{"id":3064,"date":"2022-04-27T12:53:11","date_gmt":"2022-04-27T11:53:11","guid":{"rendered":"https:\/\/patrizia.dev4.de\/?post_type=real_insights&#038;p=3064"},"modified":"2024-05-17T11:39:55","modified_gmt":"2024-05-17T09:39:55","slug":"optimising-the-value-of-institutional-real-estate-portfolios-with-machine-learning","status":"publish","type":"real_insights","link":"https:\/\/patrizia.haraldo.dev\/de\/real_insights\/optimising-the-value-of-institutional-real-estate-portfolios-with-machine-learning\/","title":{"rendered":"Optimising the value of institutional real estate portfolios with machine learning"},"content":{"rendered":"\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-lte922ek-850130601119cfbd4142dd95b2f2dd9a\">\n.avia-section.av-lte922ek-850130601119cfbd4142dd95b2f2dd9a{\nbackground-repeat:no-repeat;\nbackground-image:url(https:\/\/patrizia.haraldo.dev\/wp-content\/uploads\/modern-City-iStock-1169961161.jpg);\nbackground-position:50% 50%;\nbackground-attachment:scroll;\nmargin-top:0px;\nmargin-bottom:0px;\n}\n<\/style>\n<div id='av_section_1'  class='avia-section av-lte922ek-850130601119cfbd4142dd95b2f2dd9a header_color avia-section-no-padding avia-no-border-styling  avia-builder-el-0  el_before_av_codeblock  avia-builder-el-first  avia-full-stretch avia-bg-style-scroll av-minimum-height av-minimum-height-30vw av-height-percent_width  container_wrap fullsize'  data-section-bg-repeat='stretch' data-av_minimum_height_pc='30' data-av_min_height_opt='percent_width'><div class='container av-section-cont-open' ><main  role=\"main\" itemprop=\"mainContentOfPage\"  class='template-page content  av-content-full alpha units'><div class='post-entry post-entry-type-page post-entry-3064'><div class='entry-content-wrapper clearfix'><\/div><\/div><\/main><!-- close content main element --><\/div><\/div><div id='after_section_1'  class='main_color av_default_container_wrap container_wrap fullsize'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-full alpha units'><div class='post-entry post-entry-type-page post-entry-3064'><div class='entry-content-wrapper clearfix'>\n\n<section  class='av_textblock_section av-lte96203-dc126903d2f00a0bda57a53717261c17 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><h1>Optimising the value of institutional real estate portfolios with machine learning<\/h1>\n<\/div><\/section>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-ltg6tm67-19714fc5d6a07f501c584b9076755f6f\">\n#top .flex_column.av-ltg6tm67-19714fc5d6a07f501c584b9076755f6f{\nmargin-top:0px;\nmargin-bottom:0px;\n}\n.flex_column.av-ltg6tm67-19714fc5d6a07f501c584b9076755f6f{\nwidth:53.2%;\n}\n.responsive #top #wrap_all .flex_column.av-ltg6tm67-19714fc5d6a07f501c584b9076755f6f{\nmargin-top:0px;\nmargin-bottom:0px;\n}\n<\/style>\n<div  class='flex_column av-ltg6tm67-19714fc5d6a07f501c584b9076755f6f av_three_fifth  avia-builder-el-3  el_after_av_textblock  el_before_av_one_half  first flex_column_div  column-top-margin'     ><section  class='av_textblock_section av-lwahmpeh-5da564a57ac7591bb0f0c63d91af8127 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><p>by Dr. Marcelo Cajias<\/p>\n<\/div><\/section><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-ltg6xkyg-50f8750a3e1c7fea0ed005dde30a665b\">\n#top .flex_column.av-ltg6xkyg-50f8750a3e1c7fea0ed005dde30a665b{\nmargin-top:0px;\nmargin-bottom:0px;\n}\n.responsive #top #wrap_all .flex_column.av-ltg6xkyg-50f8750a3e1c7fea0ed005dde30a665b{\nmargin-top:0px;\nmargin-bottom:0px;\n}\n<\/style>\n<div  class='flex_column av-ltg6xkyg-50f8750a3e1c7fea0ed005dde30a665b av_one_half  avia-builder-el-5  el_after_av_three_fifth  el_before_av_three_fourth  first flex_column_div  '     ><\/div><\/p>\n<div class='av-column-wrapper-individual av-mobile-columns-flex av-columns-reverse'>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-ltg3231x-94aa074a67a0f36a85eda2a8c2305d1c\">\n#top .flex_column.av-ltg3231x-94aa074a67a0f36a85eda2a8c2305d1c{\nmargin-top:0px;\nmargin-bottom:0px;\n}\n.responsive #top #wrap_all .flex_column.av-ltg3231x-94aa074a67a0f36a85eda2a8c2305d1c{\nmargin-top:0px;\nmargin-bottom:0px;\n}\n<\/style>\n<div  class='flex_column av-ltg3231x-94aa074a67a0f36a85eda2a8c2305d1c av_three_fourth  avia-builder-el-7  el_after_av_one_half  el_before_av_one_fourth  first flex_column_div  column-top-margin'     ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-ltmyvcju-0f172123649d7d3dfa4c6d460b8d4c65\">\n#top .av-post-metadata-container.av-ltmyvcju-0f172123649d7d3dfa4c6d460b8d4c65{\ncolor:#b2b2b2;\nmargin:60px 0 5px 0;\n}\n<\/style>\n<div  class='av-post-metadata-container av-ltmyvcju-0f172123649d7d3dfa4c6d460b8d4c65 av-metadata-container-align-left  avia-builder-el-8  el_before_av_textblock  avia-builder-el-first  real_insights-meta2 av-metadata-container-1'><div class='av-post-metadata-container-inner'><span class=\"av-post-metadata-content av-post-metadata-meta-content\"><span class=\"av-post-metadata-content av-post-metadata-published\"><span class=\"av-post-metadata-published-date\" >27. April 2022<\/span><\/span><\/span><\/div><\/div><br \/>\n<section  class='av_textblock_section av-ltfowa7i-1bded3df6f5697d50c75d224ae90fcc8 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock ri-teaser'  itemprop=\"text\" ><h3>Traditional linear models indicate that contract rents are only 5% below estimated rents, while machine learning models identify potential for rental increases that is two to three times higher.<\/h3>\n<\/div><\/section><\/p><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-ltfp5x23-57a1f9d161345c95e1344345e05bbfe4\">\n#top .flex_column.av-ltfp5x23-57a1f9d161345c95e1344345e05bbfe4{\nmargin-top:0px;\nmargin-bottom:0px;\n}\n.responsive #top #wrap_all .flex_column.av-ltfp5x23-57a1f9d161345c95e1344345e05bbfe4{\nmargin-top:0px;\nmargin-bottom:0px;\n}\n<\/style>\n<div  class='flex_column av-ltfp5x23-57a1f9d161345c95e1344345e05bbfe4 av_one_fourth  avia-builder-el-10  el_after_av_three_fourth  el_before_av_one_third  ri-inhaltsverzeichnis flex_column_div  column-top-margin'     ><p><div  class='avia-builder-widget-area clearfix  avia-builder-el-11  el_before_av_social_share  avia-builder-el-first '><div id=\"avia_auto_toc-2\" class=\"widget clearfix avia-widget-container avia_auto_toc avia_no_block_preview\"><div class=\"avia-preview-headline\">NeoDesign Table of Contents<\/div><div class=\"avia-preview-info\">Titel: Inhaltsverzeichnis:<\/div><div class=\"avia-preview-in-front\">Table can only be rendered in frontend.<\/div><\/div><\/div><br \/>\n<div  class='av-social-sharing-box av-ltegg3rr-c727199f5d672709402708ebfbb4e7e0 av-social-sharing-box-default  avia-builder-el-12  el_after_av_sidebar  avia-builder-el-last  av-social-sharing-box-fullwidth'><div class=\"av-share-box\"><h5 class='av-share-link-description av-no-toc '>Insight teilen<\/h5><ul class=\"av-share-box-list noLightbox\"><li class='av-share-link av-social-link-square-x-twitter avia_social_iconfont' ><a target=\"_blank\" aria-label=\"Share on X\" href='https:\/\/twitter.com\/share?text=Optimising%20the%20value%20of%20institutional%20real%20estate%20portfolios%20with%20machine%20learning&#038;url=https:\/\/patrizia.haraldo.dev\/de\/?p=3064' data-av_icon='\ue933' data-av_iconfont='entypo-fontello'  title='' data-avia-related-tooltip='Share on X'><span class='avia_hidden_link_text'>Share on X<\/span><\/a><\/li><li class='av-share-link av-social-link-linkedin avia_social_iconfont' ><a target=\"_blank\" aria-label=\"Teilen auf LinkedIn\" href='https:\/\/linkedin.com\/shareArticle?mini=true&#038;title=Optimising%20the%20value%20of%20institutional%20real%20estate%20portfolios%20with%20machine%20learning&#038;url=https:\/\/patrizia.haraldo.dev\/de\/real_insights\/optimising-the-value-of-institutional-real-estate-portfolios-with-machine-learning\/' data-av_icon='\ue8fc' data-av_iconfont='entypo-fontello'  title='' data-avia-related-tooltip='Teilen auf LinkedIn'><span class='avia_hidden_link_text'>Teilen auf LinkedIn<\/span><\/a><\/li><li class='av-share-link av-social-link-mail avia_social_iconfont' ><a  aria-label=\"Per E-Mail teilen\" href='mailto:?subject=Optimising%20the%20value%20of%20institutional%20real%20estate%20portfolios%20with%20machine%20learning&#038;body=https:\/\/patrizia.haraldo.dev\/de\/real_insights\/optimising-the-value-of-institutional-real-estate-portfolios-with-machine-learning\/' data-av_icon='\ue805' data-av_iconfont='entypo-fontello'  title='' data-avia-related-tooltip='Per E-Mail teilen'><span class='avia_hidden_link_text'>Per E-Mail teilen<\/span><\/a><\/li><\/ul><\/div><\/div><\/p><\/div><\/div><!--close flex column wrapper. Autoclose: 1 -->\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-lujse5ob-588a028a47c03cbbbfead48ce5029307\">\n#top .flex_column.av-lujse5ob-588a028a47c03cbbbfead48ce5029307{\nmargin-top:50px;\nmargin-bottom:0px;\n}\n.responsive #top #wrap_all .flex_column.av-lujse5ob-588a028a47c03cbbbfead48ce5029307{\nmargin-top:50px;\nmargin-bottom:0px;\n}\n<\/style>\n<div  class='flex_column av-lujse5ob-588a028a47c03cbbbfead48ce5029307 av_one_third  avia-builder-el-13  el_after_av_one_fourth  el_before_av_one_third  first flex_column_div  column-top-margin'     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-lujseex7-fb032904ba146bb8e09108be6b003655\">\n.avia-image-container.av-lujseex7-fb032904ba146bb8e09108be6b003655 img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-lujseex7-fb032904ba146bb8e09108be6b003655 .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-lujseex7-fb032904ba146bb8e09108be6b003655 av-styling- av-img-linked avia-align-right  avia-builder-el-14  avia-builder-el-no-sibling '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><a href=\"https:\/\/patrizia.haraldo.dev\/wp-content\/uploads\/2022_03_optimizing_RE_portfolios_with_ML.pdf\" class='avia_image '  target=\"_blank\"  rel=\"noopener noreferrer\" aria-label='Marcelo_Cajias_Paper'><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-3069 avia-img-lazy-loading-not-3069 avia_image ' src=\"https:\/\/patrizia.haraldo.dev\/wp-content\/uploads\/Marcelo_Cajias_Paper.jpg\" alt='' title='Marcelo_Cajias_Paper'  height=\"647\" width=\"455\"  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/patrizia.haraldo.dev\/wp-content\/uploads\/Marcelo_Cajias_Paper.jpg 455w, https:\/\/patrizia.haraldo.dev\/wp-content\/uploads\/Marcelo_Cajias_Paper-211x300.jpg 211w\" sizes=\"(max-width: 455px) 100vw, 455px\" \/><\/a><\/div><\/div><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-lteb137h-d2782f591f736dac2e96aaa6c6b3de8f\">\n#top .flex_column.av-lteb137h-d2782f591f736dac2e96aaa6c6b3de8f{\nmargin-top:50px;\nmargin-bottom:0px;\n}\n.responsive #top #wrap_all .flex_column.av-lteb137h-d2782f591f736dac2e96aaa6c6b3de8f{\nmargin-top:50px;\nmargin-bottom:0px;\n}\n<\/style>\n<div  class='flex_column av-lteb137h-d2782f591f736dac2e96aaa6c6b3de8f av_one_third  avia-builder-el-15  el_after_av_one_third  el_before_av_hr  real_insights-zitat flex_column_div  column-top-margin'     ><div  class='avia-testimonial-wrapper av-lujt32vf-fd90903ef712b9b72711ded94da41a60 avia-grid-testimonials avia-grid-1-testimonials avia_animate_when_almost_visible av-minimal-grid-style av-boxed-grid-style' >\n<section class=\"avia-testimonial-row\"><div class='avia-testimonial av-kviu0-6927f783b076255068dd562340a1d1ce avia-testimonial-row-1 avia-first-testimonial flex_column no_margin av_one_full'><div class='avia-testimonial_inner'  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia-testimonial-content '><div class='avia-testimonial-markup-entry-content'  itemprop=\"text\" ><p>&#8222;Artificial intelligence (AI) and especially machine learning (ML) methods increasingly offer valuable alternatives to answer questions in real estate research and practice.&#8220;<\/p>\n<\/div><\/div><div class=\"avia-testimonial-meta\"><div class=\"avia-testimonial-arrow-wrap\"><div class=\"avia-arrow\"><\/div><\/div><div class='avia-testimonial-meta-mini'  itemprop=\"author\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/Person\" ><strong  class='avia-testimonial-name'  itemprop=\"name\" >Dr. Marcelo Cajias<\/strong><\/div><\/div><\/div><\/div><\/section>\n<\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-ltmyue6h-a5793e9c3f9b78be021854e0bb5231b9\">\n#top .hr.av-ltmyue6h-a5793e9c3f9b78be021854e0bb5231b9{\nmargin-top:30px;\nmargin-bottom:30px;\n}\n.hr.av-ltmyue6h-a5793e9c3f9b78be021854e0bb5231b9 .hr-inner{\nwidth:100%;\nborder-color:#000000;\n}\n<\/style>\n<div  class='hr av-ltmyue6h-a5793e9c3f9b78be021854e0bb5231b9 hr-custom  avia-builder-el-17  el_after_av_one_third  el_before_av_one_full  hr-center hr-icon-no'><span class='hr-inner inner-border-av-border-thin'><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-414h2g-91edb9c355d4f4a398b6c48618f0793e\">\n#top .flex_column.av-414h2g-91edb9c355d4f4a398b6c48618f0793e{\nmargin-top:20px;\nmargin-bottom:20px;\n}\n.responsive #top #wrap_all .flex_column.av-414h2g-91edb9c355d4f4a398b6c48618f0793e{\nmargin-top:20px;\nmargin-bottom:20px;\n}\n<\/style>\n<div  class='flex_column av-414h2g-91edb9c355d4f4a398b6c48618f0793e av_one_full  avia-builder-el-18  el_after_av_hr  el_before_av_hr  first flex_column_div  '     ><section  class='av_textblock_section av-lujtocbt-690723c1885406f05047aca3734edd8d '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><h2 class=\"heading heading-l \" data-value=\"\">About the author<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-3070\" src=\"https:\/\/patrizia.haraldo.dev\/wp-content\/uploads\/Marcelo_Cajias-743x1030.jpg\" alt=\"\" width=\"482\" height=\"668\" srcset=\"https:\/\/patrizia.haraldo.dev\/wp-content\/uploads\/Marcelo_Cajias-743x1030.jpg 743w, https:\/\/patrizia.haraldo.dev\/wp-content\/uploads\/Marcelo_Cajias-216x300.jpg 216w, https:\/\/patrizia.haraldo.dev\/wp-content\/uploads\/Marcelo_Cajias-768x1064.jpg 768w, https:\/\/patrizia.haraldo.dev\/wp-content\/uploads\/Marcelo_Cajias-1108x1536.jpg 1108w, https:\/\/patrizia.haraldo.dev\/wp-content\/uploads\/Marcelo_Cajias-1478x2048.jpg 1478w, https:\/\/patrizia.haraldo.dev\/wp-content\/uploads\/Marcelo_Cajias-509x705.jpg 509w, https:\/\/patrizia.haraldo.dev\/wp-content\/uploads\/Marcelo_Cajias-scaled.jpg 1847w\" sizes=\"auto, (max-width: 482px) 100vw, 482px\" \/><\/p>\n<h3><span style=\"font-size: 16px;\">Dr. Marcelo Cajias<\/span><\/h3>\n<p><span style=\"font-size: 16px;\">Head of Data Intelligence \/ Augsburg<\/span><\/p>\n<p>Marcelo Cajias heads the Data Intelligence section, which is part of the Investment Strategy and Research team at PATRIZIA. In his role he is responsible for the global portfolio of analytical solutions and dashboards that support strategic investment decisions by means of observed and unobserved machine learning forecast models for various asset classes. Marcelo studied business administration at the University of Regensburg in Germany, majoring in statistics, econometrics and real estate economics. He received his doctorate for his thesis on the economic impact of sustainability on listed real estate companies.<\/p>\n<p>His research has been published in various international journals and he has received the RICS Best Paper Award and the German Real Estate Research Prize.<\/p>\n<\/div><\/section><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-337mg8-a86aad119db5fcd32f3016cf6de7e2ad\">\n#top .hr.av-337mg8-a86aad119db5fcd32f3016cf6de7e2ad{\nmargin-top:30px;\nmargin-bottom:30px;\n}\n.hr.av-337mg8-a86aad119db5fcd32f3016cf6de7e2ad .hr-inner{\nwidth:100%;\nborder-color:#000000;\n}\n<\/style>\n<div  class='hr av-337mg8-a86aad119db5fcd32f3016cf6de7e2ad hr-custom  avia-builder-el-20  el_after_av_one_full  avia-builder-el-last  hr-center hr-icon-no'><span class='hr-inner inner-border-av-border-thin'><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Lesedauer<\/span> <span class=\"rt-time\"> 6<\/span> <span class=\"rt-label rt-postfix\">Minuten<\/span><\/span><\/p>\n","protected":false},"author":17,"featured_media":3066,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[57,33],"tags":[119,120,109],"ri-category":[],"coauthors":[156],"class_list":["post-3064","real_insights","type-real_insights","status-publish","format-standard","has-post-thumbnail","hentry","category-making-an-impact","category-real_insights","tag-data-analytics","tag-digitalisation","tag-innovation"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - 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