{"id":45936,"date":"2023-10-30T23:07:46","date_gmt":"2023-10-30T23:07:46","guid":{"rendered":"https:\/\/www.bravent.net\/news\/experimento-205-analisis-de-puntos-calientes-en-tiendas-fisicas\/"},"modified":"2024-10-21T15:15:27","modified_gmt":"2024-10-21T15:15:27","slug":"experiment-205-analysis-of-hot-spots-in-physical-stores","status":"publish","type":"post","link":"https:\/\/www.bravent.net\/en\/innovation-lab\/experiment-205-analysis-of-hot-spots-in-physical-stores","title":{"rendered":"Experiment 205: Analysis of hot spots in physical stores"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_section full_width=&#8221;stretch_row&#8221; css=&#8221;.vc_custom_1698706965904{margin-top: 0px !important;margin-right: 0px !important;margin-bottom: 0px !important;margin-left: 0px !important;padding-top: 0px !important;padding-right: 0px !important;padding-bottom: 0px !important;padding-left: 0px !important;background-image: url(\/wp-content\/uploads\/2023\/10\/Group-22-1-1.png?id=45255) !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}&#8221; el_class=&#8221;casos-fold&#8221;]<section class=\"vc_row wpb_row vc_row-fluid contenedor-max-width vc_custom_1635928575189 overflow-visible bg-position-center-center vc_row-has-fill\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\">[vc_empty_space height=&#8221;200px&#8221;]<div class=\"last-paragraph-no-margin\"><p><strong><span style=\"color: #d9dc04;\">Experiment #205<\/span><\/strong><\/p>\n<\/div><h1 class=\"text-extra-dark-gray margin-20px-bottom font-weight-600 display-inline-block alt-font heading-style2  vc_custom_1729523680772 pofo-button-responsive-6a2ece9f25144  heading-1\"  style=\"font-size: 48px; line-height: 56px; font-weight: 500; color: #ffffff;\" data-fontsize=\"48px\" data-lineheight=\"56px\">Analysis of hot spots in physical stores<\/h1><\/div><\/div><\/div><\/section>[\/vc_section][vc_section full_width=&#8221;stretch_row&#8221; css=&#8221;.vc_custom_1635928545333{margin-top: 0px !important;margin-right: 0px !important;margin-bottom: 0px !important;margin-left: 0px !important;padding-top: 0px !important;padding-right: 0px !important;padding-bottom: 0px !important;padding-left: 0px !important;background-color: #020726 !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}&#8221;]<section class=\"vc_row wpb_row vc_row-fluid contenedor-max-width vc_custom_1698701802717 overflow-visible vc_row-o-content-middle vc_row-flex\"><div class=\"wpb_column vc_column_container vc_col-sm-6  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><span class=\"text-dark-gray margin-10px-bottom font-weight-300 alt-font heading-style1  heading-2\"  style=\"font-size: 25px; line-height: 40px; font-weight: 300; color: #ffffff;\" data-fontsize=\"25px\" data-lineheight=\"40px\">The purpose of experiment #205 is to use facial recognition services to locate hot spots in the store, sentiment analysis to analyze the level of satisfaction of the client, and cognitive services to analyze bags or objects from other brands.<\/span><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-6  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><p><span style=\"color: #d6d903;\">Project Date: <\/span><span style=\"color: #ffffff;\">January-February 2021<\/span><\/p>\n<p><span style=\"color: #d6d903;\"> Services: <\/span> <span style=\"color: #ffffff;\">Azure ML, Azure Cognitive Services, Face API, Azure Data Factory, Azure SQL, Power BI<\/span><\/p>\n<p><span style=\"color: #d6d903;\">Technology used: <\/span><span style=\"color: #ffffff;\">Azure ML, Azure Cognitive Services, Face API, Azure Data Factory, Azure SQL, Power BI<\/span><\/p>\n<\/div><\/div><\/div><\/div><\/section>[\/vc_section]<section data-vc-full-width=\"true\" data-vc-full-width-init=\"false\" data-vc-stretch-content=\"true\" class=\"vc_row wpb_row vc_row-fluid  vc_custom_1698707130959 vc_row-has-fill pofo-stretch-content\"><div class=\"wpb_column vc_column_container vc_col-has-fill vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner vc_custom_1635936717063\"><div class=\"wpb_wrapper\">[vc_empty_space height=&#8221;480px&#8221;]<\/div><\/div><\/div><\/section><div class=\"vc_row-full-width vc_clearfix\"><\/div>[vc_section full_width=&#8221;stretch_row&#8221; css=&#8221;.vc_custom_1635929310178{margin-top: 0px !important;margin-right: 0px !important;margin-bottom: 0px !important;margin-left: 0px !important;padding-top: 0px !important;padding-right: 0px !important;padding-bottom: 0px !important;padding-left: 0px !important;background-color: #dadd02 !important;}&#8221;]<section class=\"vc_row wpb_row vc_row-fluid contenedor-max-width reto-solucion-container vc_custom_1635934687805 vc_column-gap-5\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><span class=\"text-dark-gray margin-10px-bottom font-weight-300 reto-solucion alt-font heading-style1  heading-3\"  style=\"font-size: 28px; line-height: 36px; font-weight: 400; color: #020726;\" data-fontsize=\"28px\" data-lineheight=\"36px\">Challenge<\/span>[vc_separator color=&#8221;custom&#8221; border_width=&#8221;2&#8243; accent_color=&#8221;#020726&#8243; el_class=&#8221;reto-solucion&#8221; css=&#8221;.vc_custom_1698699630990{margin-bottom: 0px !important;}&#8221;]<span class=\"text-dark-gray margin-10px-bottom font-weight-300 reto-solucion alt-font heading-style1  heading-4\"  style=\"font-size: 28px; line-height: 36px; font-weight: 400; color: #020726;\" data-fontsize=\"28px\" data-lineheight=\"36px\">Exploiting information and analysis for decision making<\/span><\/div><\/div><\/div><\/section>[\/vc_section]<section class=\"vc_row wpb_row vc_row-fluid  vc_custom_1635937797648 vc_row-o-content-middle vc_row-flex\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"vc_row wpb_row vc_inner vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-4  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner vc_custom_1635938315677\"><div class=\"wpb_wrapper\"><span class=\"text-dark-gray margin-10px-bottom font-weight-300 alt-font heading-style1  heading-5\"  style=\"font-size: 48px; line-height: 48px; font-weight: 500; color: #020726;\" data-fontsize=\"48px\" data-lineheight=\"48px\">Idea &amp;<br \/>process<\/span><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-4  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner vc_custom_1635938324483\"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><p>The idea arises from the need and the lack of use of the information that can be exploited in a physical store. Nowadays data-driven decision making is crucial for the proper development of a business and thanks to AI this reality can be possible. First, we will use the store\u2019s cameras to analyze the images.<\/p>\n<\/div><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-4  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner vc_custom_1635938332558\"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><p>Then, we will develop a software that collects all the information and sends it to the cloud to be analyzed in the Cognitive Services. Once in the cloud, all the necessary analysis, the entire ETL process and a further integration with the corporate DataWarehouse will be carried out and utilized through PowerBI.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/section><section data-vc-full-width=\"true\" data-vc-full-width-init=\"false\" data-vc-stretch-content=\"true\" class=\"vc_row wpb_row vc_row-fluid  vc_custom_1698707226742 vc_row-has-fill pofo-stretch-content\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\">[vc_empty_space height=&#8221;480px&#8221;]<\/div><\/div><\/div><\/section><div class=\"vc_row-full-width vc_clearfix\"><\/div>[vc_section full_width=&#8221;stretch_row&#8221; css=&#8221;.vc_custom_1635929310178{margin-top: 0px !important;margin-right: 0px !important;margin-bottom: 0px !important;margin-left: 0px !important;padding-top: 0px !important;padding-right: 0px !important;padding-bottom: 0px !important;padding-left: 0px !important;background-color: #dadd02 !important;}&#8221;]<section class=\"vc_row wpb_row vc_row-fluid contenedor-max-width reto-solucion-container vc_custom_1635934687805 vc_column-gap-5\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><span class=\"text-dark-gray margin-10px-bottom font-weight-300 reto-solucion alt-font heading-style1  heading-6\"  style=\"font-size: 28px; line-height: 36px; font-weight: 400; color: #020726;\" data-fontsize=\"28px\" data-lineheight=\"36px\">Utility<\/span>[vc_separator color=&#8221;custom&#8221; border_width=&#8221;2&#8243; accent_color=&#8221;#020726&#8243; el_class=&#8221;reto-solucion&#8221; css=&#8221;.vc_custom_1698699557120{margin-bottom: 0px !important;}&#8221;]<span class=\"text-dark-gray margin-10px-bottom font-weight-300 reto-solucion alt-font heading-style1  heading-7\"  style=\"font-size: 28px; line-height: 36px; font-weight: 400; color: #020726;\" data-fontsize=\"28px\" data-lineheight=\"36px\">Providing data on customers and their purchases in physical stores<\/span><\/div><\/div><\/div><\/section>[\/vc_section]<section class=\"vc_row wpb_row vc_row-fluid  vc_custom_1635937797648 vc_row-o-content-middle vc_row-flex\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"vc_row wpb_row vc_inner vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-4  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner vc_custom_1635938315677\"><div class=\"wpb_wrapper\"><span class=\"text-dark-gray margin-10px-bottom font-weight-300 alt-font heading-style1  heading-8\"  style=\"font-size: 48px; line-height: 48px; font-weight: 500; color: #020726;\" data-fontsize=\"48px\" data-lineheight=\"48px\">Utility<\/span><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-8  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner vc_custom_1698705046590\"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><p>Find correlations between the average time spent in a store and the probability that a purchase happens, detect heat sources and patterns for possible rearrangements of the layout, predict stocks, analyse customer sentiment to identify possible dissatisfaction and detect brands that customers consume for segmentation.<\/p>\n<div class=\"rel_posts\"><\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/section>[vc_section full_width=&#8221;stretch_row_content&#8221; css=&#8221;.vc_custom_1658912252619{margin-top: 0px !important;margin-right: 0px !important;margin-bottom: 0px !important;margin-left: 0px !important;padding-top: 0px !important;padding-right: 0px !important;padding-bottom: 0px !important;padding-left: 0px !important;}&#8221;]<section data-vc-full-width=\"true\" data-vc-full-width-init=\"false\" data-vc-stretch-content=\"true\" class=\"vc_row wpb_row vc_row-fluid  vc_custom_1698699325138 vc_row-has-fill pofo-stretch-content vc_row-no-padding pofo-row-responsive-6a2ece9f25cae\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth text-center\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><span class=\"text-extra-large margin-25px-bottom display-inline-block alt-font heading-style3  vc_custom_1702451648216 pofo-button-responsive-6a2ece9f25d82  heading-9\"  style=\"font-size: 25px; 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