{"id":11742,"date":"2026-03-13T14:22:37","date_gmt":"2026-03-13T14:22:37","guid":{"rendered":"https:\/\/revista.isfin.ro\/?p=11742"},"modified":"2026-03-13T14:25:39","modified_gmt":"2026-03-13T14:25:39","slug":"integrating-recommender-systems-into-the-strategic-decision-architecture-of-organizations-a-managerial-perspective-on-e-commerce","status":"publish","type":"post","link":"https:\/\/revista.isfin.ro\/en\/2026\/03\/13\/integrating-recommender-systems-into-the-strategic-decision-architecture-of-organizations-a-managerial-perspective-on-e-commerce\/","title":{"rendered":"INTEGRATING RECOMMENDER SYSTEMS INTO THE STRATEGIC DECISION ARCHITECTURE OF ORGANIZATIONS: A MANAGERIAL PERSPECTIVE ON E-COMMERCE"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"11742\" class=\"elementor elementor-11742\" data-elementor-settings=\"[]\">\n\t\t\t\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-23c517a3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"23c517a3\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1ee8192d\" data-id=\"1ee8192d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-5a70f4e6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5a70f4e6\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-1bc2021c\" data-id=\"1bc2021c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-40d1d1b6 elementor-widget elementor-widget-text-editor\" data-id=\"40d1d1b6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>Authors: Bucur Milancovici, Suzana Monica Veress, Raluca Simina Bil\u021bi<\/p><p>Vol. 11 \u2022 Special Issue \u2022 2026<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-13949866\" data-id=\"13949866\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-68ff88c6 elementor-position-right elementor-view-default elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"68ff88c6\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a class=\"elementor-icon elementor-animation-\" href=\"https:\/\/revista.isfin.ro\/wp-content\/uploads\/2026\/03\/20.-Milancovici-B.-et_abstract.pdf%20\" target=\"_blank\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\t\t\t\t<h6 class=\"elementor-icon-box-title\">\n\t\t\t\t\t<a href=\"https:\/\/revista.isfin.ro\/wp-content\/uploads\/2026\/03\/20.-Milancovici-B.-et_abstract.pdf%20\" target=\"_blank\" >\n\t\t\t\t\t\tView abstract PDF\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9e5d655 elementor-position-right elementor-view-default elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"9e5d655\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a class=\"elementor-icon elementor-animation-\" href=\"https:\/\/revista.isfin.ro\/wp-content\/uploads\/2026\/03\/20.-Milancovici-B.-et.pdf%20\" target=\"_blank\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\t\t\t\t<h6 class=\"elementor-icon-box-title\">\n\t\t\t\t\t<a href=\"https:\/\/revista.isfin.ro\/wp-content\/uploads\/2026\/03\/20.-Milancovici-B.-et.pdf%20\" target=\"_blank\" >\n\t\t\t\t\t\tView article PDF\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e777a33 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2e777a33\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4cb068e7 elementor-widget elementor-widget-text-editor\" data-id=\"4cb068e7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><strong>Abstract<\/strong><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6adc812b elementor-widget elementor-widget-text-editor\" data-id=\"6adc812b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>This paper examines the strategic integration of recommender systems within organizational decision-making architectures, with a focus on managerial implications in the e-commerce sector. Anchored in strategic management theory, the study conceptualizes recommender systems as components of organizational intelligence that shape managerial cognition, resource allocation, and long-term competitive positioning. Drawing on established analytical frameworks\u2014including SWOT analysis, Porter\u2019s Five Forces, and the Resource-Based View (RBV)\u2014the paper identifies the strategic determinants that condition the adoption and optimization of recommender systems. The analysis develops an integrative conceptual framework linking algorithmic capabilities to strategic choices, competitive dynamics, and value creation. Emphasis is placed on governance mechanisms, ethical alignment, and data-driven leadership as prerequisites for sustainable competitive advantage. By repositioning recommender systems from operational tools to strategic infrastructures, the study contributes to strategic management research on digital transformation and algorithmic decision support.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69f4fc48 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"69f4fc48\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5125784b elementor-widget elementor-widget-text-editor\" data-id=\"5125784b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><strong>Keywords: <\/strong>strategic management; recommender systems; managerial decision-making; e-commerce; organizational intelligence; digital strategy; competitive advantage.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6697eb6b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6697eb6b\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1539cde8 elementor-widget elementor-widget-text-editor\" data-id=\"1539cde8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><strong>JEL Classification:<\/strong> M10, M15, M31, L81.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e820f0 elementor-widget elementor-widget-text-editor\" data-id=\"4e820f0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><strong>DOI:\u00a0<\/strong><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12b38c24 elementor-widget elementor-widget-eael-creative-button\" data-id=\"12b38c24\" data-element_type=\"widget\" data-widget_type=\"eael-creative-button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t        <div class=\"eael-creative-button-wrapper\">\n\n            <a class=\"eael-creative-button eael-creative-button--default\" href=\"https:\/\/revista.isfin.ro\/en\/arhiva\/\" data-text=\"\">\n\n                <div class=\"creative-button-inner\">\n\n                    \n                    <span class=\"cretive-button-text\">BACK<\/span>\n\n                                    <\/div>\n            <\/a>\n        <\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Authors: Bucur Milancovici, Suzana Monica Veress, Raluca Simina Bil\u021bi Vol. 11 \u2022 Special Issue \u2022 2026 View abstract PDF View article PDF Abstract This paper examines the strategic integration of recommender systems within organizational decision-making architectures, with a focus on managerial implications in the e-commerce sector. Anchored in strategic management theory, the study conceptualizes recommender &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/revista.isfin.ro\/en\/2026\/03\/13\/integrating-recommender-systems-into-the-strategic-decision-architecture-of-organizations-a-managerial-perspective-on-e-commerce\/\"> <span class=\"screen-reader-text\">INTEGRATING RECOMMENDER SYSTEMS INTO THE STRATEGIC DECISION ARCHITECTURE OF ORGANIZATIONS: A MANAGERIAL PERSPECTIVE ON E-COMMERCE<\/span> Read More &raquo;<\/a><\/p>","protected":false},"author":6,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[188],"tags":[],"yoast_head":"<title>INTEGRATING RECOMMENDER SYSTEMS INTO THE STRATEGIC DECISION ARCHITECTURE OF ORGANIZATIONS: A MANAGERIAL PERSPECTIVE ON E-COMMERCE - Revista de Studii Financiare<\/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:\/\/revista.isfin.ro\/en\/2026\/03\/13\/integrating-recommender-systems-into-the-strategic-decision-architecture-of-organizations-a-managerial-perspective-on-e-commerce\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"INTEGRATING RECOMMENDER SYSTEMS INTO THE STRATEGIC DECISION ARCHITECTURE OF ORGANIZATIONS: A MANAGERIAL PERSPECTIVE ON E-COMMERCE - Revista de Studii Financiare\" \/>\n<meta property=\"og:description\" content=\"Authors: Bucur Milancovici, Suzana Monica Veress, Raluca Simina Bil\u021bi Vol. 11 \u2022 Special Issue \u2022 2026 View abstract PDF View article PDF Abstract This paper examines the strategic integration of recommender systems within organizational decision-making architectures, with a focus on managerial implications in the e-commerce sector. 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