BMIE Market 94578
Alameda County, California · ZCTA boundaries as of 2020
Profile
| Population (current estimate) | 41,769 2020–2024 ACS 5-year estimate ±2,262 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B01003_001E · on 2020 boundaries · retrieved 2026-09-05 |
|---|---|
| Households | 13,904 2020–2024 ACS 5-year estimate ±738 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B11001_001E · on 2020 boundaries · retrieved 2026-09-05 |
| Population, 2010 Census count | 38,558 2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · POP10 · on 2010 boundaries · retrieved 2026-09-04 |
| Housing units | 14,808 2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · HU10 · on 2010 boundaries · retrieved 2026-09-04 |
| Median household income | $94,084 2020–2024 ACS 5-year estimate ±7,600 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B19013_001E · on 2020 boundaries · retrieved 2026-09-05 |
| Median age | 37.9 2020–2024 ACS 5-year estimate ±2 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B01002_001E · on 2020 boundaries · retrieved 2026-09-05 |
| Median gross rent | $2,116 2020–2024 ACS 5-year estimate ±81 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B25064_001E · on 2020 boundaries · retrieved 2026-09-05 |
| Median home value | $823,000 2020–2024 ACS 5-year estimate ±18,669 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B25077_001E · on 2020 boundaries · retrieved 2026-09-05 |
| Land area | 4.6 sq mi Census Gazetteer 2020 |
| Restaurants | 57 2023 · U.S. Census Bureau, ZIP Code Business Patterns 2023 detail (NAICS2022) · by USPS ZIP 94578 |
| Restaurants per 10,000 residents | 13.8 DERIVED: 2010 restaurants (ZIP) ÷ 2010 Census population (ZCTA) · different years, stated as such |
| Restaurant growth, 5-year | -10.9% DERIVED: 2018 → 2023, ZIP Code Business Patterns restaurants |
| Restaurant growth, 10-year | +1.8% DERIVED: 2013 → 2023, ZIP Code Business Patterns restaurants |
| Restaurant growth, 20-year | +11.8% DERIVED: 2003 → 2023, ZIP Code Business Patterns restaurants |
| Restaurant growth, Longest on file | +9.6% DERIVED: 1994 → 2023, ZIP Code Business Patterns restaurants |
| Projected restaurants, 2028 | 68 (range 60–76) FORECAST · linear trend v1 fitted to 2013–2023 (11 points, +1.0 per year, r² 0.44) · 80% range · confidence Medium · momentum, not a guarantee |
| Projected population, 5 years ahead | Needs more ACS years on file |
| BMIE Market Score | 66 / 100 MODELED · bmie_market_score v1 · confidence High · why? |
| Consumer Market Score | 87 / 100 MODELED · consumer_market_score v1 · confidence High · why? |
| Restaurant Opportunity Score | 65 / 100 MODELED · restaurant_opportunity_score v1 · confidence High · why? |
| Market Momentum Score | 31 / 100 MODELED · market_momentum_score v1 · confidence High · why? |
Map
Boundary: U.S. Census Bureau cartographic file, 1:500k, 2020 vintage. Basemap © OpenStreetMap contributors.Trends
Historical lines are published counts. Dashed lines are derived: a least-squares trend through the last decade, extended as a FORECAST with its 80% range. Momentum, not a guarantee.
Restaurants by year, with trend and projection
ZIP Code Business Patterns, USPS ZIP 94578. Projection: linear trend v1, fitted 2013–2023, +1.0 restaurants per year, r² 0.44, confidence Medium.Growth index (first year on file = 100)
Each category relative to its own first published count. Full/limited split is unavailable under SIC (before 1998).Mix of the food-service market
Share of all food-service establishments. "Other" = snack bars, caterers, contractors, mobile.Population and restaurants per 10,000 residents
Population points: 2010 Census count and ACS 5-year estimates on file (more vintages load over time). Density uses the population point within two years of each restaurant count. Population projection appears once three or more ACS years are loaded.Restaurant growth vs. California and U.S. averages
Averages are the mean growth across all ZCTAs with the figure (state n = 1,558, U.S. n = 24,852). DERIVED from ZIP Code Business Patterns.Why these scores?
Each score is a weighted average of national percentile ranks (0 = lowest of all ZCTAs with that figure, 100 = highest). Weights are set in the model registry, not in code, and every score carries its model version.
BMIE Market Score: 66 (High confidence)
| Component | Value | Rank | Weight | Adds |
|---|---|---|---|---|
| Consumer Market Score | 87.0 | 87 | 40% | +34.8 |
| Restaurant Opportunity Score | 65.4 | 65 | 35% | +22.9 |
| Market Momentum Score | 31.4 | 31 | 25% | +7.9 |
Consumer Market Score: 87 (High confidence)
| Component | Value | Rank | Weight | Adds |
|---|---|---|---|---|
| Population (ACS) | 41,769 | 95 | 40% | +37.9 |
| Median household income (ACS) | 94,084 | 77 | 40% | +30.7 |
| Households (ACS) | 13,904 | 92 | 20% | +18.4 |
Restaurant Opportunity Score: 65 (High confidence)
| Component | Value | Rank | Weight | Adds |
|---|---|---|---|---|
| 10-year restaurant growth | 1.8 | 48 | 35% | +16.7 |
| Restaurants per 10,000 residents (lower = more room) | 13.7 | 58 | 25% | +14.5 |
| Population (ACS) | 41,769 | 95 | 20% | +18.9 |
| Median household income (ACS) | 94,084 | 77 | 20% | +15.4 |
Market Momentum Score: 31 (High confidence)
| Component | Value | Rank | Weight | Adds |
|---|---|---|---|---|
| 5-year restaurant growth | -10.9 | 18 | 50% | +9.0 |
| 10-year restaurant growth | 1.8 | 48 | 30% | +14.3 |
| 20-year restaurant growth | 11.8 | 40 | 20% | +8.1 |
A high score is a statistical position among all U.S. ZCTAs, not a prediction that a restaurant will succeed.
Restaurants on file (121)
By cuisine
Mexican 16 · Asian 14 · American 11 · Latin American (other) 9 · Pizza 9 · Sandwiches 9 · Chinese 8 · Japanese 8 · Bakery 7 · Sushi 7 · Chicken / wings 5 · Coffee 5 · Seafood 5 · Burgers 4 · Dessert 4 · Hawaiian / Pacific 4 · Ice cream / frozen desserts 4 · Tea / bubble tea 4 · Vietnamese 4 · BBQ 3 · Breakfast 3 · Healthy / salads / bowls 3 · Italian 3 · Noodles / ramen / pho 3 · Filipino 2 · Juice / smoothies 2 · Korean 2 · Middle Eastern 2 · Cajun, Creole, Southern 1 · German / Eastern European 1 · Indian 1 · Mediterranean 1 · Southwestern / Tex-Mex 1 · Thai 1
By type
Restaurant (service type not stated) 77 · Quick service 21 · Bar 9 · Bakery 7 · Casual dining 7 · Dessert 7 · Juice, smoothie, tea 5 · Other 5 · Café 4 · Coffee shop 3 · Delivery-focused 2 · Specialty food shop 2 · Brewery / taproom 1 · Buffet 1
| Name | Type | Cuisine | Address | Status |
|---|---|---|---|---|
| All Star Donuts | Bakery · Dessert | Dessert · Bakery | 15680 E 14th St | open |
| ALOHA SUSHI & BBQ | Restaurant (service type not stated) | Japanese · Filipino · Sushi · Asian | 14807 E 14th St | open |
| Alohana Hawaiian Grill | Casual dining · Bar | 15555 E 14th St Ste 319 | open | |
| AndreaMarie Custom Cakes and Treats | Bakery | Bakery | 16395 E 14th St | open |
| Angry Fish | Restaurant (service type not stated) | Japanese · Sushi · Asian | 16250 E 14th St | open |
| Angry Ramen | Restaurant (service type not stated) | Noodles / ramen / pho | 15555 E 14th St Ste 199 | open |
| Baby Bean Pie | Restaurant (service type not stated) | 16395 E14th St. | open | |
| Bara's Deli | Specialty food shop · Restaurant (service type not stated) · Quick service | Sandwiches | 14799 Washington Ave | open |
| Beijing Bowl | Restaurant (service type not stated) · Quick service | Chinese · Asian | 14400 Washington Ave | open |
| BIMBO Bakeries USA Bimbo Bakeries USA | Bakery | Bakery | open | |
| Brewers Supply Group | Brewery / taproom | 750 139th Ave | open | |
| Burger King Burger King | Quick service | Burgers · American | 15050 E 14th St | open |
| Canton Express | Quick service | 14799 Washington Ave Ste G | open | |
| Cheese Steak Shop | Other | Sandwiches | 15555 E 14th St #318 | open |
| Chevys Fresh Mex | Restaurant (service type not stated) | Mexican | 15555 E 14th St 106 | open |
| Chicago Pizza Chicago Pizza | Restaurant (service type not stated) | Pizza · Italian | 14278 E 14th St | open |
| Chili's Grill & Bar | Restaurant (service type not stated) | 15555 E 14th St | open | |
| China Kitchen Express | Restaurant (service type not stated) | Chinese | 13780 E 14th St | open |
| Cinco TacoBar | Restaurant (service type not stated) | Mexican · Southwestern / Tex-Mex | 15100 Hesperian Blvd | open |
| Ciudad Azteca Taqueria | Restaurant (service type not stated) | Mexican · Latin American (other) | 16240 Foothill Blvd | open |
| Cozy Kitchen | Casual dining | American · Breakfast | 14811 Washington Ave | open |
| Crabby Crabby | Restaurant (service type not stated) · Casual dining | Seafood · American | 16490 E 14th St | open |
| Creative SIPS | Café · Juice, smoothie, tea | Coffee · Tea / bubble tea · Juice / smoothies | 16395 E 14th St | open |
| Deep Grocery Coop | Restaurant (service type not stated) | 2700 Fairmont Dr | open | |
| Digger's Diner | Casual dining | American | 15555 E 14th St | open |
| Domino's Domino's Pizza | Quick service · Delivery-focused | Pizza | 16308 E 14th St | open |
| Donut Design | Restaurant (service type not stated) | 14799 Washington Ave | open | |
| East Bay Foot & Ankle Clinic, Inc | Restaurant (service type not stated) | 13847 E 14th St | open | |
| El Enano Mix | Bar | 1495 150th Ave | open | |
| Elios Family Restaurant | Restaurant (service type not stated) | Breakfast · American | 260 Floresta Blvd | open |
| Ernie's Sea Food | Restaurant (service type not stated) | Seafood | 13775 E 14th St | open |
| Farmhouse Kitchen Thai Express | Restaurant (service type not stated) | Thai · Asian | 16695 E 14th St | open |
| Fast Pizza John 7 | Restaurant (service type not stated) | Pizza | 16392 E 14th St | open |
| Fat Fish | Restaurant (service type not stated) | Japanese · Sushi · Asian | 14701 E 14th St | open |
| From Seed 2 Feed | Restaurant (service type not stated) | 2700 Fairmont Dr | open | |
| Galeana Distributor | Restaurant (service type not stated) · Quick service | Mexican | 14888 Olivia St | open |
| Ghirardelli Ice Cream and Chocolate Factory Outlet Ghirardelli | Dessert | Dessert · Ice cream / frozen desserts | 1111 139th Ave | open |
| Guadalajara Bakery and Ice Cream | Bakery · Dessert | Bakery · Ice cream / frozen desserts · BBQ | 14341 E 14th St | open |
| Harry's Hofbrau | Restaurant (service type not stated) | German / Eastern European | 14900 E 14th St | open |
| Hawaiian POKE | Restaurant (service type not stated) | Hawaiian / Pacific · Japanese · Healthy / salads / bowls · Asian | 579 Floresta Blvd Ste H | open |
| Hay Tea | Juice, smoothie, tea · Café | Tea / bubble tea · Coffee | 15251 Hesperian Blvd | open |
| Hermanos Verdes | Delivery-focused | Mexican · Latin American (other) | 2700 Fairmont Dr | open |
| Holy Concha Sweetshop | Bakery | Bakery | 14410 Washington Ave | open |
| Hong Kong Express | Restaurant (service type not stated) | Chinese | 1356 Fairmont Dr | open |
| Istanbul Kitchen | Restaurant (service type not stated) | Mediterranean · Middle Eastern | 15555 E 14th St #319 | open |
| It's Just Wings | Restaurant (service type not stated) | Chicken / wings | 15555 E 14th St | open |
| Jack in the Box | Quick service | 15025 Hesperian Blvd | open | |
| Jamba Jamba | Juice, smoothie, tea · Quick service | Juice / smoothies · Healthy / salads / bowls | 15555 E 14th St | open |
| Jasmine Chinese Food To Go | Restaurant (service type not stated) | Chinese · Asian | 14393 Washington Ave | open |
| Joe's Pho Original Pho Hoa | Restaurant (service type not stated) | Vietnamese · Noodles / ramen / pho · Asian | 15070 Hesperian Blvd | open |
| Joy Sushi | Restaurant (service type not stated) | Japanese · Sushi | 15555 E 14th St Ste 318 | open |
| Jp Seoul Tofu House | Restaurant (service type not stated) | Korean | 14393 Washington Ave Ste J | open |
| JP's Music Lounge | Bar | 1250 Fairmont Dr | open | |
| KFC KFC | Quick service · Restaurant (service type not stated) | Chicken / wings | 15179 Hesperian Blvd | open |
| King Kong Dim Sum | Restaurant (service type not stated) | Chinese | 14736 E 14th St | open |
| Kismat Indian Cuisine | Restaurant (service type not stated) | Indian | 15099 Hesperian Blvd | open |
| Krispy Krunchy Chicken Krispy Krunchy Chicken | Quick service | Chicken / wings · American | 16680 E 14th St | open |
| La Oficina | Bar · Restaurant (service type not stated) | 15293 Hesperian Blvd | open | |
| La Taverna | Bar | 16343 E 14th St | open | |
| Las Pacitas Salvadorian Bakery | Bakery | Bakery · Latin American (other) | 14760 E 14th St | open |
| Loving Tea | Coffee shop | Coffee | 1338 Fairmont Dr | open |
| Mariscos El Tata #2 | Restaurant (service type not stated) | Mexican | 14680 Washington Ave | open |
| Marks culinary Creations | Dessert | Dessert | 1327 159th Ave | open |
| McDonald's McDonald's | Quick service · Restaurant (service type not stated) | Burgers | 14823 E 14th St | open |
| McDonald's McDonald's | Quick service · Restaurant (service type not stated) | Burgers | 16552 E 14th St | open |
| McDonald's McDonald's | Quick service · Restaurant (service type not stated) | Burgers | 130 Greenhouse Marketplace | open |
| Metro Taquero Metro Taquero | Restaurant (service type not stated) | Mexican · Latin American (other) | 13775 E 14th St | open |
| Neveria Guadalajara Taqueria Guadalajara | Restaurant (service type not stated) · Dessert | Mexican · Ice cream / frozen desserts · Latin American (other) | 14359 E 14th St | open |
| New Dragon Buffet | Buffet · Restaurant (service type not stated) | Seafood | 15073 E 14th St | open |
| Nick's Family Restaurant | Casual dining | American | 14660 Washington Ave | open |
| Northern Chalet Ono Hawaiian BBQ | Restaurant (service type not stated) | Hawaiian / Pacific · Asian · BBQ | 14966 E 14th St | open |
| Nubi Yogurt | Dessert | Dessert | 15555 E 14th St Ste 199 | open |
| Ono Hawaiian BBQ Ono Hawaiian BBQ | Restaurant (service type not stated) | BBQ · Hawaiian / Pacific | 13808 E 14th St | open |
| Pagano's Sports Bar | Bar | 14380 Washington Ave. | open | |
| Panda Express Panda Express | Restaurant (service type not stated) · Quick service | Chinese | 15555 E 14th St | open |
| Pho Anhoa Noodle House | Restaurant (service type not stated) | Vietnamese · Noodles / ramen / pho · Asian | 14391 Washington Ave | open |
| PHO THIN HANOI VIETNAMESE RESTAURANT | Restaurant (service type not stated) | 14660 Washington Ave | open | |
| Pizza Guys Pizza Guys - Pleasanton | Restaurant (service type not stated) | Pizza · Italian | 15253 Hesperian Blvd Suite #2 | open |
| Pizza Hut Pizza Hut | Quick service · Restaurant (service type not stated) | Pizza | 15555 East 14th Street Suite 600 Alameda | open |
| Poke Kitchen | Restaurant (service type not stated) | Hawaiian / Pacific · Sushi · Japanese · Healthy / salads / bowls | 13515 E 14th St | open |
| Popeyes Popeyes Louisiana Kitchen | Quick service | Chicken / wings · Cajun, Creole, Southern | 13808 E 14th St | open |
| Prince Dim Sum House | Restaurant (service type not stated) | Chinese | 14736 E 14th St | open |
| Psy Korean Spa | Restaurant (service type not stated) | Korean | open | |
| Puerto Bello | Restaurant (service type not stated) | Mexican | 14680 Washington Ave | open |
| Quickly 快可立 | Juice, smoothie, tea | Tea / bubble tea | 15251 Hesperian Blvd | open |
| Red Apple Kitchen | Restaurant (service type not stated) | Pizza · Italian | 14799 Washington Ave | open |
| Restaurante Latino Los Sazones de mi Tierra | Restaurant (service type not stated) | Latin American (other) | 16496 E 14th St | open |
| Rickey's Sports Lounge | Bar | 15028 Hesperian Blvd | open | |
| Rock & Roll Sushi | Restaurant (service type not stated) | Japanese · Sushi · Asian | 579 Floresta Blvd | open |
| Rose Garden Restaurant | Restaurant (service type not stated) · Quick service | Chinese | 15754 E 14th St | open |
| Round Table Pizza | Restaurant (service type not stated) | Pizza | 15255 E 14th St | open |
| SAIGON YUM - Phở & Bánh Mì | Restaurant (service type not stated) · Casual dining | Vietnamese · American | 15099 Hesperian Blvd | open |
| Shami Restuarant & Hookah Lounge | Restaurant (service type not stated) | Middle Eastern | 16490 E 14th St | open |
| Shooter's Lounge And Bar | Bar | 1500 150th Ave | open | |
| Smiling Jack's Pizza and Wings | Restaurant (service type not stated) | Pizza | 14680 Washington Ave | open |
| Smoothie & Wings | Juice, smoothie, tea | Tea / bubble tea | 14278 E 14th St Ste E | open |
| Starbucks Starbucks | Coffee shop · Restaurant (service type not stated) · Café | Coffee | 13808 E 14th St. Palma Plaza | open |
| Starbucks Starbucks | Coffee shop · Café · Bakery | Coffee · Bakery | Bayfair Center, 15555 E 14th St | open |
| Straw Hat Pizza | Restaurant (service type not stated) | Pizza | 14680 Washington Ave | open |
| Subway Subway | Quick service · Restaurant (service type not stated) | Sandwiches | 14972 East 14th St | open |
| Subway | Other | Sandwiches | 14393 Washington Ave Ste D | open |
| Subway | Other | Sandwiches | 13808 E 14th St Ste B | open |
| Subway | Other | Sandwiches | 15555 E 14th St | open |
| Sushi Go Go Sushi Go Go | Restaurant (service type not stated) | Japanese · Sushi · Asian | 14410 Washington Ave | open |
| Swamp | Restaurant (service type not stated) | Vietnamese · Asian | 15555 E 14th St Ste 318 | open |
| Taco Bell Taco Bell | Quick service | Mexican | 15016 E 14th Street | open |
| Tacos El Gordo | Restaurant (service type not stated) | Mexican · Latin American (other) | 15420 Hesperian Blvd | open |
| Tapsilog Express | Restaurant (service type not stated) | Filipino · Asian | 14843 Washington Ave | open |
| Taqueria El Gordo | Restaurant (service type not stated) | Mexican · Latin American (other) | 579 Floresta Blvd | open |
| Tatas2 Restaurant | Restaurant (service type not stated) | Mexican · Seafood | 14680 Washington Ave | open |
| Terrace Market | Specialty food shop · Restaurant (service type not stated) · Quick service | Sandwiches | 16250 Foothill Blvd | open |
| The Meltdown | Restaurant (service type not stated) | Mexican | 15015 Freedom Ave | open |
| The Original Mels Diner Original Mels Diner Pinole, CA | Casual dining · Restaurant (service type not stated) | American · Breakfast | 15011 Hesperian Blvd | open |
| Theo's Cheesesteak Shop | Restaurant (service type not stated) | Sandwiches · American | 15696 E 14th St | open |
| Tito's | Bar | Mexican · Latin American (other) | 15508 E 14th St | open |
| Togo's Sandwiches | Other | Sandwiches | 1380 Fairmont Dr | open |
| Vallarta | Restaurant (service type not stated) | Mexican · Seafood | 14366 E 14th St | open |
| Vive! Restaurant Group Inc | Restaurant (service type not stated) | 15100 Hesperian Blvd Ste 308 | open | |
| Wingstop Wingstop | Quick service | Chicken / wings · American | 15555 E 14th St Ste 317 | open |
| YoYo Treats | Dessert | Ice cream / frozen desserts | 16395 E 14th St | open |
| Fresh Choice | Restaurant (service type not stated) | 15555 E 14th St | closed |
Restaurant establishments over time
| Year | All food service | Restaurants | Full-service | Limited-service | Snack & beverage | Bars | Industry codes |
|---|---|---|---|---|---|---|---|
| 1994 | 59 | 52 | — | — | — | 7 | SIC1987 |
| 1995 | 57 | 50 | — | — | — | 7 | SIC1987 |
| 1996 | 58 | 48 | — | — | — | 10 | SIC1987 |
| 1997 | 66 | 55 | — | — | — | 11 | SIC1987 |
| 1998 | 70 | 56 | 24 | 21 | 8 | 12 | NAICS1997 |
| 1999 | 63 | 50 | 24 | 20 | 4 | 9 | NAICS1997 |
| 2000 | 59 | 50 | 24 | 20 | 4 | 6 | NAICS1997 |
| 2001 | 56 | 49 | 22 | 22 | 3 | 4 | NAICS1997 |
| 2002 | 62 | 51 | 25 | 21 | 4 | 8 | NAICS1997 |
| 2003 | 60 | 51 | 26 | 19 | 4 | 6 | NAICS2002 |
| 2004 | 55 | 45 | 20 | 19 | 4 | 8 | NAICS2002 |
| 2005 | 65 | 56 | 22 | 25 | 7 | 7 | NAICS2002 |
| 2006 | 63 | 58 | 24 | 27 | 5 | 4 | NAICS2002 |
| 2007 | 60 | 54 | 21 | 25 | 5 | 6 | NAICS2002 |
| 2008 | 64 | 58 | 22 | 27 | 6 | 6 | NAICS2007 |
| 2009 | 67 | 60 | 25 | 25 | 7 | 6 | NAICS2007 |
| 2010 | 58 | 53 | 21 | 23 | 6 | 4 | NAICS2007 |
| 2011 | 58 | 53 | 22 | 23 | 5 | 4 | NAICS2007 |
| 2012 | 60 | 56 | 23 | 28 | 4 | 3 | NAICS2012 |
| 2013 | 58 | 56 | 24 | 28 | 3 | 2 | NAICS2012 |
| 2014 | 54 | 50 | 20 | 26 | 3 | 4 | NAICS2012 |
| 2015 | 57 | 52 | 21 | 27 | 3 | 3 | NAICS2012 |
| 2016 | 59 | 54 | 23 | 27 | 3 | 3 | NAICS2012 |
| 2017 | 62 | 55 | 22 | 28 | 3 | 4 | NAICS2017 |
| 2018 | 71 | 64 | 31 | 28 | 4 | 4 | NAICS2017 |
| 2019 | 67 | 60 | 27 | 26 | 5 | 4 | NAICS2017 |
| 2020 | 69 | 62 | 26 | 29 | 4 | 4 | NAICS2017 |
| 2021 | 71 | 65 | 29 | 31 | 3 | 3 | NAICS2017 |
| 2022 | 66 | 61 | 26 | 32 | — | — | NAICS2022 |
| 2023 | 64 | 57 | 25 | 28 | 3 | 4 | NAICS2022 |