Miller Square Shopping Center — Miami, FL

KFC ranks highest here, at the 93th percentile of the 173,178 US retail sites we track.

foodretailservices220 mapped POIs shown

The trade area

Measure	1 mi	3 mi	5 mi
Population	28,732	204,857	427,209
Households	10,596	69,837	142,985
Median household income	$68,259	$70,422	$77,612
Median age	49.0	46.0	44.9
Mapped POIs	27	536	1,283

Which chains this trade area resembles

Percentile is against every one of the 173,178 US retail locations we track, using that chain's own reference distribution. It measures resemblance to where the chain already locates — not a forecast of how a store would do.

10 of these chains do not operate in FL. They are marked, and still ranked, because the trade area really does resemble where they locate elsewhere — but a chain absent from an entire state usually cannot open one there. Franchise territories, distribution range and licensing stop at state lines. Treat those rows as "this site would suit them if they ever came here", not as an available tenant.

A few stray records do not count as presence: Kroger shows five Florida locations and every one is a Tom Thumb convenience store tagged under its brand, so it is marked as barely present with the counts shown.

The two numbers answer different questions. Fit at this site is how strongly this plaza resembles where that chain locates — higher is a better match. Model reliability is how well that chain's model performs in general, measured by hiding whole cities during training and checking whether it still finds the real stores there. A chain can be a strong fit here and still come from a model that is only moderately reliable; both are shown so neither is taken on faith.

Chain & model reliability	Fit at this site	Why it fits
KFC Model reliability 10% — in cities it had never seen, it ranked 706 real KFC sites and put 10% of them in its top 5%.	93^th	Distance to a primary road8 m Auto within 1 mi3 Distance to the nearest business of the same kind96 m
Wawa Model reliability 14% — in cities it had never seen, it ranked 228 real Wawa sites and put 14% of them in its top 5%.	92^th	Distance to a motorway3.1 km Distance to a traffic signal8 m Big box within 5 mi31
Midas Model reliability 28% — in cities it had never seen, it ranked 98 real Midas sites and put 28% of them in its top 5%.	90^th	Distance to the nearest business of the same kind52 m Auto within 1 mi3 Distance to a traffic signal8 m
Dunkin' Model reliability 7% — in cities it had never seen, it ranked 857 real Dunkin' sites and put 7% of them in its top 5%.	88^th	Distance to a primary road8 m Median age within 5 mi44.9 Owner-occupied homes within 3 mi48,131
Checkers Model reliability 30% — in cities it had never seen, it ranked 73 real Checkers sites and put 30% of them in its top 5%.	87^th	Distance to a traffic signal8 m Distance to a primary road8 m Mapped POIs per resident within 5 mi0.003
Meineke Model reliability 7% — in cities it had never seen, it ranked 42 real Meineke sites and put 7% of them in its top 5%.	86^th	Distance to the nearest business of the same kind52 m Pharmacy share of the retail mix3.5% Auto within 1 mi3
Popeyes Model reliability 15% — in cities it had never seen, it ranked 410 real Popeyes sites and put 15% of them in its top 5%.	81^th	Auto within 1 mi3 Residents with a bachelor's degree within 5 mi69,618 Median age within 5 mi44.9
Jiffy Lube Model reliability 25% — in cities it had never seen, it ranked 285 real Jiffy Lube sites and put 25% of them in its top 5%.	80^th	Distance to a primary road8 m Pharmacy share of the retail mix3.5% Restaurants within 1 mi0
7-Eleven Model reliability 30% — in cities it had never seen, it ranked 1550 real 7-Eleven sites and put 30% of them in its top 5%.	79^th	Distance to a traffic signal8 m Businesses of the same kind within 3 mi7 Convenience share of the retail mix1.9%
El Pollo Loco no stores in FLModel reliability 18% — in cities it had never seen, it ranked 206 real El Pollo Loco sites and put 18% of them in its top 5%.	76^th	Fast food share of the retail mix10.1% Family households within 1 mi8,094 Median age within 5 mi44.9
Del Taco barely in FL — 3 of 515 storesModel reliability 14% — in cities it had never seen, it ranked 195 real Del Taco sites and put 14% of them in its top 5%.	76^th	Distance to a primary road8 m Residents with a bachelor's degree within 5 mi69,618 Pharmacy within 5 mi42
Tim Hortons no stores in FLModel reliability unknown — only 22 Tim Hortons sites sit in the test cities, too few to judge it fairly.	74^th	Convenience share of the retail mix1.9% Traffic signals within 1 mi43 Pharmacy within 5 mi42
Edible Arrangements Model reliability 20% — in cities it had never seen, it ranked 50 real Edible Arrangements sites and put 20% of them in its top 5%.	72^th	Lodging share of the retail mix0.7% Beauty within 1 mi0 Restaurants within 1 mi0
Burlington Model reliability 31% — in cities it had never seen, it ranked 191 real Burlington sites and put 31% of them in its top 5%.	71^th	Distance to a primary road8 m Distance to a traffic signal8 m Median age within 1 mi49.0
Dutch Bros. Coffee Model reliability 37% — in cities it had never seen, it ranked 245 real Dutch Bros. Coffee sites and put 37% of them in its top 5%.	71^th	Distance to a primary road8 m Home improvement share of the retail mix1.7% Coffee within 1 mi0
Wienerschnitzel no stores in FLModel reliability 12% — in cities it had never seen, it ranked 89 real Wienerschnitzel sites and put 12% of them in its top 5%.	71^th	Auto within 1 mi3 Distance to a primary road8 m Median age within 5 mi44.9
Trader Joe's Model reliability 39% — in cities it had never seen, it ranked 155 real Trader Joe's sites and put 39% of them in its top 5%.	57^th	Distance to a primary road8 m Grocery share of the retail mix4.1% Distance to a traffic signal8 m
Lowe's Model reliability 53% — in cities it had never seen, it ranked 322 real Lowe's sites and put 53% of them in its top 5%.	56^th	Distance to a traffic signal8 m Businesses of the same kind within 3 mi8 Distance to a motorway3.1 km
Whole Foods Market Model reliability 52% — in cities it had never seen, it ranked 108 real Whole Foods Market sites and put 52% of them in its top 5%.	55^th	Distance to a primary road8 m Median household income within 1 mi$68,259 Distance to a traffic signal8 m
Valvoline Model reliability 18% — in cities it had never seen, it ranked 159 real Valvoline sites and put 18% of them in its top 5%.	54^th	Distance to a primary road8 m Distance to the nearest business of the same kind52 m Residents with a bachelor's degree within 5 mi69,618
Walmart Model reliability 55% — in cities it had never seen, it ranked 1304 real Walmart sites and put 55% of them in its top 5%.	53^th	Distance to a traffic signal8 m Distance to a primary road8 m Businesses of the same kind within 3 mi21
Little Caesars Model reliability 16% — in cities it had never seen, it ranked 496 real Little Caesars sites and put 16% of them in its top 5%.	53^th	Median age within 1 mi49.0 Traffic signals within 1 mi43 Owner-occupied homes within 1 mi7,469
Jamba Model reliability 25% — in cities it had never seen, it ranked 194 real Jamba sites and put 25% of them in its top 5%.	53^th	Coffee within 1 mi0 Fast food within 1 mi5 Pharmacy share of the retail mix3.5%
Best Buy Model reliability 37% — in cities it had never seen, it ranked 195 real Best Buy sites and put 37% of them in its top 5%.	51^th	Distance to a traffic signal8 m Distance to a primary road8 m Big box within 1 mi1
Potbelly Model reliability 24% — in cities it had never seen, it ranked 33 real Potbelly sites and put 24% of them in its top 5%.	49^th	Mapped POIs per resident within 1 mi0.00094 Convenience share of the retail mix1.9% Fast food within 1 mi5
Orangetheory Fitness Model reliability 15% — in cities it had never seen, it ranked 116 real Orangetheory Fitness sites and put 15% of them in its top 5%.	49^th	Median age within 1 mi49.0 Coffee within 1 mi0 Distance to a primary road8 m
Marshalls Model reliability 35% — in cities it had never seen, it ranked 187 real Marshalls sites and put 35% of them in its top 5%.	48^th	Distance to a traffic signal8 m Distance to a primary road8 m Mapped POIs per resident within 1 mi0.00094
Fantastic Sams Model reliability 15% — in cities it had never seen, it ranked 68 real Fantastic Sams sites and put 15% of them in its top 5%.	46^th	Distance to a primary road8 m Distance to a traffic signal8 m Big box within 5 mi31
F45 Training Model reliability 9% — in cities it had never seen, it ranked 58 real F45 Training sites and put 9% of them in its top 5%.	45^th	Median household income within 1 mi$68,259 Median household income within 3 mi$70,422 Distance to a traffic signal8 m
Five Guys Model reliability 9% — in cities it had never seen, it ranked 219 real Five Guys sites and put 9% of them in its top 5%.	45^th	Fast food within 1 mi5 Restaurants within 1 mi0 Coffee within 1 mi0
HomeGoods Model reliability 45% — in cities it had never seen, it ranked 123 real HomeGoods sites and put 45% of them in its top 5%.	45^th	Distance to a primary road8 m Distance to a traffic signal8 m Big box within 1 mi1
Smoothie King Model reliability 16% — in cities it had never seen, it ranked 73 real Smoothie King sites and put 16% of them in its top 5%.	45^th	Mapped POIs per resident within 1 mi0.00094 Beauty within 1 mi0 Family households within 1 mi8,094
TJ Maxx Model reliability 43% — in cities it had never seen, it ranked 191 real TJ Maxx sites and put 43% of them in its top 5%.	44^th	Distance to a primary road8 m Distance to a traffic signal8 m Other retail within 1 mi2
Cinnabon Model reliability 43% — in cities it had never seen, it ranked 46 real Cinnabon sites and put 43% of them in its top 5%.	43^th	Apparel within 1 mi0 Distance to a traffic signal8 m Distance to a primary road8 m
Nothing Bundt Cakes Model reliability 17% — in cities it had never seen, it ranked 108 real Nothing Bundt Cakes sites and put 17% of them in its top 5%.	42^th	Coffee within 1 mi0 Restaurants within 1 mi0 Distance to a traffic signal8 m
Panda Express Model reliability 9% — in cities it had never seen, it ranked 565 real Panda Express sites and put 9% of them in its top 5%.	42^th	Fast food within 1 mi5 Coffee within 1 mi0 Big box within 1 mi1
European Wax Center Model reliability 28% — in cities it had never seen, it ranked 61 real European Wax Center sites and put 28% of them in its top 5%.	41^th	Distance to a traffic signal8 m Median household income within 1 mi$68,259 Distance to the nearest business of the same kind2.1 km
Hooters Model reliability 37% — in cities it had never seen, it ranked 46 real Hooters sites and put 37% of them in its top 5%.	41^th	Lodging within 1 mi0 Mapped POIs per resident within 1 mi0.00094 Lodging within 5 mi9
Planet Fitness Model reliability 33% — in cities it had never seen, it ranked 286 real Planet Fitness sites and put 33% of them in its top 5%.	40^th	Distance to a traffic signal8 m Distance to a primary road8 m Owner-occupied homes within 1 mi7,469
Round Table Pizza barely in FL — 1 of 291 storesModel reliability 16% — in cities it had never seen, it ranked 62 real Round Table Pizza sites and put 16% of them in its top 5%.	40^th	Coffee share of the retail mix2.2% Pharmacy within 5 mi42 Median household income within 1 mi$68,259
Perkins Model reliability 40% — in cities it had never seen, it ranked 42 real Perkins sites and put 40% of them in its top 5%.	39^th	Distance to a motorway3.1 km Lodging within 1 mi0 Big box within 3 mi17
Golden Corral Model reliability 51% — in cities it had never seen, it ranked 67 real Golden Corral sites and put 51% of them in its top 5%.	38^th	Distance to a traffic signal8 m Fast food within 1 mi5 Distance to a primary road8 m
Crunch Fitness Model reliability 15% — in cities it had never seen, it ranked 53 real Crunch Fitness sites and put 15% of them in its top 5%.	37^th	Distance to a traffic signal8 m Distance to a primary road8 m Big box within 1 mi1
Wingstop Model reliability 7% — in cities it had never seen, it ranked 336 real Wingstop sites and put 7% of them in its top 5%.	36^th	Median age within 3 mi46.0 Distance to a traffic signal8 m Mapped POIs per resident within 1 mi0.00094
Massage Envy Model reliability 24% — in cities it had never seen, it ranked 104 real Massage Envy sites and put 24% of them in its top 5%.	32^th	Beauty within 1 mi0 Distance to a traffic signal8 m Median age within 5 mi44.9
Firehouse Subs Model reliability 18% — in cities it had never seen, it ranked 164 real Firehouse Subs sites and put 18% of them in its top 5%.	31^th	Distance to a traffic signal8 m Distance to a motorway3.1 km Mapped POIs per resident within 1 mi0.00094
Burger King Model reliability 12% — in cities it had never seen, it ranked 1258 real Burger King sites and put 12% of them in its top 5%.	30^th	Distance to a primary road8 m Distance to a traffic signal8 m Family households within 1 mi8,094
Chipotle Model reliability 13% — in cities it had never seen, it ranked 589 real Chipotle sites and put 13% of them in its top 5%.	29^th	Fast food within 1 mi5 Coffee within 1 mi0 Mapped POIs per resident within 1 mi0.00094
Club Pilates Model reliability 23% — in cities it had never seen, it ranked 60 real Club Pilates sites and put 23% of them in its top 5%.	29^th	Distance to a primary road8 m Median household income within 1 mi$68,259 Beauty within 1 mi0
Circle K Model reliability 25% — in cities it had never seen, it ranked 2050 real Circle K sites and put 25% of them in its top 5%.	28^th	Education within 5 mi211 Distance to a traffic signal8 m Education share of the retail mix17.2%
Pure Barre Model reliability unknown — only 29 Pure Barre sites sit in the test cities, too few to judge it fairly.	28^th	Distance to the nearest business of the same kind2.9 km Apparel within 1 mi0 Distance to a primary road8 m
First Watch Model reliability 14% — in cities it had never seen, it ranked 72 real First Watch sites and put 14% of them in its top 5%.	27^th	Distance to the nearest business of the same kind1.7 km Mapped POIs per resident within 1 mi0.00094 Coffee within 1 mi0
Wendy's Model reliability 12% — in cities it had never seen, it ranked 987 real Wendy's sites and put 12% of them in its top 5%.	26^th	Distance to a primary road8 m Mapped POIs per resident within 1 mi0.00094 Distance to a traffic signal8 m
Snap Fitness Model reliability 53% — in cities it had never seen, it ranked 49 real Snap Fitness sites and put 53% of them in its top 5%.	26^th	Distance to a primary road8 m Big box within 3 mi17 Bars share of the retail mix0.2%
MOD Pizza barely in FL — 4 of 414 storesModel reliability 24% — in cities it had never seen, it ranked 89 real MOD Pizza sites and put 24% of them in its top 5%.	26^th	Coffee within 1 mi0 Medical within 1 mi1 Median household income within 1 mi$68,259
Target Model reliability 30% — in cities it had never seen, it ranked 431 real Target sites and put 30% of them in its top 5%.	25^th	Distance to a primary road8 m Distance to a traffic signal8 m Big box within 5 mi31
Tropical Smoothie Cafe Model reliability 19% — in cities it had never seen, it ranked 107 real Tropical Smoothie Cafe sites and put 19% of them in its top 5%.	25^th	Distance to a traffic signal8 m Mapped POIs per resident within 1 mi0.00094 Distance to a primary road8 m
Texas Roadhouse Model reliability 35% — in cities it had never seen, it ranked 108 real Texas Roadhouse sites and put 35% of them in its top 5%.	25^th	Distance to a traffic signal8 m Distance to a primary road8 m Distance to a motorway3.1 km
Publix Model reliability 43% — in cities it had never seen, it ranked 653 real Publix sites and put 43% of them in its top 5%.	24^th	Distance to a primary road8 m Distance to a traffic signal8 m Family households within 5 mi110,241
Costco Model reliability 37% — in cities it had never seen, it ranked 398 real Costco sites and put 37% of them in its top 5%.	23^th	Distance to a primary road8 m Distance to a traffic signal8 m Owner-occupied homes within 1 mi7,469
IHOP Model reliability 17% — in cities it had never seen, it ranked 315 real IHOP sites and put 17% of them in its top 5%.	22^th	Distance to the nearest business of the same kind1.7 km Mapped POIs per resident within 1 mi0.00094 Fast food within 1 mi5
Taco Bell Model reliability 12% — in cities it had never seen, it ranked 1319 real Taco Bell sites and put 12% of them in its top 5%.	22^th	Distance to the nearest business of the same kind96 m Distance to a traffic signal8 m Distance to a primary road8 m
Ross Dress for Less Model reliability 43% — in cities it had never seen, it ranked 386 real Ross Dress for Less sites and put 43% of them in its top 5%.	20^th	Distance to a primary road8 m Distance to a traffic signal8 m Big box within 3 mi17
Five Below Model reliability 47% — in cities it had never seen, it ranked 184 real Five Below sites and put 47% of them in its top 5%.	20^th	Distance to a traffic signal8 m Distance to a primary road8 m Big box within 1 mi1
Big O Tires no stores in FLModel reliability 21% — in cities it had never seen, it ranked 87 real Big O Tires sites and put 21% of them in its top 5%.	19^th	Auto within 1 mi3 Pharmacy share of the retail mix3.5% Distance to a traffic signal8 m
The Home Depot Model reliability 58% — in cities it had never seen, it ranked 394 real The Home Depot sites and put 58% of them in its top 5%.	19^th	Distance to a traffic signal8 m Distance to a primary road8 m Home improvement within 3 mi9
Panera Bread Model reliability 15% — in cities it had never seen, it ranked 335 real Panera Bread sites and put 15% of them in its top 5%.	18^th	Mapped POIs per resident within 1 mi0.00094 Distance to a primary road8 m Restaurants within 1 mi0
Arby's Model reliability 17% — in cities it had never seen, it ranked 499 real Arby's sites and put 17% of them in its top 5%.	17^th	Distance to a primary road8 m Auto share of the retail mix8.0% Education within 1 mi10
Ulta Beauty Model reliability 45% — in cities it had never seen, it ranked 196 real Ulta Beauty sites and put 45% of them in its top 5%.	17^th	Distance to a primary road8 m Big box within 1 mi1 Distance to a traffic signal8 m
Aldi Model reliability 29% — in cities it had never seen, it ranked 146 real Aldi sites and put 29% of them in its top 5%.	15^th	Distance to a traffic signal8 m Distance to a primary road8 m Grocery share of the retail mix4.1%
Hobby Lobby Model reliability 33% — in cities it had never seen, it ranked 152 real Hobby Lobby sites and put 33% of them in its top 5%.	14^th	Distance to a primary road8 m Distance to a traffic signal8 m Mapped POIs per resident within 1 mi0.00094
Cost Cutters barely in FL — 1 of 226 storesModel reliability 23% — in cities it had never seen, it ranked 44 real Cost Cutters sites and put 23% of them in its top 5%.	14^th	Distance to a primary road8 m Distance to a traffic signal8 m Education share of the retail mix17.2%
WoodSpring Suites Model reliability 37% — in cities it had never seen, it ranked 46 real WoodSpring Suites sites and put 37% of them in its top 5%.	13^th	Distance to a traffic signal8 m Distance to a motorway3.1 km Median age within 1 mi49.0
Pizza Hut Model reliability 18% — in cities it had never seen, it ranked 701 real Pizza Hut sites and put 18% of them in its top 5%.	11^th	Distance to a traffic signal8 m Owner-occupied homes within 1 mi7,469 Owner-occupied homes within 3 mi48,131
Sonic Model reliability 25% — in cities it had never seen, it ranked 473 real Sonic sites and put 25% of them in its top 5%.	10^th	Distance to a traffic signal8 m Median age within 5 mi44.9 Bars within 5 mi1
Chick-fil-A Model reliability 15% — in cities it had never seen, it ranked 503 real Chick-fil-A sites and put 15% of them in its top 5%.	6^th	Mapped POIs per resident within 1 mi0.00094 Fast food within 1 mi5 Distance to a primary road8 m
Anytime Fitness Model reliability 23% — in cities it had never seen, it ranked 210 real Anytime Fitness sites and put 23% of them in its top 5%.	6^th	Distance to a primary road8 m Distance to a traffic signal8 m Mapped POIs per resident within 3 mi0.00262
Great Clips Model reliability 22% — in cities it had never seen, it ranked 396 real Great Clips sites and put 22% of them in its top 5%.	5^th	Distance to a traffic signal8 m Distance to a primary road8 m Coffee within 1 mi0
Starbucks Model reliability 33% — in cities it had never seen, it ranked 2472 real Starbucks sites and put 33% of them in its top 5%.	5^th	Coffee within 3 mi12 Businesses of the same kind within 3 mi5 Coffee within 5 mi27
Kroger barely in FL — 5 of 2,367 storesModel reliability 43% — in cities it had never seen, it ranked 164 real Kroger sites and put 43% of them in its top 5%.	4^th	Grocery within 5 mi40 Distance to a primary road8 m Education within 5 mi211
McDonald's Model reliability 21% — in cities it had never seen, it ranked 2607 real McDonald's sites and put 21% of them in its top 5%.	3^th	Distance to a primary road8 m Distance to a traffic signal8 m Fast food within 3 mi54
Palm Beach Tan Model reliability 26% — in cities it had never seen, it ranked 39 real Palm Beach Tan sites and put 26% of them in its top 5%.	3^th	Mapped POIs per resident within 5 mi0.003 Mapped POIs per resident within 1 mi0.00094 Other retail within 1 mi2
Sport Clips Model reliability 17% — in cities it had never seen, it ranked 176 real Sport Clips sites and put 17% of them in its top 5%.	3^th	Distance to a traffic signal8 m Coffee within 1 mi0 Distance to a primary road8 m
Qdoba Model reliability 22% — in cities it had never seen, it ranked 58 real Qdoba sites and put 22% of them in its top 5%.	2^th	Mapped POIs per resident within 1 mi0.00094 Family households within 1 mi8,094 Pharmacy share of the retail mix3.5%
Caribou Coffee no stores in FLModel reliability unknown — only 19 Caribou Coffee sites sit in the test cities, too few to judge it fairly.	1^th	Pharmacy share of the retail mix3.5% Lodging share of the retail mix0.7% Mapped POIs per resident within 5 mi0.003
Subway Model reliability 11% — in cities it had never seen, it ranked 2381 real Subway sites and put 11% of them in its top 5%.	1^th	Residents with a bachelor's degree within 3 mi32,595 Distance to a primary road8 m Mapped POIs per resident within 1 mi0.00094

What this does not tell you

Absence is not failure. A chain missing from this area may mean untapped demand — or that the site was evaluated and rejected for reasons this data cannot see: a ground lease, a franchisee territory, a bad parcel. The model finds resemblance, not verdicts.
We track 41 chains. For many sites the honest answer is a regional chain not covered here.
These are locations, not outcomes. We have no revenue or store-closure data, so nothing here says a site will perform well — only that its trade area resembles the ones a chain already chose.

This link is stable. Send plaza.kargin-utkin.com/plazas/miller-square-shopping-center to anyone — it will show this same report.