An Exploratory Study of Factors Affecting Research Productivity in Higher Educational Institutes Using Regression and Deep Learning Techniques

<!DOCTYPE html> <html lang="en" xml:lang="en"> <head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title> An Exploratory Study of Factors Affecting Research Productivity in Higher Educational Institutes Using Regression and Deep Learning Techniques | Artificial Intelligence and Applications </title> <link rel="icon" href="https://ojs.bonviewpress.com/public/journals/5/favicon_en_US.png"> <meta name="generator" content="Open Journal Systems 3.4.0.7"> <meta name="gs_meta_revision" content="1.1"/> <meta name="citation_journal_title" content="Artificial Intelligence and Applications"/> <meta name="citation_journal_abbrev" content="AIA"/> <meta name="citation_issn" content="2811-0854"/> <meta name="citation_author" content="Rasha G. Mohammed Helali"/> <meta name="citation_author_institution" content="Department of Computer Science, University of Bisha, Saudi Arabia"/> <meta name="citation_title" content="An Exploratory Study of Factors Affecting Research Productivity in Higher Educational Institutes Using Regression and Deep Learning Techniques"/> <meta name="citation_language" content="en"/> <meta name="citation_date" content="2024"/> <meta name="citation_volume" content="2"/> <meta name="citation_issue" content="4"/> <meta name="citation_firstpage" content="335"/> <meta name="citation_lastpage" content="342"/> <meta name="citation_doi" content="10.47852/bonviewAIA3202660"/> <meta name="citation_abstract_html_url" content="https://ojs.bonviewpress.com/index.php/AIA/article/view/660"/> <meta name="citation_abstract" xml:lang="en" content="Higher education is grappling with challenges from globalization. The competition between worldwide universities depends not only on the availability of infrastructure and faculty members’ teaching quality but also on their research performance. The research produced by faculty members has a significant impact on a university’s standing, ability to acquire funds, and ability to enroll both domestic and international students. The objective of this paper is to identify factors affecting scientific research productivity in selected higher educational institutes. The paper reports the views of academic staff from different educational institutes on such issues as the determinants of research performance. A quantitative analysis approach, including correlation and regression, in addition to deep learning, was utilized to achieve the aim of the paper. The findings of this research demonstrate that the support of academic institutes for enhancing research and providing facilities and funds for such purpose has a great impact on research performance. The allocation of hours of scientific research to the faculty member also had a positive impact on the improvement of scientific research. Linking career promotion and scientific research encourages faculty members to publish more papers. Moreover, the level of qualification for faculty members has a great impact on their rate of publishing papers. Received: 13 January 2023 | Revised: 2 June 2023 | Accepted: 9 June 2023 Conflicts of Interest The author declares that she has no conflicts of interest to this work. Data Availability Statement Data sharing is not applicable to this article as no new data were created or analyzed in this study. Author Contribution Statement Rasha G. Mohammed Helali: Conceptualization, Methodology, Software, Validation, Formal analysis, Investigation, Resources, Data curation, Writing - original draft, Writing - review &amp; editing, Visualization, Supervision, Project administration."/> <meta name="citation_keywords" xml:lang="en" content="higher education"/> <meta name="citation_keywords" xml:lang="en" content="scientific research"/> <meta name="citation_keywords" xml:lang="en" content="research performance"/> <meta name="citation_keywords" xml:lang="en" content="educational institutes"/> <meta name="citation_keywords" xml:lang="en" content="funded researches"/> <meta name="citation_pdf_url" content="https://ojs.bonviewpress.com/index.php/AIA/article/download/660/584"/> <link rel="schema.DC" href="http://purl.org/dc/elements/1.1/" /> <meta name="DC.Creator.PersonalName" content="Rasha G. Mohammed Helali"/> <meta name="DC.Date.created" scheme="ISO8601" content="2023-06-16"/> <meta name="DC.Date.dateSubmitted" scheme="ISO8601" content="2023-01-13"/> <meta name="DC.Date.issued" scheme="ISO8601" content="2024-10-28"/> <meta name="DC.Date.modified" scheme="ISO8601" content="2024-11-19"/> <meta name="DC.Description" xml:lang="en" content="Higher education is grappling with challenges from globalization. The competition between worldwide universities depends not only on the availability of infrastructure and faculty members’ teaching quality but also on their research performance. The research produced by faculty members has a significant impact on a university’s standing, ability to acquire funds, and ability to enroll both domestic and international students. The objective of this paper is to identify factors affecting scientific research productivity in selected higher educational institutes. The paper reports the views of academic staff from different educational institutes on such issues as the determinants of research performance. A quantitative analysis approach, including correlation and regression, in addition to deep learning, was utilized to achieve the aim of the paper. The findings of this research demonstrate that the support of academic institutes for enhancing research and providing facilities and funds for such purpose has a great impact on research performance. The allocation of hours of scientific research to the faculty member also had a positive impact on the improvement of scientific research. Linking career promotion and scientific research encourages faculty members to publish more papers. Moreover, the level of qualification for faculty members has a great impact on their rate of publishing papers. Received: 13 January 2023 | Revised: 2 June 2023 | Accepted: 9 June 2023 Conflicts of Interest The author declares that she has no conflicts of interest to this work. Data Availability Statement Data sharing is not applicable to this article as no new data were created or analyzed in this study. Author Contribution Statement Rasha G. Mohammed Helali: Conceptualization, Methodology, Software, Validation, Formal analysis, Investigation, Resources, Data curation, Writing - original draft, Writing - review &amp; editing, Visualization, Supervision, Project administration."/> <meta name="DC.Format" scheme="IMT" content="application/pdf"/> <meta name="DC.Identifier" content="660"/> <meta name="DC.Identifier.pageNumber" content=" 335–342"/> <meta name="DC.Identifier.DOI" content="10.47852/bonviewAIA3202660"/> <meta name="DC.Identifier.URI" content="https://ojs.bonviewpress.com/index.php/AIA/article/view/660"/> <meta name="DC.Language" scheme="ISO639-1" content="en"/> <meta name="DC.Rights" content="Copyright (c) 2023 Author"/> <meta name="DC.Rights" content="https://creativecommons.org/licenses/by/4.0"/> <meta name="DC.Source" content="Artificial Intelligence and Applications"/> <meta name="DC.Source.ISSN" content="2811-0854"/> <meta name="DC.Source.Issue" content="4"/> <meta name="DC.Source.Volume" content="2"/> <meta 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href="https://ojs.bonviewpress.com/index.php/AIA/index"> Home </a> <span class="separator">/</span> </li> <li> <a href="https://ojs.bonviewpress.com/index.php/AIA/issue/archive"> Archives </a> <span class="separator">/</span> </li> <li> <a href="https://ojs.bonviewpress.com/index.php/AIA/issue/view/98"> Vol. 2 No. 4 (2024) </a> <span class="separator">/</span> </li> <li class="current" aria-current="page"> <span aria-current="page"> Research Article </span> </li> </ol> </nav> <article class="obj_article_details"> <h1 class="page_title"> An Exploratory Study of Factors Affecting Research Productivity in Higher Educational Institutes Using Regression and Deep Learning Techniques </h1> <div class="row"> <div class="main_entry"> <section class="item authors"> <h2 class="pkp_screen_reader">Authors</h2> <ul class="authors"> <li> <span class="name"> Rasha G. Mohammed Helali </span> <span class="affiliation"> Department of Computer Science, University of Bisha, Saudi Arabia </span> <span class="orcid"> <svg class="orcid_icon" viewBox="0 0 256 256" aria-hidden="true"> <style type="text/css"> .st0{fill:#A6CE39;} .st1{fill:#FFFFFF;} </style> <path class="st0" d="M256,128c0,70.7-57.3,128-128,128C57.3,256,0,198.7,0,128C0,57.3,57.3,0,128,0C198.7,0,256,57.3,256,128z"/> <g> <path class="st1" d="M86.3,186.2H70.9V79.1h15.4v48.4V186.2z"/> <path class="st1" d="M108.9,79.1h41.6c39.6,0,57,28.3,57,53.6c0,27.5-21.5,53.6-56.8,53.6h-41.8V79.1z M124.3,172.4h24.5 c34.9,0,42.9-26.5,42.9-39.7c0-21.5-13.7-39.7-43.7-39.7h-23.7V172.4z"/> <path class="st1" d="M88.7,56.8c0,5.5-4.5,10.1-10.1,10.1c-5.6,0-10.1-4.6-10.1-10.1c0-5.6,4.5-10.1,10.1-10.1 C84.2,46.7,88.7,51.3,88.7,56.8z"/> </g> </svg> <a href="https://orcid.org/0000-0002-9291-7363" target="_blank"> https://orcid.org/0000-0002-9291-7363 </a> </span> </li> </ul> </section> <section class="item doi"> <h2 class="label"> DOI: </h2> <span class="value"> <a href="https://doi.org/10.47852/bonviewAIA3202660"> https://doi.org/10.47852/bonviewAIA3202660 </a> </span> </section> <section class="item keywords"> <h2 class="label"> Keywords: </h2> <span class="value"> higher education, scientific research, research performance, educational institutes, funded researches </span> </section> <section class="item abstract"> <h2 class="label">Abstract</h2> <p>Higher education is grappling with challenges from globalization. The competition between worldwide universities depends not only on the availability of infrastructure and faculty members’ teaching quality but also on their research performance. The research produced by faculty members has a significant impact on a university’s standing, ability to acquire funds, and ability to enroll both domestic and international students. The objective of this paper is to identify factors affecting scientific research productivity in selected higher educational institutes. The paper reports the views of academic staff from different educational institutes on such issues as the determinants of research performance. A quantitative analysis approach, including correlation and regression, in addition to deep learning, was utilized to achieve the aim of the paper. The findings of this research demonstrate that the support of academic institutes for enhancing research and providing facilities and funds for such purpose has a great impact on research performance. The allocation of hours of scientific research to the faculty member also had a positive impact on the improvement of scientific research. Linking career promotion and scientific research encourages faculty members to publish more papers. Moreover, the level of qualification for faculty members has a great impact on their rate of publishing papers.</p> <p> </p> <p><strong>Received:</strong> 13 January 2023<strong> | Revised:</strong> 2 June 2023 <strong>| Accepted:</strong> 9 June 2023</p> <p> </p> <p><strong>Conflicts of Interest</strong></p> <p>The author declares that she has no conflicts of interest to this work.</p> <p> </p> <p><strong>Data Availability Statement</strong></p> <p>Data sharing is not applicable to this article as no new data were created or analyzed in this study.</p> <p> </p> <p><strong>Author Contribution Statement</strong></p> <p><strong>Rasha G. Mohammed Helali</strong>: Conceptualization, Methodology, Software, Validation, Formal analysis, Investigation, Resources, Data curation, Writing - original draft, Writing - review & editing, Visualization, Supervision, Project administration.</p> </section> <br /><div class="separator"></div><div class="item abstract" id="trendmd-suggestions"></div><script defer src='//js.trendmd.com/trendmd.min.js' data-trendmdconfig='{"website_id":"89268", "element":"#trendmd-suggestions"}'></script><div class="item downloads_chart"> <h3 class="label"> Metrics </h3> <div id="paperbuzz"><div id="loading">Metrics Loading ...</div></div> <script type="text/javascript"> window.onload = function () { var options = { paperbuzzStatsJson: JSON.parse('{\"altmetrics_sources\":[{\"events\":null,\"events_count\":260,\"events_count_by_day\":[],\"events_count_by_month\":[{\"count\":\"4\",\"date\":\"2023-07\"},{\"count\":\"15\",\"date\":\"2023-08\"},{\"count\":\"8\",\"date\":\"2023-09\"},{\"count\":\"7\",\"date\":\"2023-10\"},{\"count\":\"10\",\"date\":\"2023-11\"},{\"count\":\"5\",\"date\":\"2023-12\"},{\"count\":\"5\",\"date\":\"2024-01\"},{\"count\":\"12\",\"date\":\"2024-02\"},{\"count\":\"12\",\"date\":\"2024-03\"},{\"count\":\"10\",\"date\":\"2024-04\"},{\"count\":\"5\",\"date\":\"2024-05\"},{\"count\":\"37\",\"date\":\"2024-06\"},{\"count\":\"23\",\"date\":\"2024-07\"},{\"count\":\"20\",\"date\":\"2024-08\"},{\"count\":\"19\",\"date\":\"2024-09\"},{\"count\":\"21\",\"date\":\"2024-10\"},{\"count\":\"47\",\"date\":\"2024-11\"}],\"events_count_by_year\":[{\"count\":\"49\",\"date\":\"2023\"},{\"count\":\"211\",\"date\":\"2024\"}],\"source\":{\"display_name\":\"File downloads\"},\"source_id\":\"fileDownloads\"}],\"crossref_event_data_url\":\"https:\\/\\/api.eventdata.crossref.org\\/v1\\/events?rows=1000&filter=from-collected-date:1990-01-01,until-collected-date:2099-01-01,obj-id:10.47852\\/bonviewaia3202660\",\"doi\":\"10.47852\\/bonviewaia3202660\",\"metadata\":{\"DOI\":\"10.47852\\/bonviewaia3202660\",\"ISSN\":[\"2811-0854\"],\"URL\":\"http:\\/\\/dx.doi.org\\/10.47852\\/bonviewaia3202660\",\"abstract\":\"<jats:p>Higher education is grappling with challenges from globalization. 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The full text ingestion is still in progress and will be completed at January, 2025.</p> </div> </article> <article class="block_announcements_article"> <h3 class="block_announcements_article_headline"> <a href="https://ojs.bonviewpress.com/index.php/AIA/announcement/view/87"> AIA Published Volume 2, Issue 4 on October 28, 2024 </a> </h3> <time class="block_announcements_article_date" datetime="2024-10-28"> <strong>October 28, 2024</strong> </time> <div class="block_announcements_article_content"> <p>We are excited to announce that <em><strong>Artificial Intelligence and Applications (AIA)</strong></em> published Volume 2 Issue 4 on October 28, 2024!</p> </div> </article> <a id="show-all" href="https://ojs.bonviewpress.com/index.php/AIA/announcement">Show all announcements ...</a> </div> </div> <div class="pkp_block block_keyword_cloud"> <h2 class="title">Keywords</h2> <div class="content" id='wordcloud'></div> <script> function randomColor() { var cores = ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf']; return cores[Math.floor(Math.random()*cores.length)]; } document.addEventListener("DOMContentLoaded", function() { var keywords = [{"text":"text detection","size":1},{"text":"text recognition","size":1},{"text":"text spotting","size":1},{"text":"text classification","size":1},{"text":"scene text","size":1},{"text":"car number plate detection","size":1},{"text":"optical character recognition","size":1},{"text":"supervised machine learning","size":1},{"text":"distributed machine learning","size":1},{"text":"anomaly detection","size":1},{"text":"structural health monitoring","size":1},{"text":"vehicle-bridge collisions","size":1},{"text":"railway bridges","size":1},{"text":"classification model","size":1},{"text":"deep learning","size":1},{"text":"polyp detection","size":1},{"text":"cnn","size":1},{"text":"image classification","size":1},{"text":"colorectal disease","size":1},{"text":"alzheimer's disease","size":1},{"text":"intervention techniques","size":1},{"text":"conventional methods","size":1},{"text":"artificial intelligence","size":1},{"text":"cognitive stimulation","size":1},{"text":"reality orientation","size":1},{"text":"reminiscence therapy","size":1},{"text":"enemy identification","size":1},{"text":" text similarity","size":1},{"text":"sentence transformer models","size":1},{"text":"natural language processing","size":1},{"text":"machine learning","size":1},{"text":"hr demand","size":1},{"text":"business","size":1},{"text":"hr management","size":1},{"text":"m-knn algorithm","size":1},{"text":"origin tool","size":1},{"text":"soliton solutions","size":1},{"text":"modified benjamin-bona-mahony equation","size":1},{"text":"ostrovsky-benjamin-bona-mahony equation","size":1},{"text":"mikhailov-novikov-wang equation","size":1},{"text":"physics informed neural networks","size":1},{"text":"cancer prediction","size":1},{"text":"prostate cancer","size":1},{"text":"unsupervised learning","size":1},{"text":"intelligent system","size":1},{"text":"cybernetics","size":1},{"text":"decision support","size":1},{"text":"baby cry","size":1},{"text":"multiple instance learning","size":1},{"text":"audio classification","size":1}]; var totalWeight = 0; var blockWidth = 300; var blockHeight = 200; var transitionDuration = 200; var length_keywords = keywords.length; var layout = d3.layout.cloud(); layout.size([blockWidth, blockHeight]) .words(keywords) .fontSize(function(d) { return fontSize(+d.size); }) .on('end', draw); var svg = d3.select("#wordcloud").append("svg") .attr("viewBox", "0 0 " + blockWidth + " " + blockHeight) .attr("width", '100%'); function update() { var words = layout.words(); fontSize = d3.scaleLinear().range([16, 34]); if (words.length) { fontSize.domain([+words[words.length - 1].size || 1, +words[0].size]); } } keywords.forEach(function(item,index){totalWeight += item.size;}); update(); function draw(words, bounds) { var width = layout.size()[0], height = layout.size()[1]; scaling = bounds ? 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An Exploratory Study of Factors Affecting Research Productivity in Higher Educational Institutes Using Regression and Deep Learning Techniques | Artificial Intelligence and Applications