{"id":7591,"date":"2024-05-25T17:31:40","date_gmt":"2024-05-25T17:31:40","guid":{"rendered":"https:\/\/revista.isfin.ro\/?p=7591"},"modified":"2024-06-22T08:58:04","modified_gmt":"2024-06-22T08:58:04","slug":"analyzing-market-efficiency-insights-from-a-bibliometric-and-content-review","status":"publish","type":"post","link":"https:\/\/revista.isfin.ro\/en\/2024\/05\/25\/analyzing-market-efficiency-insights-from-a-bibliometric-and-content-review\/","title":{"rendered":"ANALYZING FINANCIAL MARKETS EFFICIENCY: INSIGHTS FROM A BIBLIOMETRIC AND CONTENT REVIEW"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"7591\" class=\"elementor elementor-7591\" 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: Paul Handro, Bogdan Dima<\/p><p>Vol. 9 \u2022 No. 16 \u2022 May 2024<\/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-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\/2024\/05\/9.-Handro-Paul-et..pdf\" 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\/2024\/05\/9.-Handro-Paul-et..pdf\" 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<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\/2024\/05\/9.-Handro-Paul-et._abstract.pdf\" 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\/2024\/05\/9.-Handro-Paul-et._abstract.pdf\" 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\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>The nonlinear nature of financial data series and the intricate incorporation of data into market prices necessitate a comprehensive exploration of key research findings, prevailing trends, intense debates, and subfields in the market behavior realm. Studies exploring the way in which technical analysis can exploit the deviation from market efficiency in stock markets, based on new prediction techniques (machine learning, deep learning, and artificial intelligence), are lacking. This study presents a comprehensive bibliometric assessment of market behavior using the Scopus database from 1972 to 2022. A thorough assessment process, which included keywords, filters, and data cleaning, was employed to narrow down the literature from 30,551 to 8,289 relevant papers. The research framework delineates seven primary themes that underpin this study: market efficiency, behavioral finance, technical analysis, volatility, fractals, asset pricing, and price discovery. For practitioners, investors, and policymakers, our study presents evidence regarding emerging themes, such as technical analysis, adaptive market hypothesis, and machine learning, which diverges from the findings of the proponents of equilibrium models based on investors&#8217; rationality. Moreover, an in-depth inquiry into the role of technical analysis in shaping portfolio investment presents a promising future research avenue.<\/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> Bibliometric analysis, market efficiency, technical analysis, forecast, machine learning, asset pricing.<\/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:\u00a0<\/strong>G10, G11, G12, G14.<\/p><p>\u00a0<\/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: <\/strong>10.55654\/JFS.2024.9.16.09<strong><br \/><\/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: Paul Handro, Bogdan Dima Vol. 9 \u2022 No. 16 \u2022 May 2024 View article PDF View abstract PDF Abstract The nonlinear nature of financial data series and the intricate incorporation of data into market prices necessitate a comprehensive exploration of key research findings, prevailing trends, intense debates, and subfields in the market behavior realm. &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/revista.isfin.ro\/en\/2024\/05\/25\/analyzing-market-efficiency-insights-from-a-bibliometric-and-content-review\/\"> <span class=\"screen-reader-text\">ANALYZING FINANCIAL MARKETS EFFICIENCY: INSIGHTS FROM A BIBLIOMETRIC AND CONTENT REVIEW<\/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":[182],"tags":[],"yoast_head":"<title>ANALYZING FINANCIAL MARKETS EFFICIENCY: INSIGHTS FROM A BIBLIOMETRIC AND CONTENT REVIEW - 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\/2024\/05\/25\/analyzing-market-efficiency-insights-from-a-bibliometric-and-content-review\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"ANALYZING FINANCIAL MARKETS EFFICIENCY: INSIGHTS FROM A BIBLIOMETRIC AND CONTENT REVIEW - Revista de Studii Financiare\" \/>\n<meta property=\"og:description\" content=\"Authors: Paul Handro, Bogdan Dima Vol. 9 \u2022 No. 16 \u2022 May 2024 View article PDF View abstract PDF Abstract The nonlinear nature of financial data series and the intricate incorporation of data into market prices necessitate a comprehensive exploration of key research findings, prevailing trends, intense debates, and subfields in the market behavior realm. &hellip; ANALYZING FINANCIAL MARKETS EFFICIENCY: INSIGHTS FROM A BIBLIOMETRIC AND CONTENT REVIEW Read More &raquo;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/revista.isfin.ro\/en\/2024\/05\/25\/analyzing-market-efficiency-insights-from-a-bibliometric-and-content-review\/\" \/>\n<meta property=\"og:site_name\" content=\"Revista de Studii Financiare\" \/>\n<meta property=\"article:published_time\" content=\"2024-05-25T17:31:40+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-06-22T08:58:04+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"ri_admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebSite\",\"@id\":\"https:\/\/revista.isfin.ro\/#website\",\"url\":\"https:\/\/revista.isfin.ro\/\",\"name\":\"Revista de Studii Financiare\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/revista.isfin.ro\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-GB\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/revista.isfin.ro\/2024\/05\/25\/analyzing-market-efficiency-insights-from-a-bibliometric-and-content-review\/#webpage\",\"url\":\"https:\/\/revista.isfin.ro\/2024\/05\/25\/analyzing-market-efficiency-insights-from-a-bibliometric-and-content-review\/\",\"name\":\"ANALYZING FINANCIAL MARKETS EFFICIENCY: INSIGHTS FROM A BIBLIOMETRIC AND CONTENT REVIEW - 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