{"id":12164,"date":"2022-11-21T11:38:13","date_gmt":"2022-11-21T11:38:13","guid":{"rendered":"https:\/\/projectsofar.info\/aisuperior\/?post_type=blog&#038;p=12164"},"modified":"2023-12-04T13:02:23","modified_gmt":"2023-12-04T13:02:23","slug":"how-machine-learning-is-revolutionising-the-real-estate-sector","status":"publish","type":"blog","link":"https:\/\/aisuperior.com\/de\/blog\/how-machine-learning-is-revolutionising-the-real-estate-sector\/","title":{"rendered":"Wie maschinelles Lernen den Immobiliensektor revolutioniert"},"content":{"rendered":"<p>Im vergangenen Jahrzehnt wurden die digitale Transformation und die damit verbundenen Technologien zu einem regelm\u00e4\u00dfigen Thema in Vorstandsetagen. Wenn wir eine Wortwolke dieser Diskussionen erstellen w\u00fcrden,\u00a0<em>Daten<\/em>\u00a0w\u00fcrde wahrscheinlich andere \u00fcbertreffen, was bedeutet, dass es wohl das am h\u00e4ufigsten verwendete Wort in Brainstorming-Sitzungen zur Unternehmensstrategie ist. Angesichts des riesigen Pools verf\u00fcgbarer Datenpunkte ist maschinelles Lernen im Immobilienbereich ein interessanter Anwendungsfall, und wir werden einige davon aufdecken.<\/p>\n<p>Wird umgangssprachlich als Synonym f\u00fcr K\u00fcnstliche Intelligenz (KI) verwendet.\u00a0<a href=\"https:\/\/aisuperior.com\/de\/technologie\/core-data-science-and-machine-learning\/\" target=\"_blank\" rel=\"noreferrer noopener\">Maschinelles Lernen\u00a0<\/a>(ML) ist ein Zweig der KI, der Daten und Algorithmen nutzt, um Softwareanwendungen zu erstellen, die in der Lage sind, bei der L\u00f6sung komplexer Probleme die menschliche Intelligenz zu emulieren.<\/p>\n<p>Betrachtet man den Immobiliensektor \u2013 die weltweit gr\u00f6\u00dfte Anlageklasse und den am zweitwenigsten digitalisierten Sektor der Welt (laut Morgan Stanley Digitalization Index) \u2013 durch das Prisma des maschinellen Lernens, offenbart sich ein Spektrum an M\u00f6glichkeiten, die nur darauf warten, genutzt zu werden.<\/p>\n<h3><span class=\"wp-block-heading\">Anwendungen des maschinellen Lernens in der Immobilienbranche<\/span><\/h3>\n<h3 class=\"wp-block-heading has-medium-font-size\">Erweiterte Preismodelle<\/h3>\n<p>Die Preisgestaltung bei Immobilien ist ein faszinierend komplexes Problem. Obwohl sie von einer Vielzahl von Faktoren innerhalb und au\u00dferhalb der Branche bestimmt werden sollte, wird sie traditionell nur von wenigen bestimmt:<\/p>\n<ul>\n<li>Historische Datenanalyse<\/li>\n<li>Einheitsgr\u00f6\u00dfe<\/li>\n<li>Bestehende Nachfrage<\/li>\n<li>Intuition und Erfahrung<\/li>\n<\/ul>\n<p>Wenn wir das Potenzial von KI und maschinellem Lernen bei Immobilieninvestitionen freisetzen, k\u00f6nnen wir zus\u00e4tzliche Faktoren einbeziehen, die zun\u00e4chst trivial erscheinen, aber zu einer genauen Preisbestimmung beitragen.<\/p>\n<ul>\n<li>Mittleres Haushaltseinkommen<\/li>\n<li>Stellenangebot<\/li>\n<li>Durchschnittliche Belegung<\/li>\n<li>Sehensw\u00fcrdigkeiten<\/li>\n<li>E-Commerce-Wartungsfreundlichkeit<\/li>\n<li>Kriminalit\u00e4tsrate<\/li>\n<li>Kommerzielle Aussichten der Region<\/li>\n<li>\u00f6ffentlicher Verkehr<\/li>\n<li>Voraussichtliche Wertsteigerung<\/li>\n<li>Besch\u00e4ftigungsm\u00f6glichkeiten<\/li>\n<li>Durchschnittliche monatliche Sonnenstunden<\/li>\n<li>Bewertung benachbarter Schulen<\/li>\n<li>Parkm\u00f6glichkeiten<\/li>\n<li>Zu erwartender L\u00e4rmpegel (Baustellen, Verkehr usw.)<\/li>\n<li>Gastronomie, Unterhaltung und Freizeitm\u00f6glichkeiten<\/li>\n<\/ul>\n<p>Wir k\u00f6nnen die Liste immer weiter erg\u00e4nzen und die Berechnung wird mit jedem Datenpunkt komplexer. Dies erfordert einen konsistenten, wissenschaftlichen und selbstlernenden Ansatz zur Preisgestaltung, den Erfahrung und Intuition nicht liefern k\u00f6nnen. Gro\u00dfe, komplexe Datens\u00e4tze erfordern einen iterativen, sich selbst verbessernden Berechnungsalgorithmus \u2013 genau das, was die Automatisierung der Immobilienbranche durch KI und ML liefert.<\/p>\n<h3 class=\"wp-block-heading has-medium-font-size\">Marketing<\/h3>\n<p>Heutzutage k\u00f6nnen Unternehmen mithilfe von Apps, Chatbots und \u00e4hnlichen Schnittstellen betr\u00e4chtliche Mengen an Kundendaten sammeln. Modelle f\u00fcr maschinelles Lernen k\u00f6nnen diese riesigen Mengen unstrukturierter Daten verarbeiten, um datengesteuerte Erkenntnisse zu liefern, die Immobilienmakler dann nutzen k\u00f6nnen, um ihre Bem\u00fchungen auf geeignete Kunden zu konzentrieren. Wenn Sie sich auf die Konvertierung einer Liste wirklich interessierter Kunden konzentrieren, anstatt Kaltakquise zu betreiben und E-Mails an eine zuf\u00e4llig zusammengestellte Liste zu senden, k\u00f6nnen Sie das Gesamtengagement und die Konvertierungsraten steigern.<\/p>\n<p>Dar\u00fcber hinaus k\u00f6nnen Immobilienmakler, wenn sie \u00fcber ausreichende Informationen zu Gr\u00f6\u00dfe, Gebiet, Lage, Budget und allgemeinen Wohnpr\u00e4ferenzen eines Kunden verf\u00fcgen, pers\u00f6nlichere Gespr\u00e4che mit den Kunden f\u00fchren und von Anfang an f\u00fcr ein besseres Kundenerlebnis sorgen.<\/p>\n<h3 class=\"wp-block-heading has-medium-font-size\">ML-gesteuerte Experience Center<\/h3>\n<p>Die optische Attraktivit\u00e4t ist ein Schl\u00fcsselfaktor bei der Entscheidung f\u00fcr eine Immobilieninvestition. Sie ist ebenso wichtig wie schwer zu quantifizieren. Ein Besuch vor Ort ist der direkteste Ansatz, um dieses Problem zu l\u00f6sen, ist jedoch oft unpraktisch. Auf maschinellem Lernen basierende Bilderkennungsmodelle k\u00f6nnen Ihren Kunden die Umgebung einer Immobilie aus Tausenden von Kilometern Entfernung erleben lassen. Deep-Learning-Modelle k\u00f6nnen wichtige Informationen enth\u00fcllen, indem sie in k\u00fcrzester Zeit auf Millionen von Bildern zugreifen, w\u00e4hrend Convolutional Neural Networks wichtige visuelle Aspekte einer Immobilie extrahieren, analysieren und pr\u00e4sentieren k\u00f6nnen, wie beispielsweise:<\/p>\n<ul>\n<li>Aktivit\u00e4tsniveaus in der Nachbarschaft<\/li>\n<li>Gr\u00f6\u00dfe und Qualit\u00e4t der Stra\u00dfen<\/li>\n<li>Parkplatzverf\u00fcgbarkeit<\/li>\n<li>Stra\u00dfenbeleuchtung<\/li>\n<li>Gr\u00fcn<\/li>\n<li>Bev\u00f6lkerungsdichte<\/li>\n<li>N\u00e4he zu Parks<\/li>\n<\/ul>\n<p>Neben der Erfassung visueller Elemente k\u00f6nnen sich diese Modelle verbessern, indem sie die Rolle jedes einzelnen Faktors bei der endg\u00fcltigen Entscheidung des Kunden bestimmen. Dies ist eine wichtige Feedbackschleife, die zuk\u00fcnftige Entscheidungen aller Beteiligten beeinflusst.<\/p>\n<h3 class=\"wp-block-heading has-medium-font-size\">Empfehlungssysteme<\/h3>\n<p>Dies ist ein zentraler Aspekt des maschinellen Lernens, der branchen\u00fcbergreifend exponentielle Vorteile bringt. Empfehlungsmaschinen sind \u00fcberall um uns herum, ob wir sie nun erkennen oder nicht. YouTube-Werbung, gesponserte Suchergebnisse, Amazons Produktvorschl\u00e4ge, Tinders Matching-Algorithmus, Netflixs \u201eEmpfehlungen f\u00fcr Sie\u201c sind alles Beispiele f\u00fcr Fortschritte im maschinellen Lernen.<\/p>\n<p>Immobilienunternehmen k\u00f6nnen diese Anwendungsf\u00e4lle nutzen, um Profile ihrer Kunden und der angebotenen Immobilien zu erstellen. Sie k\u00f6nnen dann einen Kunden anhand ausgew\u00e4hlter Pr\u00e4ferenzen, wie z. B. Lage, Gr\u00f6\u00dfe, Budget, Sehensw\u00fcrdigkeiten und vieles mehr, einer Reihe von Immobilien zuordnen. Sie k\u00f6nnen auch ein vollst\u00e4ndiges Finanzprofil ihrer Kunden erstellen, um vorherzusagen, welche Immobilien ein Kunde m\u00f6glicherweise haben m\u00f6chte.<\/p>\n<p>Angesichts der inh\u00e4renten Komplexit\u00e4t des Immobiliensektors kratzen wir hier nur an der Oberfl\u00e4che. Wenn Sie sich auf die Reise der digitalen Transformation Ihres Immobiliengesch\u00e4fts begeben, werden Sie einen Schatz an Informationen entdecken, der es Ihnen erm\u00f6glicht, fundierte strategische Entscheidungen zu treffen.<\/p>\n<h3><span class=\"wp-block-heading\"><strong>Wie AI Superior helfen kann<\/strong><\/span><\/h3>\n<p>Bei AI Superior sind wir Experten im Aufbau von End-to-End\u00a0<a href=\"https:\/\/aisuperior.com\/de\/technologie\/core-data-science-and-machine-learning\/\" target=\"_blank\" rel=\"noreferrer noopener\">Machine Learning-L\u00f6sungen<\/a>\u00a0um die Leistung von Immobilienunternehmen auf die n\u00e4chste Ebene zu heben. Ob Sie maschinelles Lernen nutzen m\u00f6chten f\u00fcr\u00a0<a href=\"https:\/\/aisuperior.com\/de\/projects\/real-estate-property-estimation\/\" target=\"_blank\" rel=\"noreferrer noopener\">Immobilienpreisvorhersage<\/a>\u00a0oder um wichtige Markttrends vorherzusagen, k\u00f6nnen wir Ihnen helfen, Ihre Daten optimal zu nutzen, um Ihren Return on Investment zu steigern.<\/p>\n<p><a href=\"https:\/\/aisuperior.com\/de\/contact\/\" target=\"_blank\" rel=\"noreferrer noopener\">In Kontakt kommen<\/a>\u00a0Kontaktieren Sie uns, um herauszufinden, wie wir eine ma\u00dfgeschneiderte L\u00f6sung f\u00fcr Ihre Gesch\u00e4ftsanforderungen erstellen k\u00f6nnen.<\/p>","protected":false},"excerpt":{"rendered":"<p>In the decade gone by, digital transformation and its associated technologies have become regular boardroom discussions. If we prepared a word-cloud of those discussions,\u00a0data\u00a0would likely outsize others, meaning it is arguably the most frequently used word in enterprise strategy brainstorming sessions. Given the vast pool of available data points, Machine Learning in real estate makes [&hellip;]<\/p>\n","protected":false},"featured_media":12167,"template":"","meta":{"_acf_changed":false,"inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}}},"categories":[8],"class_list":["post-12164","blog","type-blog","status-publish","has-post-thumbnail","hentry","category-ai","blog_category-ai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How Machine Learning Is Revolutionising The Real Estate Sector - aisuperior<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aisuperior.com\/de\/blog\/how-machine-learning-is-revolutionising-the-real-estate-sector\/\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How Machine Learning Is Revolutionising The Real Estate Sector - aisuperior\" \/>\n<meta property=\"og:description\" content=\"In the decade gone by, digital transformation and its associated technologies have become regular boardroom discussions. 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