial Arts79.8%66.9%
2Home Goods Store79.9%67.3%
3Home Improvement80.0%67.3%
4Watch Store / Repair80.1%67.4%
5Juices, Smoothies & Acai80.1%67.1%
6Dessert80.1%67.1%
7Seafood Restaurant / Store80.2%67.0%
8Music Store80.2%67.5%
9Brewery80.3%67.2%
10Bakery80.3%67.3%
11Pet Groomers80.4%67.0%
12Massage Therapy80.4%67.6%

3. The weakest ranked neighborhoods

The lowest good-address score of any ranked neighborhood for these pairings (each metro file's last-ranked neighborhood for the business type): where getting the neighborhood wrong is most unforgiving. The same business type in the metro's best ranked neighborhood scores 34.2 to 36.0 points higher, shown in the last column. No business type appears more than twice.

How this list is cut: 8 last-ranked pairings share the last figure shown, 49.0%. Within a tie the list is ordered on the best ranked neighborhood's figure, lowest first; it stops at 10 rows plus any row that ties the last of them on both figures, and no business type appears more than twice, so 2 of the 8 are shown. In 1 of the rows, other ranked neighborhoods share the weakest figure; the one named is the metro file's own last-ranked neighborhood.

#Business typeMetroWeakest ranked neighborhoodBest ranked neighborhood
1Pet GroomersNew York CityMidtown and 3 others 48.0%‡Hackensack Riverfront 84.0%†
2BarSan FranciscoFinancial District/South Beach 48.3%Piedmont Avenue and 7 others 84.0%†
3Pet GroomersSan FranciscoFinancial District/South Beach 48.9%West Berkeley and 2 others 83.1%
4Barber ShopPhiladelphiaCenter City 48.9%Mount Airy East and 1 other 83.6%
5TanningPhiladelphiaCenter City 48.9%Mount Airy East and 1 other 83.6%
6Tattoo & PiercingPhiladelphiaCenter City 48.9%Hunting Park 83.6%
7Hair SalonDenverTrails at First Creek 48.9%West Highland and 14 others 84.0%†
8BakeryMiamiLeslie Estates 48.9%Flagler Heights 84.0%†
9TailorMiamiLeslie Estates 48.9%Poinciana Park and 5 others 84.0%†
10DessertMiamiLeslie Estates 49.0%Flagler Heights 84.0%†
11BrewerySan FranciscoFinancial District 49.0%Burbank 84.0%†

† the highest figure the national file gives that business type anywhere in that metro. Ranked neighborhoods can share it, and a gap that reaches it is measured up to that limit, not beyond it.

‡ the lowest figure the national file gives that business type anywhere in that metro, the same kind of limit at the bottom.

"and N others": other ranked neighborhoods share that figure for the business type; the one named is the metro file's own first- or last-ranked neighborhood.

4. Don't guess: check the address

Every number here summarizes many locations. A risky business type at the right address can still beat a safe one at the wrong address: in 17 of the 18 metros with a single weakest and strongest business type (by good-address figure, a tie there decided by the typical address) and a ranked neighborhood list for both, the best ranked neighborhood for the weakest type outscores the weakest ranked neighborhood for the strongest. In Atlanta, a Laundromat in Sylvan Hills, its best ranked neighborhood, reaches 84.0%† at a good address, while a Chiropractor in Venetian Hills, its weakest, sits at 76.0%. The gap between neighborhoods inside one metro (a median 22.6 points for one business type, at a good address) is also far wider than the gap between metros (a median 6.8). Run the specific address before you commit.

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Download the full national rankings (CSV)

Methodology. Every figure on this page is read from StreetSpring's published survivability datasets, version 2026.10.05 (updated 2026-10-05), and can be reproduced from the national CSV. A model trained on 570,000+ historical business outcomes and 100+ location factors scores individual locations; the national file summarizes those scores by business type and metro. "At a good address" is its p90 column (p90_survivability_score_for_business_subtype_in_city), the 90th percentile of the metro's scored locations, and every ranking here is ordered on it; "typical address" is its average column. National and metro-wide figures average the 146 business types the file scores in all 22 metros with both a good-address and a typical figure; ties at one decimal are ordered on the unrounded figures, then on the typical address. The national file's own note: "This ranking carries one row per business type and metro. Its score is the projected chance of lasting two or more years, averaged across the price points StreetSpring scores separately in the tool (most types have 5). The 146 business types here are base types; the tool offers 500+ business types, counting each type at each of its price points." These are projections from location factors, not a count of closures. Figures are aggregated to the metro and business-type level; no individual business is identified. Column dictionary and recipes, full methodology. For press inquiries or custom cuts, contact info@streetspring.com.