{
  "captureDate": "2026-10-29T13:31:57.647Z",
  "study": {
    "slug": "real-estate-agent-listing-kind-maps",
    "question": "When someone searches Google Maps for real estate agent in their city, how many of the twenty listings shown are an individual agent's own profile, how many are a team and how many are a brokerage office or company, who holds the top three and position 1, how many reviews each kind carries, how many of the twenty sit at the same office address, whether a national brand in the title moves an agent higher once review volume is held constant, and whether a person-named listing sits lower than an office with the same review count, in large metros and in small cities?",
    "lane": "maps",
    "belief": "Agents are told that the map pack for real estate agent belongs to the brokerage office: the office listing has the address, the years and the hundreds of reviews, so an individual agent's own Google Business Profile cannot reach the top three, and an agent not under a national brand is not on the list at all.",
    "benchmark": "An agent searches real estate agent plus their city, reads the twenty titles and sorts them into a person, a team and an office, counts how many share one office address, reads the twenty review counts and takes the middle one, and compares their own listing against the median and the top three of their own kind for a market their size.",
    "sample": {
      "queryTemplate": "real estate agent {market}",
      "topN": 20,
      "markets": [
        "Indianapolis, Indiana",
        "Columbus, Ohio",
        "Charlotte, North Carolina",
        "Nashville, Tennessee",
        "Atlanta, Georgia",
        "Houston, Texas",
        "Chicago, Illinois",
        "Tampa, Florida",
        "Detroit, Michigan",
        "Milwaukee, Wisconsin",
        "St. Louis, Missouri",
        "Bowling Green, Kentucky",
        "Johnson City, Tennessee",
        "Rochester, Minnesota",
        "Sioux City, Iowa",
        "Valdosta, Georgia",
        "Wausau, Wisconsin",
        "Abilene, Texas",
        "Lawton, Oklahoma",
        "Bismarck, North Dakota",
        "Florence, South Carolina",
        "Dothan, Alabama"
      ],
      "strata": {
        "largeMetro": [
          "Indianapolis, Indiana",
          "Columbus, Ohio",
          "Charlotte, North Carolina",
          "Nashville, Tennessee",
          "Atlanta, Georgia",
          "Houston, Texas",
          "Chicago, Illinois",
          "Tampa, Florida",
          "Detroit, Michigan",
          "Milwaukee, Wisconsin",
          "St. Louis, Missouri"
        ],
        "smallCity": [
          "Bowling Green, Kentucky",
          "Johnson City, Tennessee",
          "Rochester, Minnesota",
          "Sioux City, Iowa",
          "Valdosta, Georgia",
          "Wausau, Wisconsin",
          "Abilene, Texas",
          "Lawton, Oklahoma",
          "Bismarck, North Dakota",
          "Florence, South Carolina",
          "Dothan, Alabama"
        ]
      }
    },
    "measureSites": false,
    "measure": {
      "location": true,
      "nameServiceWords": "realt\\w*|real estate|homes?|propert\\w*|brokerage|brokers?|living|residential"
    },
    "exclude": {
      "domains": [
        "yelp.com",
        "zillow.com",
        "realtor.com",
        "homes.com",
        "trulia.com",
        "homelight.com",
        "fastexpert.com",
        "ratemyagent.com"
      ],
      "manufacturers": []
    },
    "screen": {
      "excludeCategories": [
        "Property management company",
        "Apartment rental agency",
        "Apartment complex",
        "Apartment building",
        "Condominium complex",
        "Condominium rental agency",
        "Townhouse complex",
        "Housing complex",
        "Housing development",
        "Housing authority",
        "Real estate developer",
        "Home builder",
        "Custom home builder",
        "Construction company",
        "General contractor",
        "Mortgage lender",
        "Mortgage broker",
        "Loan agency",
        "Bank",
        "Credit union",
        "Title company",
        "Escrow service",
        "Real estate attorney",
        "Attorney",
        "Law firm",
        "Home inspector",
        "Real estate appraiser",
        "Appraiser",
        "Real estate school",
        "School",
        "Association or organization",
        "Non-profit organization",
        "Vacation home rental agency",
        "Real estate rental agency",
        "Real estate auctioneer",
        "Auction house",
        "Commercial real estate agency",
        "Industrial real estate agency",
        "Office space rental agency",
        "Coworking space",
        "Land surveyor",
        "Surveyor",
        "Insurance agency",
        "Moving company",
        "Self-storage facility",
        "Photographer",
        "Marketing agency",
        "Advertising agency",
        "Real estate consultant",
        "Property investment company",
        "Investment company",
        "Real estate investment firm",
        "Mobile home dealer",
        "Manufactured home transporter",
        "Modular home dealer",
        "Real estate agents",
        "Association / Organization"
      ],
      "keepIfCategoriesMatch": "Real estate agent|Real estate agency|Real estate broker|Real estate agents",
      "keepIfTitleMatches": "^(?!.*\\b(property management|apartments?|mortgage|lending|loans?|title|escrow|inspection\\w*|apprais\\w*|builders?|construction|school\\w*|academy|association\\w*|commercial|industrial|we buy|home ?buyers?|house ?buyers?|wholesal\\w*|auction\\w*)\\b).*\\b(realt\\w*|real estate|brokerage|broker|agent)\\b",
      "excludeTitles": [
        {
          "match": "\\b(we buy|cash (home|house|property) ?buyers?|home ?buyers?|house ?buyers?|buys? (houses|homes)|sell (my|your) (house|home) fast|wholesal\\w*|opendoor|offerpad)\\b",
          "reason": "home-buying, iBuyer or wholesale company, not a brokerage or agent"
        },
        {
          "match": "^(?!.*\\b(?:residential|realtors?|realty|real estate|brokerage)\\b).*\\b(property management|apartments?|apartment homes|leasing office|senior living|assisted living)\\b",
          "reason": "property manager, apartment community or housing operator, not a brokerage or agent"
        },
        {
          "match": "^(?!.*\\b(?:residential|realtors?|realty|real estate|brokerage)\\b).*\\b(mortgage|lending|lenders?|loans?|title (company|co|agency|services?|group|insurance)|home inspection\\w*|inspections?|apprais\\w*|surveying|surveyors?)\\b",
          "reason": "lender, title, inspection or appraisal company, not a brokerage or agent"
        },
        {
          "match": "^(?!.*\\bresidential\\b).*\\b(commercial|industrial|cre)\\b",
          "reason": "commercial-only real estate firm"
        },
        {
          "match": "\\b(association|board of realtors|realtors? association|mls|multiple listing)\\b|^columbus realtors",
          "reason": "trade association or listing service, not a brokerage or agent"
        },
        {
          "match": "^(?!.*\\b(?:residential|realtors?|realty|real estate|brokerage)\\b).*\\b(school|academy|institute|college|university|training)\\b",
          "reason": "school or training company, not a brokerage or agent"
        },
        {
          "match": "\\b(builders?|construction|new homes|home ?building)\\b|^(?!.*\\b(?:residential|realtors?|realty|real estate|brokerage)\\b).*\\b(develop(ers?|ments?)|land (company|co))\\b",
          "reason": "builder or developer, not a brokerage or agent"
        },
        {
          "match": "^(?!.*\\b(?:residential|realtors?|realty|real estate|brokerage)\\b).*\\bauction\\w*\\b",
          "reason": "auction company, not a brokerage or agent"
        }
      ],
      "marketplaceHosts": [],
      "chainHosts": [
        "kw.com",
        "kwrealty.com",
        "remax.com",
        "coldwellbanker.com",
        "coldwellbankerhomes.com",
        "cbrealty.com",
        "century21.com",
        "c21.com",
        "exprealty.com",
        "compass.com",
        "bhhs.com",
        "berkshirehathawayhs.com",
        "realtyonegroup.com",
        "bhgre.com",
        "sothebysrealty.com",
        "howardhanna.com",
        "weichert.com",
        "crye-leike.com",
        "longandfoster.com",
        "bairdwarner.com",
        "atproperties.com",
        "era.com",
        "unitedrealestate.com",
        "fathomrealty.com",
        "homesmart.com",
        "lptrealty.com",
        "onereal.com",
        "joinreal.com",
        "epiquerealty.com",
        "redfin.com",
        "nexthome.com",
        "exitrealty.com",
        "realtyexecutives.com",
        "engelvoelkers.com",
        "evrealestate.com",
        "corcoran.com",
        "elliman.com",
        "christiesrealestate.com",
        "edinarealty.com",
        "homeservices.com",
        "realestateone.com",
        "shorewest.com",
        "talktotucker.com",
        "allentate.com",
        "harrynorman.com",
        "ansleyre.com",
        "signaturerealty.com",
        "jpar.com",
        "sidedoor.com",
        "reececommercial.com"
      ],
      "chainTitleMatches": "keller williams|\\bkw\\b|re\\/max|remax|coldwell banker|century 21|\\bc21\\b|exp realty|\\bexp\\b|\\bcompass\\b|berkshire hathaway|\\bbhhs\\b|realty one group|better homes (and|&) gardens|sotheby'?s|howard hanna|weichert|crye-?leike|long (&|and) foster|baird (&|and) warner|@properties|^era\\b|united real estate|fathom realty|homesmart|lpt realty|real broker\\w*|epique|redfin|nexthome|exit realty|realty executives|engel (&|and) v(ö|o)lkers|corcoran|douglas elliman|christie'?s|edina realty|real estate one|max broock|shorewest|first weber|f\\.?c\\.? tucker|allen tate|harry norman|ansley|jpar|\\bjp (&|and) associates\\b|serhant|\\bthe agency\\b|rocket homes|clever real estate|white stag realty|highgarden|giving tree realty|realty of america|axen realty|e-merge real estate|benchmark realty|assist-?2-?sell|national land realty|dickens mitchener",
      "chainBrandFromTitle": true,
      "practitionerTitles": "^(?!(?:the|a|an|my|your|our)\\b)(?!.*\\b(?:company|inc|associates|corporation)\\b)(?!(?:[a-z][a-z'’.-]* )?(?:real|realty|realtors?|realestate|estates?|homes?|house|houses|housing|propert\\w*|group|team|crew|collective|squad|partners|associates|living|land|lands|luxury|premier|premium|preferred|signature|village|elite|legacy|prime|platinum|gold|golden|diamond|star|dream|one|first|new|next|top|best|main|offices?|re\\/max|remax|keller|williams|coldwell|banker|century|berkshire|hathaway|exp|compass|redfin|zillow|better|howard|hanna|crye-?leike|weichert|sotheby'?s|corcoran|fathom|homesmart|nexthome|exit|era|lpt|epique|united|edina|rocket|clever|south|north|east|west|southern|northern|eastern|western|southeast|southwest|northeast|northwest|central|greater|metro|metroplex|city|town|downtown|intown|lake|lakes|lakeside|mountain|mountains|river|rivers|riverside|valley|coastal|coast|capital|urban|modern|classic|heritage|landmark|cornerstone|keystone|benchmark|hometown|local|global|national|american|america|music|magnolia|peach|peachtree|bluegrass|lone|big|little|old|royal|crown|key|keys|door|doors|open|sold|sell|sells|selling|buy|buys|buying|nashville|indianapolis|indy|columbus|charlotte|atlanta|houston|chicago|tampa|detroit|milwaukee|louis|bowling|sioux|valdosta|wausau|abilene|bismarck|dothan|tennessee|indiana|ohio|carolina|georgia|texas|illinois|florida|michigan|wisconsin|missouri|kentucky|minnesota|iowa|oklahoma|dakota|alabama|realtor|broker|brokers|agent|agents|advisors?|consultants?|solutions|services|llc|inc|co|company|home|your|ms|mr|mrs|dr|al|ak|az|ar|ca|ct|de|fl|ga|hi|id|il|in|ia|ks|ky|la|me|md|ma|mi|mn|mo|mt|ne|nv|nh|nj|nm|ny|nc|nd|oh|ok|or|pa|ri|sc|sd|tn|tx|ut|vt|va|wa|wv|wi|wy)\\b)[a-z][a-z'’.-]*(?: [a-z]\\.?)? [a-z][a-z'’.-]*(?:,? (?:jr|sr|ii|iii)\\.?)?(?=\\s*(?:$|,|\\||-|–|—|:|\\/|\\(|~|&|\\band\\b|\\bat\\b|\\bwith\\b|\\bof\\b|\\bby\\b|\\brealtor|\\breal estate|\\brealty|\\bbroker|\\bagent|\\bhomes?\\b|\\bproperties|\\bteam|\\bgroup|\\bedina|\\bnexthome|\\bexp\\b|\\bre\\/max|\\bremax|\\bkeller|\\bkw\\b|\\bcoldwell|\\bcentury|\\bcompass|\\bberkshire|\\bbhhs|\\bera\\b|\\bweichert|\\bsells\\b|\\bselling|\\bpa\\b|\\bp\\.a\\.|\\bllc\\b|\\babr\\b|\\bgri\\b|\\bcrs\\b|\\bsrs\\b|\\bsres\\b|\\bmba\\b|\\bceo\\b|(?:[a-z]+ ){1,3}(?:real estate|realty|realtor|properties|homes)\\b))|^(?!.*\\b(?:company|inc|associates|corporation)\\b).*(?:\\||-|–|—|:|,|\\bwith\\b|\\bat\\b|\\bby\\b)\\s*(?!(?:the|a|an|my|your|our)\\b)(?!(?:[a-z][a-z'’.-]* )?(?:real|realty|realtors?|realestate|estates?|homes?|house|houses|housing|propert\\w*|group|team|crew|collective|squad|partners|associates|living|land|lands|luxury|premier|premium|preferred|signature|village|elite|legacy|prime|platinum|gold|golden|diamond|star|dream|one|first|new|next|top|best|main|offices?|re\\/max|remax|keller|williams|coldwell|banker|century|berkshire|hathaway|exp|compass|redfin|zillow|better|howard|hanna|crye-?leike|weichert|sotheby'?s|corcoran|fathom|homesmart|nexthome|exit|era|lpt|epique|united|edina|rocket|clever|south|north|east|west|southern|northern|eastern|western|southeast|southwest|northeast|northwest|central|greater|metro|metroplex|city|town|downtown|intown|lake|lakes|lakeside|mountain|mountains|river|rivers|riverside|valley|coastal|coast|capital|urban|modern|classic|heritage|landmark|cornerstone|keystone|benchmark|hometown|local|global|national|american|america|music|magnolia|peach|peachtree|bluegrass|lone|big|little|old|royal|crown|key|keys|door|doors|open|sold|sell|sells|selling|buy|buys|buying|nashville|indianapolis|indy|columbus|charlotte|atlanta|houston|chicago|tampa|detroit|milwaukee|louis|bowling|sioux|valdosta|wausau|abilene|bismarck|dothan|tennessee|indiana|ohio|carolina|georgia|texas|illinois|florida|michigan|wisconsin|missouri|kentucky|minnesota|iowa|oklahoma|dakota|alabama|realtor|broker|brokers|agent|agents|advisors?|consultants?|solutions|services|llc|inc|co|company|home|your|ms|mr|mrs|dr|al|ak|az|ar|ca|ct|de|fl|ga|hi|id|il|in|ia|ks|ky|la|me|md|ma|mi|mn|mo|mt|ne|nv|nh|nj|nm|ny|nc|nd|oh|ok|or|pa|ri|sc|sd|tn|tx|ut|vt|va|wa|wv|wi|wy)\\b)[a-z][a-z'’.-]*(?: [a-z]\\.?)? [a-z][a-z'’.-]*(?:,? (?:jr|sr|ii|iii)\\.?)?(?=\\s*(?:$|,|\\||-|–|—|\\(|\\brealtor|\\bbroker|\\bagent|\\band\\b|&|\\bpa\\b|\\bllc\\b|\\baffiliate|\\bassociate))",
      "practitionerNames": [
        "When Steven Sells, IT'S SOLD!",
        "Ryan and Sarah McKinney - Real Estate Agents - Johnson City TN",
        "Lee & Emily Fleming - Edina Realty",
        "Tiffany and Jason Carey - RE/MAX Results",
        "Chris & Lisa Grus - eXp Realty",
        "RE/MAX Professionals: Elizabeth \"Liz\" Cartmill",
        "Tampa Homes With Lala",
        "STL Homes with Jess"
      ],
      "practitionerNotTitles": [
        "Abilene Real Estate - ACR- ANN CARR REALTORS ️",
        "High Performance Real Estate Advisors",
        "Dorsey Alston, REALTORS",
        "Max Broock REALTORS",
        "Harvey Sierk Realtors - RE/MAX Excel",
        "Parks Jones Realty",
        "JW Grant Realty",
        "Giving Tree Realty",
        "Square One Real Estate",
        "Rock Solid Real Estate",
        "White Stag Realty",
        "White Stag Realty Low Commission Real Estate Agent in Charlotte | North Carolina Reduced Fee Brokers | Discount Realtor",
        "Dickens Mitchener Residential Real Estate",
        "Pee Dee Elite Realty",
        "Milwaukee Flat Fee Homes - Main Offices"
      ],
      "teamTitles": "^(?!(?:keller williams|re\\/max|remax|coldwell banker|century 21|exp realty|compass|berkshire hathaway|better homes|howard hanna|crye-?leike|nexthome|realty one|united real estate|fathom|homesmart|lpt|weichert|era|exit realty|sotheby'?s|engel|corcoran|redfin|edina realty|real estate one|shorewest|allen tate|harry norman)\\b[^,|:\\-–—]*\\b(?:team|teams|crew|collective|squad|group|tribe|gals|guys|duo|trio)\\b[^,|:\\-–—]*$).*\\b(?:team|teams|crew|collective|squad|group|tribe|gals|guys|duo|trio)\\b",
      "teamNames": [],
      "teamNotTitles": [
        "Weichert Realtors, JBR Legacy Group",
        "Collective House Realty"
      ]
    },
    "budget": {
      "maxSerpCalls": 22
    },
    "screening": "Listings that are not residential brokerages or agents (home-buying and wholesale companies, property managers and apartment communities, lenders, title, inspection and appraisal companies, commercial-only firms, builders and developers, associations and listing services, schools and auction companies) are excluded with their reason; a rule for property managers, lenders, schools, developers or auctioneers does not fire when the title also says realty, real estate, Realtors, residential or brokerage, because a brokerage that also manages property or holds auctions is still a brokerage. A listing filed under one of the excluded categories is kept when it also carries a real estate agent, agency or broker category or its name says it is a brokerage or agent. Every kept listing is sorted into one of three exclusive kinds by its title. Team-named: the title carries team, group, crew, collective, squad or a similar word, which is a title word and not a verified structure, so a brokerage named Group counts here, and a brand office whose own name ends in Group (Coldwell Banker Legacy Group) does not. Person: the title begins with a first and last name, or a first and last name follows a brand and a separator, and the title does not say company, Inc. or associates. Office or company: everything else. The regexes are in this config; exact titles the hand read overrode are listed under practitionerNames, practitionerNotTitles and teamNotTitles (founder-named brokerages such as a two-surname firm are offices). A national franchise or multi-city brokerage brand in the title or the link host is tagged, because its offices and agents occupy the slots an independent competes for, and every figure is repeated inside each kind, on independents and inside each market-size stratum. Whether a listing shares a street address with another listing in the same list is reported beside it, because agents list at their brokerage office."
  },
  "rows": [
    {
      "market": "Indianapolis, Indiana",
      "query": "real estate agent Indianapolis, Indiana",
      "rank": 1,
      "url": "https://whitestagrealty.com/",
      "title": "White Stag Realty",
      "rating": 5,
      "reviews": 388,
      "category": "Real estate agency",
      "categories": [
        "Real estate agency"
      ],
      "address": "350 Massachusetts Ave #300, Indianapolis, IN 46204",
      "hasPhone": true,
      "hasWebsite": true,
      "lat": 39.7723885,
      "lng": -86.1530908,
      "openState": "Open 24 hours",
      "hoursText": "Open 24 hours",
      "operatingHours": {
        "thursday": "Open 24 hours",
        "friday": "Open 24 hours",
        "saturday": "Open 24 hours",
        "sunday": "Open 24 hours",
        "monday": "Open 24 hours",
        "tuesday": "Open 24 hours",
        "wednesday": "Open 24 hours"
      },
      "searchedAt": "2026-10-29T13:18:52.979Z",
      "placeId": "ChIJuR8KZ39Ra4gRtd8GevZQnOk",
      "host": "whitestagrealty.com",
      "excluded": false,
      "reason": null,
      "isChain": true,
      "chainBy": "named brand title",
      "sitemap": null,
      "blog": null,
      "home": null,
      "loc": {
        "addressKind": "street address",
        "addressCity": "Indianapolis",
        "inMarketCity": true,
        "hiddenAddress": false,
        "streetAddress": true,
        "distanceMiles": 0.4
      },
      "name": {
        "nameHasService": true,
        "nameServiceMatch": "Realty",
        "nameGeoMatch": null,
        "nameHasCity": false,
        "nameHasState": false,
        "nameHasGeo": false,
        "nameWords": 3
      },
      "cat": {
        "categoryCount": 1
      },
      "hrs": {
        "hoursListed": true,
        "open24All": true,
        "open24Any": true,
        "openWeekends": true,
        "openSunday": true,
        "openSaturday": true,
        "openFriday": true,
        "openMonday": true,
        "openToday": true,
        "openAtSearch": true,
        "hoursPerWeek": 168,
        "daysOpen": 7,
        "splitDays": 0,
        "closesMidday": false,
        "halfDays": 0,
        "hasHalfDay": false,
        "weekdaysClosed": 0,
        "weekdayOff": false,
        "fridayHours": 24,
        "eveningDays": 7,
        "opensEvening": true,
        "hoursPattern": "24 hours, 7 days"
      },
      "lnk": {
        "linkTarget": "homepage",
        "linkPath": "/",
        "linksToHomepage": true,
        "linksToInnerPage": false,
        "linksToLocationPage": false,
        "linkPathNamesMarketCity": false,
        "linkHasUtm": false,
        "linkHasAnyParams": false,
        "linkLocationBy": null
      },
      "pract": {
        "isPractitioner": false,
        "isTeamNamed": false,
        "sharesAddress": true,
        "addressKey": "350 massachusetts ave indianapolis in 46204"
      },
      "city": {
        "cityPages": null,
        "cityPagesDedicated": null,
        "cityLandingPages": null,
        "hasPageForRankedCity": null,
        "cityPageExamples": [],
        "cityPostExamples": []
      },
      "shared": null
    },
    {
      "market": "Indianapolis, Indiana",
      "query": "real estate agent Indianapolis, Indiana",
      "rank": 2,
      "url": "http://www.highgarden-indianapolis.com/",
      "title": "Highgarden Real Estate",
      "rating": 4.8,
      "reviews": 531,
      "category": "Real estate agency",
      "categories": [
        "Real estate agency",
        "Real estate agent",
        "Real estate consultant"
      ],
      "address": "8500 Keystone Crossing Ste 170, Indianapolis, IN 46240",
      "hasPhone": true,
      "hasWebsite": true,
      "lat": 39.9117512,
      "lng": -86.1113343,
      "openState": "Open · Closes 4:30 PM",
      "hoursText": "Open · Closes 4:30 PM",
      "operatingHours": {
        "thursday": "9 AM–4:30 PM",
        "friday": "9 AM–4:30 PM",
        "saturday": "Closed",
        "sunday": "Closed",
        "monday": "9 AM–4:30 PM",
        "tuesday": "9 AM–4:30 PM",
        "wednesday": "9 AM–4:30 PM"
      },
      "searchedAt": "2026-10-29T13:18:52.979Z",
      "placeId": "ChIJM3UKBcZSa4gRld7azID4wGQ",
      "host": "highgarden-indianapolis.com",
      "excluded": false,
      "reason": null,
      "isChain": true,
      "chainBy": "named brand title",
      "sitemap": null,
      "blog": null,
      "home": null,
      "loc": {
        "addressKind": "street address",
        "addressCity": "Indianapolis",
        "inMarketCity": true,
        "hiddenAddress": false,
        "streetAddress": true,
        "distanceMiles": 10.2
      },
      "name": {
        "nameHasService": true,
        "nameServiceMatch": "Real Estate",
        "nameGeoMatch": null,
        "nameHasCity": false,
        "nameHasState": false,
        "nameHasGeo": false,
        "nameWords": 3
      },
      "cat": {
        "categoryCount": 3
      },
      "hrs": {
        "hoursListed": true,
        "open24All": false,
        "open24Any": false,
        "openWeekends": false,
        "openSunday": false,
        "openSaturday": false,
        "openFriday": true,
        "openMonday": true,
        "openToday": true,
        "openAtSearch": true,
        "hoursPerWeek": 37.5,
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}