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	<front>
		<journal-meta>
			<journal-id journal-id-type="publisher-id">REDC</journal-id>
			<journal-title-group>
				<journal-title>Revista Espa&#xf1;ola de Documentaci&#xf3;n Cient&#xed;fica</journal-title>
				<abbrev-journal-title abbrev-type="publisher">Rev. esp. doc. cient.</abbrev-journal-title>
			</journal-title-group>
			<issn publication-format="print">0210-0614</issn>
			<issn publication-format="electronic">1988-4621</issn>
			<publisher>
				<publisher-name>Consejo Superior de Investigaciones Cient&#xed;ficas</publisher-name>
			</publisher>
		</journal-meta>
		<article-meta>
			<article-id pub-id-type="publisher-id">redc.2024.1.1384</article-id>
			<article-id pub-id-type="doi">10.3989/redc.2024.1.1384</article-id>
			<article-categories>
				<subj-group subj-group-type="heading">
					<subject>Estudios / Research studies</subject>
				</subj-group>
			</article-categories>
			<title-group>
				<article-title>Main factors influencing the digital transparency in higher education institutions</article-title>
				<trans-title-group xml:lang="es">
					<trans-title>Principales factores de la transparencia digital en las instituciones de educaci&#xf3;n superior</trans-title>
				</trans-title-group>
			</title-group>
			<contrib-group>
				<contrib contrib-type="author" corresp="yes">
					<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-0468-5871</contrib-id>
					<name>
						<surname>Ram&#xed;rez</surname>
						<given-names>Yolanda</given-names>
					</name>
					<email xlink:href="yolanda.ramirez@uclm.es">yolanda.ramirez@uclm.es</email>
					<aff id="aff1"><institution content-type="university">Universidad de Castilla-La Mancha</institution>, <institution content-type="faculty">Facultad de Ciencias Econ&#xf3;micas y Empresariales de Albacete</institution> <institution content-type="department">Departamento de Administraci&#xf3;n de Empresas</institution></aff>
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					<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/" vocab-term="Methodology">Metodolog&#xed;a</role>
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				</contrib>
				<contrib contrib-type="author">
					<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-0902-9681</contrib-id>
					<name>
						<surname>Montero</surname>
						<given-names>Francisco</given-names>
					</name>
					<email xlink:href="francisco.msimarro@uclm.es">francisco.msimarro@uclm.es</email>
					<aff id="aff2"><institution content-type="university">Universidad de Castilla-La Mancha</institution>, <institution content-type="school">Escuela Superior de Ingenier&#xed;a Inform&#xe1;tica de Albacete</institution>, <institution content-type="department">Departamento de Sistemas Inform&#xe1;ticos</institution>.</aff>			
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					<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/" vocab-term="Methodology">Metodolog&#xed;a</role>
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					<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/" vocab-term="Investigation">Investigaci&#xf3;n</role>
					<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term-identifier="https://credit.niso.org/contributor-roles/datacuration/" vocab-term="Data curation">Curaci&#xf3;n de datos</role>
					<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term-identifier="https://credit.niso.org/contributor-roles/writingoriginal-draft/" vocab-term="Writing &#x2013; original draft">Redacci&#xf3;n - borrador original</role>
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			<pub-date pub-type="epub">
				<day>01</day>
				<month>03</month>
				<year>2024</year>
			</pub-date>
			<pub-date pub-type="collection">
				<month>03</month>
				<year>2024</year>
			</pub-date>
			<volume>47</volume>
			<issue>1</issue>
			<elocation-id>e376</elocation-id>
			<pub-history>
				<event>
					<event-desc>Recibido</event-desc>				
					<date date-type="received">
						<day>07</day>
						<month>11</month>
						<year>2022</year>
					</date>
				</event>
				<event>
					<event-desc>2&#xaa; versi&#xf3;n</event-desc>				
					<date date-type="rev-recd">
						<day>14</day>
						<month>01</month>
						<year>2023</year>
					</date>
				</event>
				<event>
					<event-desc>Aceptado</event-desc>				
					<date date-type="accepted">
						<day>20</day>
						<month>07</month>
						<year>2023</year>
					</date>
				</event>
				<event>
					<event-desc>Publicado</event-desc>			
					<date date-type="pub">
						<day>01</day>
						<month>03</month>
						<year>2024</year>
					</date>
				</event>
			</pub-history>
			<permissions>
				<copyright-statement>&#xa9;2024 CSIC</copyright-statement>
				<copyright-year>2024</copyright-year>
				<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
					<license-p>This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International (CC BY 4.0) License.</license-p>
				</license>
			</permissions>
			<self-uri xlink:href="http://redc.revistas.csic.es/index.php/redc/article/view/XXXX/XXXX"/>
			<abstract>
				<title>Abstract</title>
				<p>This paper aims to analyze the online transparency of Spanish higher education institutions and examine the factors that explain the degree of online transparency achieved by these institutions. To this end, this paper analyses the institutional websites of all Spanish universities and develops a global transparency index comprising of four dimensions (&#x201c;E-information&#x201d;, &#x201c;E-Services&#x201d;, &#x201c;E-Participation&#x201d; and &#x201c;Navigability, Design and Accessibility&#x201d;). This paper evidences that Spanish universities are aware of the importance of having a web page with adequate navigability, design and accessibility. In contrast, the &#x201c;E-information&#x201d; is the least valued dimension, particularly concerning the disclosure about Community services and Outcomes of teaching services. Moreover, the results show that internationality, leverage and size positively affect the online transparency in Spanish universities. From a practical point of view, our findings could be used by university&#x2019; managers, regulators and standard-setting bodies to improve the online transparency in universities.</p>
			</abstract>
			<trans-abstract xml:lang="es">
				<title>Resumen</title>
				<p>Este trabajo tiene como objetivo analizar la transparencia online de las instituciones de educaci&#xf3;n superior espa&#xf1;olas y examinar los factores que explican el grado de dicha transparencia alcanzado por estas instituciones. Para ello, se analizan las p&#xe1;ginas web institucionales de todas las universidades espa&#xf1;olas y se elabora un &#xed;ndice de transparencia global compuesto por cuatro dimensiones (&#x201c;E-informaci&#xf3;n&#x201d;, &#x201c;E-Servicios&#x201d;, &#x201c;E-Participaci&#xf3;n&#x201d; y &#x201c;Navegabilidad, Dise&#xf1;o y Accesibilidad&#x201d;). Este trabajo evidencia que las universidades espa&#xf1;olas son conscientes de la importancia de tener una p&#xe1;gina web con una adecuada navegabilidad, dise&#xf1;o y accesibilidad. Por el contrario, la &#x201c;E-informaci&#xf3;n&#x201d; es la dimensi&#xf3;n menos valorada, especialmente en lo que se refiere a la divulgaci&#xf3;n de los servicios comunitarios y los resultados de los servicios docentes. Adem&#xe1;s, los resultados muestran que la internacionalidad, el apalancamiento y el tama&#xf1;o de la instituci&#xf3;n afectan positivamente a la transparencia online de las universidades espa&#xf1;olas. Desde un punto de vista pr&#xe1;ctico, nuestros resultados podr&#xed;an ser utilizados por los gestores de las universidades, los reguladores y los organismos de normalizaci&#xf3;n para mejorar la transparencia en l&#xed;nea de las instituciones de educaci&#xf3;n superior.</p>
			</trans-abstract>
			<kwd-group>
				<kwd>Online transparency</kwd>
				<kwd>websites</kwd>
				<kwd>factors</kwd>
				<kwd>higher education institutions, Spain</kwd>
			</kwd-group>
			<kwd-group xml:lang="es">
				<kwd>Transparencia online</kwd>
				<kwd>p&#xe1;ginas web</kwd>
				<kwd>factores</kwd>
				<kwd>instituciones de educaci&#xf3;n superior</kwd>
				<kwd>Espa&#xf1;a</kwd>
			</kwd-group>
			<support-group>
				<funding-group id="fw-01">
					<award-group id="aw1">
						<funding-source>University of Castilla-La Mancha</funding-source>
						<award-id>2023-GRIN-34342</award-id>
						<award-desc>ERDF A way of making Europe</award-desc>
					</award-group>
					<funding-statement>This work has been supported by University of Castilla-La Mancha and by &#x201c;ERDF A way of making Europe&#x201d; (grant 2023-GRIN-34342). We wish to thank the editor and the anonymous reviewers for their constructive suggestions.  </funding-statement>
				</funding-group>
				<contributed-resource-group resource-type="translating" id="cw-01">
				    <award-group id="aw2">
				        <support-source>
				            <institution-wrap>
								<institution content-type="edu">University of Liverpool</institution>
							</institution-wrap>
				        </support-source>
				        <principal-investigator>
							<string-name>
								<surname>Jackson</surname>
								<given-names>Peter</given-names>
							</string-name>
						</principal-investigator>
				    </award-group>
				    <support-description>
				        <p>We would also like to thank Peter Jackson (University of Liverpool) for translating the text to English.</p>
				    </support-description>
				</contributed-resource-group>
			</support-group>
			<counts>
				<fig-count count="0"/>
				<table-count count="4"/>
				<equation-count count="2"/>
				<ref-count count="88"/>
				<page-count count="17"/>
			</counts>
		</article-meta>
	</front>
	<body>
		<sec id="sec1" sec-type="intro">
			<label>1.</label>
			<title>Introduction</title>
			<p>The economic, social, and political changes that have occurred in universities in recent years have increased the importance of financial imperatives, operational efficiency, effective internal governance, and accountability and transparency discourses (<xref ref-type="bibr" rid="B7">Bezhani, 2010</xref>). Transparency and trust in public institutions are crucial mechanisms for ensuring credibility, fostering trust in public administration (<xref ref-type="bibr" rid="B6">Bertot et al., 2010</xref>), and achieving good governance and institutional quality (<xref ref-type="bibr" rid="B76">Relly, 2012</xref>). Similarly, a high level of autonomy within universities has necessitated accountability in order for its administration and partners to evaluate the performance of institutions. Due to the autonomy of universities and the fact that they are deemed to be of public interest, various stakeholder groups are demanding greater transparency and accountability from these institutions (<xref ref-type="bibr" rid="B22">De la Torre and Torres, 2010</xref>). To fulfil their accountability and transparency responsibilities, universities must enhance their reporting mechanisms. In addition, the increasing demand for global information from universities may be a result of the international globalisation process, which requires universities to become management units in search of new sources of funding and to interact with public and private agents (<xref ref-type="bibr" rid="B32">Gallego et al., 2011</xref>). Consequently, in an increasingly competitive environment, higher education institutions (HEIs) should be concerned with their institution&#x2019;s positioning and image (<xref ref-type="bibr" rid="B48">Ivy, 2001</xref>) and must maintain or cultivate a distinct image to gain a competitive advantage (<xref ref-type="bibr" rid="B69">Paramewaran and Glowacka, 1995</xref>).</p>
			<p>In this scenario, universities are increasingly required to provide a broad range of information to stakeholders to support fundraising activities, ensure accountability in the use of public funds and the results of research and teaching, and foster close relationships with industries and territories (<xref ref-type="bibr" rid="B75">Ram&#xed;rez et al., 2016</xref>; <xref ref-type="bibr" rid="B60">Manes et al., 2018</xref>).</p>
			<p>On the other hand, communication and the transmission of information have changed dramatically in recent years, with the Internet now being the primary medium (<xref ref-type="bibr" rid="B33">Gand&#xed;a et al., 2016</xref>). In this vein, some researchers have begun to investigate online disclosure (<xref ref-type="bibr" rid="B72">Pisano et al., 2017</xref>), highlighting several advantages of this disclosure: improved accessibility, increased transparency and accountability towards stakeholders, reduced costs, and a more timely dissemination of information (<xref ref-type="bibr" rid="B62">Meijer, 2007</xref>; <xref ref-type="bibr" rid="B32">Gallego et al., 2011</xref>). Therefore, <xref ref-type="bibr" rid="B18">Coy et al. (2011)</xref> argue that fairness, accessibility, and distribution are crucial concepts that should govern the development of a public accountability and disclosure model in HEIs.</p>
			<p>Nonetheless, there is still a lack of research with regard to transparency in universities, and what does exist has mostly consisted of analyses of traditional reports as the primary data source, namely the annual reports (<xref ref-type="bibr" rid="B39">Gordon et al., 2002</xref>; <xref ref-type="bibr" rid="B7">Bezhani, 2010</xref>; <xref ref-type="bibr" rid="B67">Ntim et al., 2017</xref>; <xref ref-type="bibr" rid="B66">Nicol&#xf3; et al., 2020</xref>), or surveys and interviews (<xref ref-type="bibr" rid="B4">Angluin and Scapens, 2000</xref>; <xref ref-type="bibr" rid="B65">Nelson et al., 2003</xref>; <xref ref-type="bibr" rid="B70">Pettersen and Solstad, 2007</xref>; <xref ref-type="bibr" rid="B31">Fl&#xf3;rez et al., 2017</xref>). Few studies have assessed universities&#x2019; voluntary information disclosure via their institutional websites (<xref ref-type="bibr" rid="B32">Gallego et al., 2011</xref>; <xref ref-type="bibr" rid="B36">Garde et al., 2013</xref>; <xref ref-type="bibr" rid="B77">Saraite et al., 2018</xref>; <xref ref-type="bibr" rid="B3">Andrades et al., 2021</xref>). Similarly, there is a severe dearth of evidence regarding the impact of factors on online transparency in the higher education institution sector (<xref ref-type="bibr" rid="B67">Ntim et al., 2017</xref>; <xref ref-type="bibr" rid="B31">Fl&#xf3;rez et al., 2017</xref>; <xref ref-type="bibr" rid="B60">Manes et al., 2018</xref>; <xref ref-type="bibr" rid="B9">Brusca et al., 2019</xref>; <xref ref-type="bibr" rid="B66">Nicol&#xf3; et al., 2020</xref>; <xref ref-type="bibr" rid="B79">Segura-Mario et al., 2020a</xref>; <xref ref-type="bibr" rid="B38">Garde et al., 2021</xref>). This study fills in these voids by providing new insights into online transparency at Spanish universities.</p>
			<p>This research focuses on the websites of Spanish universities in an effort to fill these gaps and has the following two objectives:</p>
			<list list-type="order">
				<list-item>
					<p>Analyse the extent of online disclosure in Spanish universities by analysing the content of institutional websites using a global transparency index.</p>
				</list-item>
				<list-item>
					<p>Identify possible factors that explain this online voluntary information in Spanish universities, focusing primarily on age, size of the university, funding, social media presence, gender of the Chancellor, leverage, and internationalisation.</p>
				</list-item>
			</list>
			<p>Lastly, it should be noted that in 2013, the Spanish government approved <xref ref-type="bibr" rid="B88">Law 19/2013</xref> on transparency, access to public information and good governance, which aims to increase and strengthen the transparency of public activity, regulate and ensure the right to access information about such activity, and establish the responsibilities of good governance that public officials are expected to uphold. This law established a set of mandatory reporting requirements that must be implemented by various public sector entities. For the university system, Article 2 recognises that all public universities, but not private universities, are subject to this law (<xref ref-type="bibr" rid="B3">Andrades et al., 2021</xref>). Therefore, we find it fascinating to compare empirically whether Spanish public universities have improved their online transparency since the aforementioned law went into effect. </p>
			<p>This paper makes innovative contributions to the existing literature on the setting and disclosure of higher education institutions. This paper begins by providing current evidence on the degree of online transparency among Spanish universities. This study will therefore provide a relatively robust benchmark for comparison with future studies based on web transparency or international findings. Second, this paper contributes to the body of knowledge by obtaining empirical evidence of the explanatory factors that influence the level of web-based information disclosure in Spanish universities. The study&#x2019;s findings may be useful as a foundation for formulating strategies to resolve web-based voluntary disclosure.</p>
			<p>The remaining of the paper is structured as follows. The next section provides a review of the literature on web transparency in universities and the factors that influence online disclosure. Section 3 describes the methods used to verify the hypotheses, including the disclosure index and the estimated model. The results are discussed in Section 4, and the last section outlines the conclusions, highlighting both the limitations and the value of this research. </p>
		</sec>
		<sec id="sec2">
			<label>2.</label>
			<title>Theoretical framework and literature review</title>
			<sec id="sec2.1">
				<label>2.1.</label>
				<title>Digital transparency in universities</title>
				<p>The necessity of online disclosure in higher education institutions has been investigated considering different theories. The public accountability perspective suggests that managers are more likely to engage in online disclosure because they have a greater commitment to public accountability and transparency (<xref ref-type="bibr" rid="B18">Coy et al., 2011</xref>). Second, according to legitimacy theory-based predictions (<xref ref-type="bibr" rid="B83">Suchman, 1995</xref>), increased online disclosure can be a strategic way for HEIs to demonstrate congruence with the goals and norms of the larger society (<xref ref-type="bibr" rid="B16">Chen and Roberts, 2010</xref>), with positive effects on institutional reputation, image, and public goodwill. In the Spanish context, the approval of the law on transparency, access to public information, and good governance in Spain has mandated certain reporting requirements for all public universities. <xref ref-type="bibr" rid="B49">Kansal et al. (2018)</xref> noted that compliance with minimum reporting requirements is a prerequisite for legitimacy when disclosures are mandatory. Thirdly, according to the stakeholder theory, all stakeholders, both internal and external, have the right to access information about an organisation&#x2019;s activities and results (<xref ref-type="bibr" rid="B23">Deegan and Samkin, 2009</xref>). Specifically, universities must meet the public&#x2019;s demand for increased oversight and accountability. Providing online information enables stakeholders to satisfy their information requirements and be aware of the process of value creation. This can facilitate support and consent from various stakeholder groups, including students, parents, funding bodies, research councils, the government, employers, and employees (<xref ref-type="bibr" rid="B60">Manes et al., 2018</xref>). Therefore, a greater degree of transparency will strengthen the legitimacy of universities in the eyes of key stakeholders, including students, parents, academic and administrative staff, ranking organisations, web agencies, and the general public (<xref ref-type="bibr" rid="B15">Ceulemans et al., 2015</xref>). Fourth, the resource dependence theory predicts that increased voluntary disclosure (<xref ref-type="bibr" rid="B85">Vidovich and Currie, 2011</xref>) can assist HEIs in gaining access to vital resources, such as donations and funds, and reduce political costs through improved institutional image and reputation (<xref ref-type="bibr" rid="B16">Chen and Roberts, 2010</xref>).</p>
				<p>Alternatively, with the consolidation of the Internet and the sustained increase in its penetration rates, websites were established as channels that provided citizens with access to information, technological applications, and a variety of resources (<xref ref-type="bibr" rid="B58">Luna, 2017</xref>). The websites can be evaluated using a variety of models. <xref ref-type="bibr" rid="B27">Fath-Allah et al. (2017)</xref> evaluate 25 contemporary models proposed in specialised literature and identify four stages of digital maturity. The phases are as follows: (a) presence, where government agencies merely present information on the Internet; (b) interaction, where citizens can interact with the public administration; (c) transaction, where citizens can complete transactions and exchanges through the portals; and (d) integration, where different government agencies share information, including social networking applications and e-participation mechanisms. Following this approach, this paper uses a modified version of the global online transparency index developed by <xref ref-type="bibr" rid="B77">Saraite et al. (2018)</xref>, which consists of four dimensions: E-information, E-Services, E-Participation, and Navigability, Design, and Accessibility (see <xref ref-type="table" rid="t1">Table I</xref>), to evaluate the online transparency of Spanish universities.</p>
				<table-wrap id="t1">
					<label>Table I</label>
					<caption>
						<title>Global transparency index</title>
					</caption>
					<table>
						<colgroup>
							<col/>
							<col/>
							<col/>
							<col/>
						</colgroup>
						<thead>
							<tr>
								<th align="left">Theme</th>
								<th align="left">Item: Information on or reference to</th>
								<th align="center">Frequency</th>
								<th align="center">Percentage</th>
							</tr>
							<tr>
								<th align="center" colspan="2">E-INFORMATION </th>
								<th align="center" colspan="2">51.39% </th>
							</tr>
						</thead>
						<tbody>
							<tr>
								<td align="left" rowspan="6">(i) Overview of University</td>
								<td align="left"> </td>
								<td align="left"> </td>
								<td align="center">
									<bold>41.32%</bold>
								</td>
							</tr>
							<tr>
								<td align="left">Approved strategic plan</td>
								<td align="center">57</td>
								<td align="center">75.00</td>
							</tr>
							<tr>
								<td align="left">Execution of strategic plan</td>
								<td align="center">7</td>
								<td align="center">9.21</td>
							</tr>
							<tr>
								<td align="left">Statement of objectives</td>
								<td align="center">49</td>
								<td align="center">64.47</td>
							</tr>
							<tr>
								<td align="left">Descriptive report/general operating review</td>
								<td align="center">30</td>
								<td align="center">39.47</td>
							</tr>
							<tr>
								<td align="left">Key performance indicators</td>
								<td align="center">14</td>
								<td align="center">18.42</td>
							</tr>
							<tr>
								<td align="left" rowspan="9">(ii) University organization and governance</td>
								<td align="left"> </td>
								<td align="center"> </td>
								<td align="center">
									<bold>73.19%</bold>
								</td>
							</tr>
							<tr>
								<td align="left">Organization chart (structure)</td>
								<td align="center">71</td>
								<td align="center">93.42</td>
							</tr>
							<tr>
								<td align="left">Administrative offices and functions</td>
								<td align="center">68</td>
								<td align="center">89.47</td>
							</tr>
							<tr>
								<td align="left">Directory</td>
								<td align="center">70</td>
								<td align="center">92.11</td>
							</tr>
							<tr>
								<td align="left">Chancellor schedule</td>
								<td align="center">5</td>
								<td align="center">6.58</td>
							</tr>
							<tr>
								<td align="left">Details about bibliography of Chancellor and Vice Chancellors</td>
								<td align="center">61</td>
								<td align="center">80.26</td>
							</tr>
							<tr>
								<td align="left">Details about remuneration</td>
								<td align="center">43</td>
								<td align="center">56.58</td>
							</tr>
							<tr>
								<td align="left">University policies and regulations</td>
								<td align="center">70</td>
								<td align="center">92.11</td>
							</tr>
							<tr>
								<td align="left">Minutes of agreements made by Governing Council of the University</td>
								<td align="center">57</td>
								<td align="center">75.00</td>
							</tr>
							<tr>
								<td align="left" rowspan="8">(iii) Financial items</td>
								<td align="left"> </td>
								<td align="center"> </td>
								<td align="center">
									<bold>31.39%</bold>
								</td>
							</tr>
							<tr>
								<td align="left">Financial performance statement</td>
								<td align="center">13</td>
								<td align="center">17.11</td>
							</tr>
							<tr>
								<td align="left">Statement of cash flows</td>
								<td align="center">17</td>
								<td align="center">22.37</td>
							</tr>
							<tr>
								<td align="left">Statement of cost of services</td>
								<td align="center">18</td>
								<td align="center">23.68</td>
							</tr>
							<tr>
								<td align="left">Budget information</td>
								<td align="center">52</td>
								<td align="center">68.42</td>
							</tr>
							<tr>
								<td align="left">Financial ratios</td>
								<td align="center">14</td>
								<td align="center">18.42</td>
							</tr>
							<tr>
								<td align="left">Investments</td>
								<td align="center">28</td>
								<td align="center">36.84</td>
							</tr>
							<tr>
								<td align="left">Total value of estates</td>
								<td align="center">25</td>
								<td align="center">32.89</td>
							</tr>
							<tr>
								<td align="left" rowspan="8">(iv) General services: Input (of students and resources)</td>
								<td align="left"> </td>
								<td align="center"> </td>
								<td align="center">
									<bold>73.50%</bold>
								</td>
							</tr>
							<tr>
								<td align="left">Student numbers</td>
								<td align="center">54</td>
								<td align="center">71.05</td>
							</tr>
							<tr>
								<td align="left">Cost per equivalent full-time student</td>
								<td align="center">37</td>
								<td align="center">48.68</td>
							</tr>
							<tr>
								<td align="left">Revenues</td>
								<td align="center">39</td>
								<td align="center">51.32</td>
							</tr>
							<tr>
								<td align="left">Staff</td>
								<td align="center">63</td>
								<td align="center">82.89</td>
							</tr>
							<tr>
								<td align="left">Qualification of student intake</td>
								<td align="center">52</td>
								<td align="center">68.42</td>
							</tr>
							<tr>
								<td align="left">Space</td>
								<td align="center">72</td>
								<td align="center">94.74</td>
							</tr>
							<tr>
								<td align="left">Financial aid</td>
								<td align="center">74</td>
								<td align="center">97.37</td>
							</tr>
							<tr>
								<td align="left" rowspan="6">(v) Teaching services: Process</td>
								<td align="left"> </td>
								<td align="center"> </td>
								<td align="center">
									<bold>64.74%</bold>
								</td>
							</tr>
							<tr>
								<td align="left">Student: staff ratios</td>
								<td align="center">22</td>
								<td align="center">28.95</td>
							</tr>
							<tr>
								<td align="left">Processes to ensure quality of teaching</td>
								<td align="center">32</td>
								<td align="center">42.11</td>
							</tr>
							<tr>
								<td align="left">Library service information</td>
								<td align="center">65</td>
								<td align="center">85.53</td>
							</tr>
							<tr>
								<td align="left">Computer service information</td>
								<td align="center">55</td>
								<td align="center">72.37</td>
							</tr>
							<tr>
								<td align="left">Fields of study</td>
								<td align="center">72</td>
								<td align="center">94.74</td>
							</tr>
							<tr>
								<td align="left" rowspan="7">(vi) Teaching services: output/outcomes</td>
								<td align="left"> </td>
								<td align="left"> </td>
								<td align="center">
									<bold>44.08%</bold>
								</td>
							</tr>
							<tr>
								<td align="left">Graduates</td>
								<td align="center">54</td>
								<td align="center">71.05</td>
							</tr>
							<tr>
								<td align="left">Destination of student</td>
								<td align="center">48</td>
								<td align="center">63.16</td>
							</tr>
							<tr>
								<td align="left">Pass and completion rates</td>
								<td align="center">23</td>
								<td align="center">30.26</td>
							</tr>
							<tr>
								<td align="left">Student satisfaction</td>
								<td align="center">48</td>
								<td align="center">63.16</td>
							</tr>
							<tr>
								<td align="left">Employer satisfaction</td>
								<td align="center">19</td>
								<td align="center">25.00</td>
							</tr>
							<tr>
								<td align="left">Average time to complete programme</td>
								<td align="center">9</td>
								<td align="center">11.84</td>
							</tr>
							<tr>
								<td align="left" rowspan="5">(vii) Research services</td>
								<td align="left"> </td>
								<td align="center"> </td>
								<td align="center">
									<bold>48.68%</bold>
								</td>
							</tr>
							<tr>
								<td align="left">Postgraduate students</td>
								<td align="center">16</td>
								<td align="center">21.05</td>
							</tr>
							<tr>
								<td align="left">Research income</td>
								<td align="center">37</td>
								<td align="center">48.68</td>
							</tr>
							<tr>
								<td align="left">Publications</td>
								<td align="center">56</td>
								<td align="center">73.68</td>
							</tr>
							<tr>
								<td align="left">Destination of research graduates</td>
								<td align="center">39</td>
								<td align="center">51.32</td>
							</tr>
							<tr>
								<td align="left" rowspan="8">(viii) Community services </td>
								<td align="left"> </td>
								<td align="left"> </td>
								<td align="center">
									<bold>34.21%</bold>
								</td>
							</tr>
							<tr>
								<td align="left">Local community service</td>
								<td align="center">20</td>
								<td align="center">26.32</td>
							</tr>
							<tr>
								<td align="left">Information on alumni activities, involvement and participation</td>
								<td align="center">29</td>
								<td align="center">38.16</td>
							</tr>
							<tr>
								<td align="left">National community service</td>
								<td align="center">17</td>
								<td align="center">22.37</td>
							</tr>
							<tr>
								<td align="left">Environmental-related information</td>
								<td align="center">19</td>
								<td align="center">25.00</td>
							</tr>
							<tr>
								<td align="left">Employee health and safety-related information</td>
								<td align="center">29</td>
								<td align="center">38.16</td>
							</tr>
							<tr>
								<td align="left">Equal employment opportunity information</td>
								<td align="center">24</td>
								<td align="center">31.58</td>
							</tr>
							<tr>
								<td align="left">Staff training and development information</td>
								<td align="center">44</td>
								<td align="center">57.89</td>
							</tr>
							<tr>
								<td align="left" colspan="2">
									<bold>E-SERVICES</bold>
								</td>
								<td align="center" colspan="2">
									<bold>47.37%</bold>
								</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Availability of downloadable forms and applications for administrative procedures for official studies </td>
								<td align="center">50</td>
								<td align="center">65.79</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Availability of downloadable forms and applications for administrative procedures for unofficial studies </td>
								<td align="center">40</td>
								<td align="center">52.63</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Option to conduct online administrative transactions for official studies </td>
								<td align="center">50</td>
								<td align="center">65.79</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Option to conduct online administrative transactions for unofficial studies </td>
								<td align="center">40</td>
								<td align="center">52.63</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Possibility to fully complete administrative transactions, including payment, for official studies </td>
								<td align="center">35</td>
								<td align="center">46.05</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Possibility to fully complete administrative transactions, including payment, for unofficial studies </td>
								<td align="center">26</td>
								<td align="center">34.21</td>
							</tr>
							<tr>
								<td align="left" colspan="2">e-learning for official studies </td>
								<td align="center">20</td>
								<td align="center">26.32</td>
							</tr>
							<tr>
								<td align="left" colspan="2">e-learning for unofficial studies </td>
								<td align="center">27</td>
								<td align="center">35.53</td>
							</tr>
							<tr>
								<td align="left" colspan="2">
									<bold>E-PARTICIPATION</bold>
								</td>
								<td align="center" colspan="2">
									<bold>55.26%</bold>
								</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Student complaints and/or suggestion box </td>
								<td align="center">18</td>
								<td align="center">23.68</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Discussion forums on the university web page </td>
								<td align="center">28</td>
								<td align="center">36.84</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Chat </td>
								<td align="center">41</td>
								<td align="center">53.95</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Opinion surveys </td>
								<td align="center">8</td>
								<td align="center">10.53</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Blog </td>
								<td align="center">47</td>
								<td align="center">61.84</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Web page contains professor and teacher contact information </td>
								<td align="center">54</td>
								<td align="center">71.05</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Web page contains contact information of the people in charge of the services offered by the university </td>
								<td align="center">62</td>
								<td align="center">81.58</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Web page offers option to be included on a mailing list to receive information and news </td>
								<td align="center">59</td>
								<td align="center">77.63</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Web page provides an email address different from webmaster for users to request general information </td>
								<td align="center">61</td>
								<td align="center">80.26</td>
							</tr>
							<tr>
								<td align="left" colspan="2">
									<bold>NAVIGABILITY, DESIGN AND ACCESSIBILITY</bold>
								</td>
								<td align="center" colspan="2">
									<bold>60.53%</bold>
								</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Specific section available on web pages for accessing each type of information </td>
								<td align="center">70</td>
								<td align="center">92.11</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Electronic formats utilized for the dissemination of information </td>
								<td align="center">5</td>
								<td align="center">6.58</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Information supplied available in different languages </td>
								<td align="center">40</td>
								<td align="center">52.63</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Search system on web page </td>
								<td align="center">69</td>
								<td align="center">90.79</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Web page clearly differentiates the presence of the public institution&#x2019;s internal links from external ones </td>
								<td align="center">65</td>
								<td align="center">85.52</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Site Map available that clearly identifies information content on web page </td>
								<td align="center">61</td>
								<td align="center">80.26</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Web page utilizes hyperlinks as tool with supplied information </td>
								<td align="center">8</td>
								<td align="center">10.53</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Responsibility for content contained on web page </td>
								<td align="center">45</td>
								<td align="center">59.21</td>
							</tr>
							<tr>
								<td align="left" colspan="2">Web page offers information in audio and/or visual format </td>
								<td align="center">51</td>
								<td align="center">67.11</td>
							</tr>
							<tr>
								<td align="left">
									<bold>Total</bold>
								</td>
								<td align="left">
									<bold>Global Online Transparency Index</bold>
								</td>
								<td align="left"> </td>
								<td align="center">
									<bold>53.64%</bold>
								</td>
							</tr>
						</tbody>
					</table>
				</table-wrap>
				<p>A few prior empirical studies on web disclosure have focused on HEIs (e.g., <xref ref-type="bibr" rid="B19">Crawford, 2012</xref>; <xref ref-type="bibr" rid="B24">D&#xed;az et al., 2015</xref>; <xref ref-type="bibr" rid="B51">Kirchner et al., 2016</xref>; <xref ref-type="bibr" rid="B77">Saraite et al., 2018</xref>; <xref ref-type="bibr" rid="B74">Ram&#xed;rez and Tejada, 2019</xref>). Among the existing studies, there are those that examine stakeholders&#x2019; perceptions of the importance of web transparency (<xref ref-type="bibr" rid="B26">Evgenievich et al., 2015</xref>; <xref ref-type="bibr" rid="B75">Ram&#xed;rez et al., 2016</xref>; <xref ref-type="bibr" rid="B31">Fl&#xf3;rez et al., 2017</xref>); those that examine the actual web transparency carried out by the university, albeit focusing on one specific dimension such as the information contained on the web page (<xref ref-type="bibr" rid="B19">Crawford, 2012</xref>; <xref ref-type="bibr" rid="B30">Fl&#xf3;rez et al., 2014</xref>; <xref ref-type="bibr" rid="B9">Brusca et al., 2019</xref>; <xref ref-type="bibr" rid="B81">Son-Turan and Lambrechts, 2020</xref>), E-services (<xref ref-type="bibr" rid="B50">Kim et al., 2014</xref>) or E-participation (<xref ref-type="bibr" rid="B24">D&#xed;az et al., 2015</xref>; <xref ref-type="bibr" rid="B57">Li and Zhao, 2020</xref>) and those that take a more synthetized approach to various dimensions (<xref ref-type="bibr" rid="B71">Pinto et al., 2009</xref>; <xref ref-type="bibr" rid="B32">Gallego et al., 2011</xref>; <xref ref-type="bibr" rid="B60">Manes et al., 2018</xref>; <xref ref-type="bibr" rid="B74">Ram&#xed;rez and Tejada, 2019</xref>). Similarly, a number of studies have examined accessibility and usability issues on university websites (<xref ref-type="bibr" rid="B10">Buenadicha et al., 2001</xref>; <xref ref-type="bibr" rid="B45">Hilera et al., 2013</xref>; <xref ref-type="bibr" rid="B13">Casasola et al., 2017</xref>; <xref ref-type="bibr" rid="B46">&#x130;&#x15f;eri et al., 2017</xref>; <xref ref-type="bibr" rid="B1">Acosta-Vargas et al., 2018</xref>).</p>
				<p>Therefore, there is a need for research that examines the information provided by universities on their websites and the factors that explain this transparency practice.</p>
			</sec>
			<sec id="sec2.2">
				<label>2.2.</label>
				<title>Explanatory factors of online disclosure by universities</title>
				<p>This study concentrates on some factors that have been considered in previous research in the context of the corporate and public sectors, as well as some factors that are unique to the higher education sector (<xref ref-type="bibr" rid="B77">Saraite et al., 2018</xref>; <xref ref-type="bibr" rid="B56">Larr&#xe1;n et al., 2019</xref>; <xref ref-type="bibr" rid="B80">Segura-Mari&#xf1;o et al., 2020b</xref>; <xref ref-type="bibr" rid="B38">Garde et al., 2021</xref>). Seven variables have been chosen in particular: private funding, internationality, gender, academic performance, social media presence, university age, and university size.</p>
				<sec id="sec2.2.1">
					<label>2.2.1.</label>
					<title>Size</title>
					<p>From the perspective of the legitimacy theory, the larger organizations utilize social reporting and web-based communication to satisfy the greater disclosure pressure and accomplish greater consensus. From the perspective of stakeholder theory, a website can be a dependable and effective means of communication to fulfil university stakeholders&#x2019; accountability (<xref ref-type="bibr" rid="B47">Ismail and Bakar, 2011</xref>). In addition, from the perspective of agency theory, the disclosure of corporate information reduces agency costs resulting from conflicts of interest between managers and shareholders and between managers and debtholders (<xref ref-type="bibr" rid="B32">Gallego et al., 2011</xref>). Taking these considerations into account, organizational size has been shown to have a positive effect on online disclosure (<xref ref-type="bibr" rid="B21">Cuadrado et al., 2014</xref>), as larger entities have more resources and are subject to a greater demand for transparency from a larger number of stakeholder groups. Large universities are more willing to disclose information on their websites in order to maintain their image among a large audience, according to previous research (<xref ref-type="bibr" rid="B39">Gordon et al., 2002</xref>; <xref ref-type="bibr" rid="B32">Gallego et al., 2011</xref>; <xref ref-type="bibr" rid="B14">Cat&#xf3;lico, 2012</xref>; <xref ref-type="bibr" rid="B36">Garde et al., 2013</xref>; <xref ref-type="bibr" rid="B77">Saraite et al., 2018</xref>; <xref ref-type="bibr" rid="B3">Andrades et al., 2021</xref>). Nevertheless, <xref ref-type="bibr" rid="B31">Fl&#xf3;rez et al. (2017)</xref>, <xref ref-type="bibr" rid="B60">Manes et al. (2018)</xref>, and <xref ref-type="bibr" rid="B79">Segura-Marino et al. (2020a)</xref> found no correlation between universities size and the extent of online disclosure.</p>
					<p>Therefore, based on the arguments and prior research, this study establishes the following hypothesis:</p>
					<disp-quote>
						<p>
							<italic>H1: There is a positive relationship between university size and the web transparency of Spanish universities.</italic>
						</p>
					</disp-quote>
				</sec>
				<sec id="sec2.2.2">
					<label>2.2.2.</label>
					<title>Age</title>
					<p>Younger organisations are more innovative and more likely to adopt new technologies to improve accountability practices than older organisations, which may experience problems of inertia due to internally consolidated routines and change resistance (<xref ref-type="bibr" rid="B78">Saxton and Guo, 2011</xref>; <xref ref-type="bibr" rid="B60">Manes et al., 2018</xref>). Concerning higher education, <xref ref-type="bibr" rid="B5">Banks et al. (1997, p. 211)</xref> reported that &#x201c;<italic>established universities tended to have higher quality disclosure than new universities in the service performance and financial performance categories</italic>&#x201d; for universities in England, Wales, and Northern Ireland. Several empirical studies (<xref ref-type="bibr" rid="B64">Murias et al., 2008</xref>; <xref ref-type="bibr" rid="B47">Ismail and Bakar, 2011</xref>; <xref ref-type="bibr" rid="B14">Cat&#xf3;lico, 2012</xref>; <xref ref-type="bibr" rid="B36">Garde et al., 2013</xref>; <xref ref-type="bibr" rid="B79">Segura-Mari&#xf1;o et al., 2020a</xref>) indicate that age (older universities) has a positive effect on the web transparency of universities. However, <xref ref-type="bibr" rid="B77">Saraite et al. (2018)</xref> found that newer universities are the most enthusiastic about using websites. While <xref ref-type="bibr" rid="B32">Gallego et al. (2011)</xref>, <xref ref-type="bibr" rid="B8">Bisogno et al. (2014)</xref>, <xref ref-type="bibr" rid="B60">Manes et al. (2018)</xref>, and <xref ref-type="bibr" rid="B38">Garde et al. (2021)</xref> have discovered no significant correlation between university age and online disclosure. </p>
					<p>It is logical in this situation to examine empirically whether age at university has a positive correlation with online disclosure. Consequently, this investigation proposed the next hypothesis:</p>
					<disp-quote>
						<p>
							<italic>H2. There is an association between Spanish university age and their transparency.</italic>
						</p>
					</disp-quote>
				</sec>
				<sec id="sec2.2.3">
					<label>2.2.3.</label>
					<title>Funding</title>
					<p>According to <xref ref-type="bibr" rid="B39">Gordon et al. (2002)</xref>, the primary distinction between public and private entities is that private universities rely primarily on student fees and private donations, whereas public universities are primarily funded by the government. This could imply, according to the stakeholder theory, that public universities in Spain would disclose more online information than private universities because they are required to do so by the government (<xref ref-type="bibr" rid="B3">Andrades et al., 2021</xref>). <xref ref-type="bibr" rid="B32">Gallego et al. (2011)</xref> contend that public universities should be more interested in disclosing information because they must address political concerns to a greater extent than private universities. However, their study of Spanish universities yielded inconclusive results. Likewise, in the Spanish university system, only public universities are subject to the mandatory reporting requirements outlined in the law on transparency, access to public information, and good governance. Thus, according to institutional theory, coercive forces derived from the regulation may cause public universities in Spain to have higher levels of disclosure than private universities (<xref ref-type="bibr" rid="B49">Kansal et al., 2018</xref>). <xref ref-type="bibr" rid="B79">Segura-Mari&#xf1;o et al. (2020a)</xref> and <xref ref-type="bibr" rid="B3">Andrades et al. (2021)</xref> determined empirically that public universities possess a higher web communication index than private universities.</p>
					<p>However, <xref ref-type="bibr" rid="B77">Saraite et al. (2018)</xref> argue that private universities may be more motivated than public universities to be transparent, as the trust of donors and students can be highly volatile, and as a result, they may be under increasing pressure to meet the accountability expectations of their current and potential stakeholders. These authors provided empirical evidence that privately funded universities are the most interested in utilising websites. Furthermore, <xref ref-type="bibr" rid="B36">Garde et al. (2013</xref>, <xref ref-type="bibr" rid="B38">2021)</xref> note that private institutions are most interested in disseminating information on their websites to obtain a competitive advantage due to the fierce competition for limited financial resources.</p>
					<p>Considering these factors, the third hypothesis is as follows:</p>
					<disp-quote>
						<p>
							<italic>H3. Funding affects the web transparency of the Spanish universities.</italic>
						</p>
					</disp-quote>
				</sec>
				<sec id="sec2.2.4">
					<label>2.2.4.</label>
					<title>Internationality</title>
					<p>In recent decades, a number of programmes (Tempus and Erasmus) and policy reforms (the Bologna Process) have pushed for the harmonization of all European university systems in order to promote comparability and competition among them (<xref ref-type="bibr" rid="B60">Manes et al., 2018</xref>, <xref ref-type="bibr" rid="B73">Ram&#xed;rez et al., 2019</xref>), with a particular emphasis on the international mobility of students (<xref ref-type="bibr" rid="B2">Altbach and Knight, 2007</xref>; <xref ref-type="bibr" rid="B32">Gallego et al., 2011</xref>). To attract more international students and researchers, universities should provide more information about their activities and services (<xref ref-type="bibr" rid="B75">Ram&#xed;rez et al., 2016</xref>). According to <xref ref-type="bibr" rid="B32">Gallego et al. (2011)</xref>, the website is a useful instrument for promoting and disclosing activities and opportunities to a global audience due to its immediate accessibility and usability (many websites are available in multiple European languages). In fact, their investigation of the online disclosure of Spanish universities revealed a correlation between internationality and online disclosure. In addition, <xref ref-type="bibr" rid="B60">Manes et al. (2018)</xref> demonstrated that internationality positively influences the intellectual capital disclosure of Italian universities.</p>
					<p>Accordingly, based on the aforementioned arguments and previous research, a positive correlation between university internationalisation and the level of online disclosure is anticipated. This investigation specifically proposes the following hypothesis:</p>
					<disp-quote>
						<p>
							<italic>H4. There is a positive correlation between the internationalisation of Spanish universities and their web transparency.</italic>
						</p>
					</disp-quote>
				</sec>
				<sec id="sec2.2.5">
					<label>2.2.5.</label>
					<title>Presence in social media</title>
					<p>Social media provide numerous opportunities to enhance information transparency and communication between organizations and their stakeholders (<xref ref-type="bibr" rid="B20">Criado et al., 2013</xref>; <xref ref-type="bibr" rid="B33">Gand&#xed;a et al., 2016</xref>). <xref ref-type="bibr" rid="B72">Pisano et al. (2017)</xref> found through a review of the literature that social networking sites appear to offer the most intriguing opportunity to captivate the attention of stakeholders and develop long-term relationships with them. Examining the relationship between the use of Web 2.0 technologies and the web transparency of Spanish universities is thus particularly intriguing.</p>
					<p>Regarding higher education institutions, <xref ref-type="bibr" rid="B74">Ram&#xed;rez and Tejada (2019)</xref> believe that social media contributes to a university&#x2019;s communication effectiveness because it makes information more visible and accessible to stakeholders and increases corporate dialogue in the context of voluntary disclosure. However, literature analysing the use of social media by universities is scarce (<xref ref-type="bibr" rid="B52">Knight and Kaye, 2016</xref>; <xref ref-type="bibr" rid="B17">Clark et al., 2017</xref>; <xref ref-type="bibr" rid="B34">Garc&#xed;a, 2018</xref>; <xref ref-type="bibr" rid="B74">Ram&#xed;rez and Tejada, 2019</xref>).</p>
					<p>This study investigates whether the participation of universities in social media has an effect on their web transparency. This motivates the development of the following hypothesis:</p>
					<disp-quote>
						<p>
							<italic>H5. Universities with a social media presence report greater levels of web transparency.</italic>
						</p>
					</disp-quote>
				</sec>
				<sec id="sec2.2.6">
					<label>2.2.6.</label>
					<title>Leverage</title>
					<p>According to the agency theory, leverage is another factor associated with a greater quantity of disclosed information, particularly as a result of leverage-related conflicts. In this sense, companies with higher levels of debt incur greater agency costs, as there is a possibility of wealth transfer from debtholders to stockholders. Due to the high presence of external financiers, firms with a high level of debt incur greater monitoring expenses (<xref ref-type="bibr" rid="B39">Gordon et al., 2002</xref>). Corporations can reduce their agency costs and potential conflicts of interest between proprietors and creditors by disclosing more information (<xref ref-type="bibr" rid="B32">Gallego et al., 2011</xref>).</p>
					<p>In the university context, <xref ref-type="bibr" rid="B39">Gordon et al. (2002</xref>), <xref ref-type="bibr" rid="B67">Ntim et al. (2017)</xref>, and <xref ref-type="bibr" rid="B66">Nicol&#xf3; et al. (2020)</xref> found no empirically significant relationship between university leverage and disclosure. However, <xref ref-type="bibr" rid="B32">Gallego et al. (2011)</xref> discovered evidence that universities with lower levels of leverage disclose more information online, while those with higher levels of debt are more reluctant to disclose their internal situation on the web.</p>
					<p>Therefore, based on the theory and previous research, the following hypothesis has been established:</p>
					<disp-quote>
						<p>H6. There is a correlation between university leverage and Spanish university web transparency. </p>
					</disp-quote>
				</sec>
				<sec id="sec2.2.7">
					<label>2.2.7.</label>
					<title>Gender of Chancellor</title>
					<p>The profile and personality of the Chancellor may influence the administrative style of the university and may be notably relevant to the university&#x2019;s overall stance on transparency, thereby influencing the decision and/or process of providing online information.</p>
					<p>At the same time, women tend to be more collaborative and democratic (<xref ref-type="bibr" rid="B25">Eagly and Johannesen- Schmidt, 2001</xref>) than men (<xref ref-type="bibr" rid="B63">Merchant, 2012</xref>). Empirical research (<xref ref-type="bibr" rid="B43">Hatcher, 2003</xref>; <xref ref-type="bibr" rid="B63">Merchant, 2012)</xref> identify fundamental gender differences in organizational values, management styles, policy preferences, and leadership strategies. Theoretically, and in accordance with the moral reasoning theory, female managers have certain psychological attitudes and a greater social orientation, which makes them more inclined to value stakeholder demands (<xref ref-type="bibr" rid="B12">Cabeza-Garc&#xed;a et al., 2018</xref>). <xref ref-type="bibr" rid="B11">Burke and Collins (2001)</xref> note that women are more likely to report using an interactive management approach that results in more effective communication. According to <xref ref-type="bibr" rid="B29">Fine (2009)</xref>, ethical considerations are central to women&#x2019;s conceptions of leadership, and they have a lower propensity to commit fraud (<xref ref-type="bibr" rid="B84">Vermeir and Van Kenhove, 2008</xref>), which has a positive impact on the degree of transparency. </p>
					<p>Very few studies (<xref ref-type="bibr" rid="B67">Ntim et al., 2017</xref>; <xref ref-type="bibr" rid="B37">Garde et al., 2020</xref>; <xref ref-type="bibr" rid="B3">Andrades et al., 2021</xref>) have examined the relationship between the Chancellor&#x2019;s gender and online transparency in the context of higher education. All of these studies, however, find no correlation between the gender of the university&#x2019;s chancellor and the disclosure policy.</p>
					<p>Therefore, it is reasonable to examine empirically whether the gender of the Chancellor may be a factor in online disclosure. Consequently, this investigation proposed the next hypothesis:</p>
					<disp-quote>
						<p>
							<italic>H7: Universities with female Chancellors demonstrate greater online transparency.</italic>
						</p>
					</disp-quote>
				</sec>
			</sec>
		</sec>
		<sec id="sec3" sec-type="methods">
			<label>3.</label>
			<title>Methodology</title>
			<sec id="sec3.1">
				<label>3.1.</label>
				<title>Sample and data collection</title>
				<p>Our sample is based on the total population of Spanish universities as of December 31, 2019 (50 public universities and 26 private universities).</p>
				<p>We collected two primary categories of secondary data: university characteristics such as size, age, funding, internationality, presence on social media, leverage, and the Chancellor&#x2019;s gender, and the global online transparency index (GOTI). In 2019, these data were collected from each university&#x2019;s website.</p>
			</sec>
			<sec id="sec3.2">
				<label>3.2.</label>
				<title>Research design</title>
				<p>This paper&#x2019;s research is structured in two phases. First, a content analysis of all 76 Spanish universities&#x2019; websites was performed between September and December of 2019. The purpose of content analysis is to analyse collected data in a systematic, objective, and reliable manner (<xref ref-type="bibr" rid="B41">Guthrie, 2014</xref>; <xref ref-type="bibr" rid="B53">Krippendorff, 1980</xref>; <xref ref-type="bibr" rid="B40">Guthrie et al., 2004</xref>). According to <xref ref-type="bibr" rid="B53">Krippendorff (1980, p. 21)</xref>, content analysis is &#x201c;<italic>a research technique for drawing replicable and valid conclusions from data based on their context</italic>&#x201d;. Moreover, according to <xref ref-type="bibr" rid="B61">McMillan (2000)</xref>, the benefits of content analysis can also be applied to web content analysis. In addition, the content analysis typically yields a disclosure index, which is a numerical indicator that reflects the quantity of information disclosed in order to demonstrate the level of disclosure on the analysed communication channel (<xref ref-type="bibr" rid="B32">Gallego et al., 2011</xref>; <xref ref-type="bibr" rid="B55">Lacy et al., 2015</xref>). This study employs a modified version of the global online transparency index (GOTI) developed by <xref ref-type="bibr" rid="B77">Saraite et al. (2018)</xref> to quantify and evaluate the level of online transparency in Spanish universities. This index consists of 76 items divided into four dimensions: E-Information (it refers to the inclusion of information on the Internet about the main aspects of the university), E-Services (online services that optimise the process of learning and administrative services), E-Participation (online participatory democratic process in order to obtain the involvement of their heterogeneous stakeholders), and Navigability, Design, and Accessibility (characteristics of the webpage that facilitate the involvement of their diverse stakeholders). The E-Information dimension is comprised of seven subcategories: university overview, university organization and governance, financial items, general services: input (of students and resources), teaching services: process, teaching services: output, research services, and community services. </p>
				<p>After delineating the information to be included in the disclosure index, a comprehensive analysis of the content of Spanish university websites was conducted. Specifically, the accumulation of data was conducted manually by two researchers who analyzed the websites of the 76 universities in Spain. The authors collected the data between September 2019 and December 2019. These researchers conducted the content analysis, which, according to previous scholars (<xref ref-type="bibr" rid="B40">Guthrie et al., 2004</xref>; <xref ref-type="bibr" rid="B82">Striukova et al., 2008</xref>), contributes to the precision and dependability of the coding procedure. Initially, a meeting was held to establish the strategy for each indicator. In particular, the researchers coded a sample of websites from ten universities. After discussing the differences and determining the final set of coding principles, the two researchers conducted the analysis independently. In conclusion, the results were reviewed to resolve any discrepancies and eliminate any potential bias. No significant discrepancies were reported, indicating that the coding was reliable. In instances where there was disagreement regarding the score ascribed to a particular item, a third researcher was consulted to determine the appropriate value. Krippendorf&#x2019;s Alpha was calculated for the purpose of calculating the intercoder reliability test. The average value should be &#x3b1;k &#x2265; 0.70 (<xref ref-type="bibr" rid="B54">Krippendorff, 2011</xref>). The &#x3b1;k = 0.9 was obtained. This is likely due to the fact that there was no significant confusion during the contributor&#x2019;s training or during the final data collection.</p>
				<p>As GOTI is a numerical indicator with the purpose of quantifying the amount of information that is disclosed (<xref ref-type="bibr" rid="B32">Gallego et al., 2011</xref>), a dichotomous scoring method was selected in accordance with previous research that suggests an item&#x2019;s presence is not correlated with its importance (<xref ref-type="bibr" rid="B87">Wood, 2000</xref>) and those with comparable research objectives (<xref ref-type="bibr" rid="B10">Buenadicha et al., 2001</xref>). Thus, a specific item (di) was assigned a &#x201c;1&#x201d; if the information was available on the webpage and a &#x201c;0&#x201d; otherwise. The quotient between the aggregates of all item scores (di) and the total number of items observed (76 items) determines the GOTI. In order to convey this as a percentage, this was multiplied by 100.</p>
				<p>Taking these factors into account, the GOTI is calculated as follows:</p>
				<disp-formula id="e1">
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						<mml:mo>&#x2217;</mml:mo>
						<mml:mn>100</mml:mn>
					</mml:math>
				</disp-formula>
				<p>where <inline-formula>
						<mml:math>
							<mml:mrow>
								<mml:msubsup>
									<mml:mo stretchy="false">&#x2211;</mml:mo>
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										<mml:mo>=</mml:mo>
										<mml:mn>1</mml:mn>
									</mml:mrow>
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										<mml:mn>76</mml:mn>
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					</inline-formula> is the score obtained in the sub-group of 76 items. The maximum value of the GOTI is 1 and the minimum is 0. </p>
				<p>Using Cronbach&#x2019;s alpha as recommended by <xref ref-type="bibr" rid="B28">Feldt (1969)</xref>, the internal consistency of the GOTI index was calculated to be &#x3b1;c = 0.68, which is an acceptable value for exploratory research (<xref ref-type="bibr" rid="B42">Hair et al., 2014</xref>).</p>
				<p>In the second phase, we employed the ordinary least squares (OLS) regression technique to determine the extent to which the selected explanatory variables could affect the level of online transparency.</p>
				<p>To analyse the determinants of online transparency, the following model is proposed for both of them:</p>
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						<mml:mi>l</mml:mi>
						<mml:mi>l</mml:mi>
						<mml:mi>o</mml:mi>
						<mml:mi>r</mml:mi>
						<mml:mo>)</mml:mo>
						<mml:mi> </mml:mi>
						<mml:mo>+</mml:mo>
						<mml:mi> </mml:mi>
						<mml:mi>&#x3b5;</mml:mi>
						<mml:mi>i</mml:mi>
					</mml:math>
				</disp-formula>
				<p>where GOTI is the global online transparency index of university; &#x3b2;0 is the constant; &#x3b2;1-&#x3b2;7 is the coefficient of the explanatory variables (size, age, funding, internationality, presence in social media, leverage, and gender of Chancellor); &#x3b5;i is the error or disturbance terms of university.</p>
				<p>
					<xref ref-type="table" rid="t2">Table II</xref> summarizes the hypothesis, definitions of variables, proxies and expected signs. </p>
				<table-wrap id="t2">
					<label>Table II</label>
					<caption>
						<title>Summary of hypothesis and independent variables</title>
					</caption>
					<table>
						<colgroup>
							<col/>
							<col/>
							<col/>
							<col/>
						</colgroup>
						<thead>
							<tr>
								<th align="left">Hypothesis</th>
								<th align="left">Variable</th>
								<th align="left">Variable proxy</th>
								<th align="center">Expected sign</th>
							</tr>
						</thead>
						<tbody>
							<tr>
								<td align="left">H1</td>
								<td align="left">Size</td>
								<td align="left">Number of students</td>
								<td align="center">+</td>
							</tr>
							<tr>
								<td align="left">H2</td>
								<td align="left">Age</td>
								<td align="left">Number of years since the foundation year</td>
								<td align="center">+/-</td>
							</tr>
							<tr>
								<td align="left">H3</td>
								<td align="left">Internationality</td>
								<td align="left">Number of foreign students/number of students</td>
								<td align="center">+</td>
							</tr>
							<tr>
								<td align="left">H4</td>
								<td align="left">Funding</td>
								<td align="left">Dummy variable, noting 1 in the case of private universities and 0 for public ones</td>
								<td align="center">+/-</td>
							</tr>
							<tr>
								<td align="left">H5</td>
								<td align="left">Leverage</td>
								<td align="left">Debt ratio, measured by total debt/total assets ratio</td>
								<td align="center">+/-</td>
							</tr>
							<tr>
								<td align="left">H6</td>
								<td align="left">Chancellor&#x2019;s gender</td>
								<td align="left">Dummy variable: 1 if the Chancellor is female and 0 otherwise</td>
								<td align="center">+</td>
							</tr>
							<tr>
								<td align="left" rowspan="3">H7</td>
								<td align="left" rowspan="3">Use intensity in social media</td>
								<td align="left">Presence Index to examine the use that universities make of the two most popular social media: Twitter and Facebook.</td>
								<td align="center" rowspan="3">+</td>
							</tr>
							<tr>
								<td align="left">For Twitter: we measure the activity through the number of tweets, the number of followers, the number of &#x201c;followings&#x201d; and the number of retweets.</td>
							</tr>
							<tr>
								<td align="left">For Facebook: we use the number of likes</td>
							</tr>
						</tbody>
					</table>
				</table-wrap>
			</sec>
		</sec>
		<sec id="sec4" sec-type="results|discussion">
			<label>4.</label>
			<title>Results and discussion</title>
			<sec id="sec4.1">
				<label>4.1.</label>
				<title>Content analysis results: web transparency of universities</title>
				<p>Globally, the analysis of university websites revealed an online transparency level of 53.64 percent (see <xref ref-type="table" rid="t1">Table I</xref>). This result is consistent with the assertion that, despite the fact that the web can be an effective and useful tool for disclosing information to the broad range of stakeholders involved in university activities, its use by Spanish universities is below the desired level (<xref ref-type="bibr" rid="B9">Brusca et al., 2019</xref>; <xref ref-type="bibr" rid="B74">Ram&#xed;rez and Tejada, 2019</xref>).</p>
				<p>Regarding subindexes, this study demonstrates that universities do not place equal emphasis on all aspects. In particular, it was observed that &#x201c;Navigability, Design, and Accessibility&#x201d; and &#x201c;E-participation&#x201d; had higher values than &#x201c;E-Information&#x201d; and &#x201c;E-Services&#x201d;. This result is consistent with the findings of <xref ref-type="bibr" rid="B77">Saraite et al. (2018)</xref>, who found that the top 100 universities in the world are aware of the importance of having a website with adequate &#x201c;Navigability, Design, and Accessibility&#x201d;, while &#x201c;E-Information&#x201d; was the least valued dimension.</p>
				<p>Focusing on categories, the mean value of &#x201c;E-Information&#x201d; is 51.39 percent, indicating that, on average, Spanish universities do not disclose many of the items that should be disclosed in accordance with stakeholder theory. Specifically, Spanish universities are more likely to disclose items related to &#x201c;General services: Input of students and resources&#x201d;: (73.50%) and &#x201c;Teaching services: Process&#x201d; (64.74%), which is not surprising given that teaching appears to be the primary mission of most universities. In addition, the subtopic University organisation and governance (73.19%) are extensively accessible online. The lowest scores pertain to financial items (31.39%), highlighting the dearth of transparency regarding the financial performance statement and financial ratios. Additionally, the subsection &#x201c;Community services&#x201d; registered a low result, achieving an average value of 34.21%, indicating that despite the emerging third mission, characterised by synergy with the external community of industries and research centres, Spanish universities disclose a low quality and quantity of this information on their websites. Previous studies (<xref ref-type="bibr" rid="B32">Gallego et al., 2011</xref>; <xref ref-type="bibr" rid="B14">Cat&#xf3;lico, 2012</xref>; <xref ref-type="bibr" rid="B31">Fl&#xf3;rez et al., 2017</xref>; <xref ref-type="bibr" rid="B77">Saraite et al., 2018</xref>; <xref ref-type="bibr" rid="B74">Ram&#xed;rez and Tejada, 2019</xref>) have highlighted the need for higher education institutions to exert more effort on E-information.</p>
				<p>The results, however, indicate that there is a high level of interest in &#x201c;Navigability, Design, and Accessibility&#x201d; (the mean value is 60.53%). Specifically, the obtained values indicate that the websites of Spanish universities have a high level of navigability and accessibility but not interactivity. The item with the highest usage rate was the presence of a section used specifically to access each category of information (92.11%). Similarly, the majority of cases included a search function on their pages, and the internal links of the university were distinguished from external links in 85.52 percent of instances. However, only a few cases (10.53%) included hyperlinks as a tool alongside the supplied information. These findings are consistent with those of other studies (<xref ref-type="bibr" rid="B45">Hilera et al., 2013</xref>; <xref ref-type="bibr" rid="B13">Casasola et al., 2017</xref>; <xref ref-type="bibr" rid="B46">&#x130;&#x15f;eri et al., 2017</xref>; <xref ref-type="bibr" rid="B1">Acosta-Vargas et al., 2018</xref>), indicating that there is still work to be done before the entire university community is fully accesible. </p>
				<p>The &#x201c;E-Participation&#x201d; subindex represented 55.26 percent of the total items. It was striking to discover that only 10.53 percent of universities offered online opinion polls when analysing this category. Also receiving a low score was the student complaints and suggestions box (23.68%). In contrast, it was observed that contact information for those in command of the services was abundant, with a value of 81.58%. These results indicate that the mechanisms implemented by Spanish universities to improve e-participation are still in their infancy, which is consistent with the findings of <xref ref-type="bibr" rid="B24">D&#xed;az et al. (2015)</xref> and <xref ref-type="bibr" rid="B57">Li and Zhao (2020)</xref>, who assert that higher education institutions need to pay more attention to facilitating the e-participation process and providing the necessary channels to receive feedback from the public. </p>
				<p>Finally, &#x201c;E-Services&#x201d; dimension received the lowest score (47.37%). In terms of this category of information, it is important to note that 65.79 percent of the studied universities offered downloadable forms and applications for managing official study procedures. In only 26.32 percent of all cases, it was possible to complete the entire process online, including payment, for unofficial studies. </p>
				<p>Therefore, despite the fact that the Internet can be an effective and useful tool for disseminating information to the vast array of stakeholders engaged in university activities, its use by Spanish universities falls short of expectations. In this regard, these results demonstrate the need for universities in Spain to make greater efforts to disseminate pertinent information and establish interaction mechanisms that facilitate effective communication. Moreover, our findings are consistent with those of <xref ref-type="bibr" rid="B74">Ram&#xed;rez and Tejada (2019)</xref>, <xref ref-type="bibr" rid="B9">Brusca et al. (2019)</xref>, and <xref ref-type="bibr" rid="B3">Andrades et al. (2021)</xref>, who discovered that Spanish universities are attempting to create websites with the properties recommended by the literature. Moreover, if we compare our results with those of <xref ref-type="bibr" rid="B32">Gallego et al. (2011)</xref>, we can see that, despite the 2013 implementation of the law on transparency, access to public information, and good governance, the situation regarding the characteristics of the websites of Spanish universities has not changed after ten years. </p>
			</sec>
			<sec id="sec4.2">
				<label>4.2.</label>
				<title>Linear regression model: empirical finding of ols model</title>
				<p>
					<xref ref-type="table" rid="t3">Table III</xref> contains the principal descriptive statistics of the independent variables used in the regressions.</p>
				<table-wrap id="t3">
					<label>Table III</label>
					<caption>
						<title>Descriptive statistics for independent variables</title>
					</caption>
					<table>
						<colgroup>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
						</colgroup>
						<thead>
							<tr>
								<th align="left">Independent variables</th>
								<th align="center">Min</th>
								<th align="center">Max</th>
								<th align="center">Mean</th>
								<th align="center">Std. Dev</th>
							</tr>
						</thead>
						<tbody>
							<tr>
								<td align="left">University size</td>
								<td align="center">4,367</td>
								<td align="center">143,830</td>
								<td align="center">22,786</td>
								<td align="center">27,933</td>
							</tr>
							<tr>
								<td align="left">University age</td>
								<td align="center">4</td>
								<td align="center">801</td>
								<td align="center">102</td>
								<td align="center">179</td>
							</tr>
							<tr>
								<td align="left">Internationality</td>
								<td align="center">0.04</td>
								<td align="center">0.087</td>
								<td align="center">0.048</td>
								<td align="center">0.032</td>
							</tr>
							<tr>
								<td align="left">Funding</td>
								<td align="center">0</td>
								<td align="center">1</td>
								<td align="center">0.32</td>
								<td align="center">0.75</td>
							</tr>
							<tr>
								<td align="left">Leverage</td>
								<td align="center">0.14</td>
								<td align="center">0.89</td>
								<td align="center">0.69</td>
								<td align="center">0.27</td>
							</tr>
							<tr>
								<td align="left">Chancellor&#x2019;s gender</td>
								<td align="center">0</td>
								<td align="center">1</td>
								<td align="center">0.21</td>
								<td align="center">0.43</td>
							</tr>
							<tr>
								<td align="left">Use intensity in social media:</td>
								<td align="center"> </td>
								<td align="center"> </td>
								<td align="center"> </td>
								<td align="center"> </td>
							</tr>
							<tr>
								<td align="left">No of tweets</td>
								<td align="center">660</td>
								<td align="center">21,099</td>
								<td align="center">5,439</td>
								<td align="center">5,273</td>
							</tr>
							<tr>
								<td align="left">No of &#x201c;followers&#x201d;</td>
								<td align="center">280</td>
								<td align="center">84,914</td>
								<td align="center">5,065</td>
								<td align="center">7,985</td>
							</tr>
							<tr>
								<td align="left">No of &#x201c;followings&#x201d;</td>
								<td align="center">0</td>
								<td align="center">18,758</td>
								<td align="center">1,322</td>
								<td align="center">1,840</td>
							</tr>
							<tr>
								<td align="left">No of retweets</td>
								<td align="center">0</td>
								<td align="center">9,769</td>
								<td align="center">1,062</td>
								<td align="center">785</td>
							</tr>
							<tr>
								<td align="left">No of &#x201c;likes&#x201d;</td>
								<td align="center">0</td>
								<td align="center">58,872</td>
								<td align="center">4,815</td>
								<td align="center">6,131</td>
							</tr>
						</tbody>
					</table>
				</table-wrap>
				<p>To test the seven hypotheses, an OLS regression model was performed with web transparency as the dependent variable (i.e., the global online transparency index, GOTI).</p>
				<p>The results of the OLS regression model used to test the seven hypotheses are presented in <xref ref-type="table" rid="t4">Table IV</xref>. Multicollinearity (variance influence factor test) and heteroscedasticity were evaluated as hypotheses underlying the regression model (<xref ref-type="bibr" rid="B44">Hidalgo et al., 2011</xref>). To evaluate multicollinearity issues, the variance inflation factor (VIF) score was calculated for each independent variable. In this instance, the maximum VIF for variable leverage is 3.176, eliminating multicollinearity issues. In addition, White&#x2019;s and Breusch-Pagan&#x2019;s heteroscedasticity analyses were conducted with negative outcomes (<xref ref-type="table" rid="t4">Table IV</xref>). With an adjusted R-Squared of 0.45, the regression model is statistically significant (P-value 0.01).</p>
				<table-wrap id="t4">
					<label>Table IV</label>
					<caption>
						<title>OLS regression model results and test</title>
					</caption>
					<table>
						<colgroup>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
							<col/>
						</colgroup>
						<thead>
							<tr>
								<th align="left"> </th>
								<th align="center">Coefficient</th>
								<th align="center">Standard Error</th>
								<th align="center">t-Statistic</th>
								<th align="center">p-Value</th>
								<th align="center">Sign.</th>
							</tr>
						</thead>
						<tbody>
							<tr>
								<td align="justify">const</td>
								<td align="center">0.176052</td>
								<td align="center">0.134315</td>
								<td align="center">1.0348</td>
								<td align="center">0.4891</td>
								<td align="left"> </td>
							</tr>
							<tr>
								<td align="justify">Size</td>
								<td align="center">0.273746</td>
								<td align="center">0.0988838</td>
								<td align="center">2.5876</td>
								<td align="center">0.0318</td>
								<td align="center">**</td>
							</tr>
							<tr>
								<td align="justify">Age</td>
								<td align="center">-0.0616706</td>
								<td align="center">0.0428916</td>
								<td align="center">-1.4378</td>
								<td align="center">0.1863</td>
								<td align="left"> </td>
							</tr>
							<tr>
								<td align="justify">Funding</td>
								<td align="center">-0.0092279</td>
								<td align="center">0.0104711</td>
								<td align="center">-0.8813</td>
								<td align="center">0.3823</td>
								<td align="left"> </td>
							</tr>
							<tr>
								<td align="justify">Internationality</td>
								<td align="center">0.0438911</td>
								<td align="center">0.0151369</td>
								<td align="center">2.8996</td>
								<td align="center">0.0055</td>
								<td align="center">***</td>
							</tr>
							<tr>
								<td align="justify">Presence in social media</td>
								<td align="center">0.0945028</td>
								<td align="center">0.0504292</td>
								<td align="center">1.2995</td>
								<td align="center">0.1996</td>
								<td align="left"> </td>
							</tr>
							<tr>
								<td align="justify">Leverage</td>
								<td align="center">-0.0330361</td>
								<td align="center">0.0254213</td>
								<td align="center">1.7239</td>
								<td align="center">0.0996</td>
								<td align="center">*</td>
							</tr>
							<tr>
								<td align="justify">Gender of Chancellor</td>
								<td align="center">0.0745031</td>
								<td align="center">0.404172</td>
								<td align="center">0.1843</td>
								<td align="center">0.8544</td>
								<td align="left"> </td>
							</tr>
							<tr>
								<td align="justify">
									<bold>Model specification:</bold>
								</td>
								<td align="center"> </td>
								<td align="center"> </td>
								<td align="center"> </td>
								<td align="center"> </td>
								<td align="left"> </td>
							</tr>
							<tr>
								<td align="justify">Mean dependent variable</td>
								<td align="center">0.597077</td>
								<td align="center" colspan="3">SD dependent variable </td>
								<td align="left">0.128314</td>
							</tr>
							<tr>
								<td align="justify">Sum of squared residuals</td>
								<td align="center">0.385993</td>
								<td align="center" colspan="3">Regression SE </td>
								<td align="left">0.067968</td>
							</tr>
							<tr>
								<td align="justify">R2</td>
								<td align="center">0.511486</td>
								<td align="center" colspan="3">Adjusted R2 </td>
								<td align="left">0.453107</td>
							</tr>
							<tr>
								<td align="justify">F(7,71)</td>
								<td align="center">7.278235</td>
								<td align="center" colspan="3">p-value (F) </td>
								<td align="left">0.000015</td>
							</tr>
							<tr>
								<td align="justify">
									<bold>Notes:</bold>
								</td>
								<td align="center"> </td>
								<td align="center"> </td>
								<td align="center"> </td>
								<td align="center"> </td>
								<td align="left"> </td>
							</tr>
							<tr>
								<td align="left" colspan="6">
									<bold>Test:</bold> t-statistic: LM = 30.2527; p-value = P(Chi-quadro(27) &gt; 23.2427) = 0.624792 (Not heteroscedasticity); </td>
							</tr>
							<tr>
								<td align="left" colspan="6">
									<bold>Breusch-Pagan Test:</bold> t-statistic: LM = 4.36958; p-value = P(Chi-quadro(6) &gt; 4.36958) = 0.567683 (Not heteroscedasticity); </td>
							</tr>
							<tr>
								<td align="left" colspan="6">
									<bold>Variance influence factors test=</bold> Maximum value Complexity 3.176 (Not collinearity) </td>
							</tr>
							<tr>
								<td align="justify" colspan="6">*,**,***Statistically significant at the 10, 5 and 1 per cent levels, respectively</td>
							</tr>
						</tbody>
					</table>
				</table-wrap>
				<p>Three out of seven variables are statistically significant in general: internationality, size, and leverage.</p>
				<p>Internationality specifically has a positive coefficient and is statistically significant at the 1% level (p-value 0.01). This conclusion can be derived from the fact that a higher level of information disclosed by universities can attract more international students, for whom university websites are the primary source of information regarding the activities, services, and financial condition of the universities. Previous research on the level of online information disclosure in universities (<xref ref-type="bibr" rid="B60">Manes et al., 2018</xref>; <xref ref-type="bibr" rid="B32">Gallego et al., 2011</xref>) has found a positive relationship between internationality and online information disclosure. Some features, such as an English-language website and audio and video files, offer international students friendlier and more accessible disclosure. </p>
				<p>Similarly, we discovered a correlation between size and voluntary disclosure. The coefficient for size is positive and statistically significant at the 5% level (p-value 0.05). This result confirms, in accordance with stakeholder theory and political costs theory, that large universities disclose more information to satisfy the information needs of a growing number of stakeholders (taxpayers, governments, students, research centres, and external funders) who demand high levels of transparency and to reduce external pressure and political costs (<xref ref-type="bibr" rid="B86">White et al., 2007</xref>). According to the legitimacy theory, larger universities are more visible and subject to public scrutiny, which may prompt them to disclose more information in order to enhance their legitimacy (<xref ref-type="bibr" rid="B3">Andrades et al., 2021</xref>). In addition, the findings are consistent with those of previous research on universities (<xref ref-type="bibr" rid="B59">Maingoth and Zeghal, 2008</xref>; <xref ref-type="bibr" rid="B32">Gallego et al., 2011</xref>; <xref ref-type="bibr" rid="B77">Saraite et al., 2018</xref>; <xref ref-type="bibr" rid="B14">Cat&#xf3;lico, 2012</xref>; <xref ref-type="bibr" rid="B36">Garde et al., 2013</xref>; <xref ref-type="bibr" rid="B3">Andrades et al., 2021</xref>). </p>
				<p>Leverage is negative and statistically significant at the 10% confidence level (p-value 0.10). This demonstrates that leverage has a negative effect on the extent of web-based disclosure by universities as the quantity of information to disseminate decreases in proportion to leverage. This finding is consistent with <xref ref-type="bibr" rid="B32">Gallego et al. (2011)</xref>, who noted that Spanish universities with greater leverage disclose less information on their websites than universities with minimal leverage. In contrast to the findings of other studies (<xref ref-type="bibr" rid="B39">Gordon et al., 2002</xref>; <xref ref-type="bibr" rid="B67">Ntim et al., 2017</xref>; <xref ref-type="bibr" rid="B66">Nicol&#xf3; et al., 2020</xref>), we find that leverage has no significant effect on the extent of disclosure in the context of higher education. </p>
				<p>On the other hand, there were no significant associations between web transparency and the variables &#x201c;age, funding, social media presence, and gender of the Chancellor.&#x201d; Specifically, age and funding have negative coefficients that are not statistically significant, whereas social media presence and the gender of the Chancellor have positive coefficients that are not statistically significant. These results are consistent with previous studies that found no relationship between public or private funding and online transparency (<xref ref-type="bibr" rid="B32">Gallego et al., 2011</xref>; <xref ref-type="bibr" rid="B31">Fl&#xf3;rez et al., 2017</xref>; <xref ref-type="bibr" rid="B9">Brusca et al., 2019</xref>); studies that found no significant relationship between university&#x2019; age and online transparency (<xref ref-type="bibr" rid="B32">Gallego et al., 2011</xref>; <xref ref-type="bibr" rid="B8">Bisogno et al., 2014</xref>; <xref ref-type="bibr" rid="B60">Manes et al., 2018</xref>; <xref ref-type="bibr" rid="B38">Garde et al., 2021</xref>); and studies that found that gender of the Chancellor is not a factor affecting the online transparency in higher education institutions (<xref ref-type="bibr" rid="B37">Garde et al., 2020</xref>; <xref ref-type="bibr" rid="B3">Andrades et al., 2021</xref>). </p>
				<p>In conclusion, internationality, size, and leverage appear to be three appropriate factors on which universities can act to develop strategies that positively influence the level of online information transparency. While it appears that the trend regarding the greater or lesser implementation of transparency best practices via the Internet is not influenced by the &#x201c;age, funding, social media presence, and gender of the Chancellor,&#x201d; these factors do appear to play a role. </p>
			</sec>
		</sec>
		<sec id="sec5" sec-type="conclusions">
			<label>5.</label>
			<title>Conclusions and implications</title>
			<p>Universities in Europe and elsewhere are confronted with increased demands for accountability from a growing number of stakeholders. The dependence of the new knowledge economy on information technology increases the need for measurable outcomes (<xref ref-type="bibr" rid="B59">Maingot and Zeghal, 2008</xref>). Moreover, due to the nature of international competition and rankings, universities feel compelled to make their results public based on an appropriate information model. This has prompted us to consider how Spanish universities disseminate information voluntarily on their websites as an external accountability and transparency mechanism. In addition, using the Spanish Law on Transparency, Access to Public Information, and Good Governance as a reference, the purpose of this paper is to demonstrate the importance that Spanish universities attach not only to e-information but also to issues such as e-participation, e-services, and navigability and accessibility in order to achieve online transparency effectively. </p>
			<p>This paper demonstrates that the online transparency of Spanish universities is moderate. In particular, it was observed that &#x201c;Navigability, Design, and Accessibility&#x201d; and &#x201c;E-participation&#x201d; had higher values than &#x201c;E-Information&#x201d; and &#x201c;E-Services&#x201d;. Thus, it appears that universities are aware of the importance of having a website with adequate navigability and accessibility; however, these institutions do not appear to consider it necessary to disclose pertinent information and to establish interaction mechanisms that ensure effective communication and better facilitate the e-participation process. </p>
			<p>Regarding the &#x201c;E-Information&#x201d; dimension, it received a very low score. This finding indicates that the quantity of online information disclosed by Spanish universities is insufficient and does not satisfy the demands of stakeholders or the requirements of the Law on Transparency, Access to Public Information, and Good Governance. Additionally, there are notable distinctions between the subsections. Specifically, it appears that Spanish universities recognize the importance of disclosing online information about &#x201c;Input of students and resources&#x201d;, &#x201c;University organization and governance&#x201d;, and &#x201c;Process of teaching services&#x201d;, but they do not yet recognize the significance of responding to the growing demand for specific information regarding &#x201c;Financial information&#x201d;, &#x201c;Community services&#x201d;, and &#x201c;Outcomes of teaching services&#x201d;. These findings are partially consistent with previous studies (<xref ref-type="bibr" rid="B32">Gallego et al., 2011</xref>; <xref ref-type="bibr" rid="B31">Fl&#xf3;rez et al., 2017</xref>; <xref ref-type="bibr" rid="B77">Saraite et al., 2018</xref>; <xref ref-type="bibr" rid="B74">Ram&#xed;rez and Tejada, 2019</xref>; <xref ref-type="bibr" rid="B3">Andrades et al., 2021</xref>) that have highlighted the need for higher education institutions to invest more in E-information. </p>
			<p>Similarly, our findings indicate that the most disclosed information pertains to institutional and economic information (&#x201c;organizational chart (structure), administrative offices and functions, and budget information&#x201d;), which is required by the Spanish Law on transparency, access to public information, and good governance. The remaining elements, which are optional, have low levels of disclosure. This could be an argument to explain the absence of a culture of accountability in the Spanish context, as the concern for the disclosure of information is lessened if there are no requirements. <xref ref-type="bibr" rid="B35">Garc&#xed;a-Tabuyo et al. (2016)</xref> found that the commitment to transparency is associated more with the attitude of organizations and their managers than with the implementation of regulations. (<xref ref-type="bibr" rid="B68">Ortiz et al., 2018</xref>; <xref ref-type="bibr" rid="B3">Andrades et al., 2021</xref>). The Spanish public management style prioritizes compliance with administrative law over the improvement of public sector organizations&#x2019; efficacy and accountability. Moreover, our findings indicate that the mechanisms implemented by Spanish universities to enhance e-participation and e-services are in their infancy.</p>
			<p>This paper concludes by presenting empirical evidence regarding the potential explanatory factors that could influence the level of online transparency among Spanish universities. Larger, less leveraged, and more internationally focused universities are the ones most interested in utilizing websites to increase transparency, according to the findings. In this regard, according to the legitimacy theory, our findings indicate that larger universities, which are more visible and subject to greater public scrutiny, are the most inclined to use their websites as a channel for providing accounts and enhancing services. Similarly, according to the stakeholder theory, larger universities are more proactive towards online transparency because they have more and more diverse groups of stakeholders interested in how these institutions operate (<xref ref-type="bibr" rid="B77">Saraite et al., 2018</xref>; <xref ref-type="bibr" rid="B3">Andrades et al., 2021</xref>). Our findings also indicate that internationality positively affects online transparency. Given its immediate accessibility and usability, the website is a useful instrument for promoting and disclosing activities and opportunities to an international audience (<xref ref-type="bibr" rid="B32">Gallego et al., 2011</xref>; <xref ref-type="bibr" rid="B60">Manes et al., 2018</xref>). Thirdly, we have discovered that universities with reduced leverage have greater online transparency, as it allows university administrators to demonstrate the quality of their management and competencies and legitimize their actions. </p>
			<p>In contrast, the age, funding, social media presence, and gender of the Chancellor have no significant effect on the implementation of best practises for online transparency in Spanish universities.</p>
			<p>Our findings have significant implications for policy, practise, regulation, and theory.</p>
			<p>According to <xref ref-type="bibr" rid="B67">Ntim et al. (2017)</xref>, from a multi-theoretical perspective, universities that will be able to commit to greater public accountability (public accountability theory) through increased voluntary disclosures may not online enhance their legitimate right to exist (legitimacy theory), but they may gain the support of influential stakeholders, such as alumni, communities, parents, and students, who may offer them access to critical resources, such as capital. This research contributes to the extant theories in the field of voluntary disclosure because it is one of the few attempts to provide a comprehensive view of online disclosure in the context of higher education institutions. </p>
			<p>From a practical standpoint, we would recommend that relevant sector-based institutions, such as the Ministry of Education, consider developing voluntary disclosure guidance and seek regulatory support for such guidance. The academic community and legislators recognise the need for guidelines to enhance universities&#x2019; accountability. Establishing a sector-wide enforcement and compliance body that will specifically monitor the levels of compliance and disclosure of relevant online reporting requirements can be a step in the right direction from a policy and regulatory standpoint. Our evidence suggests that governors, executives, and managers of HEIs require a significant transformation in their reporting and transparency practices. Our findings may be of interest to government bodies in universities in order to identify the items that tend to be disclosed more and those that are still undervalued in order to enhance the content disclosed in this vital communication channel. Specifically, university websites should include important non-financial disclosures pertaining to a broad range of pertinent issues, including prospective information, financial ratios, teaching and research quality, career and employability prospects, and social, environmental, and community contributions, among others. Such an increase in online disclosure would also benefit the internationalization process fostered by the Bologna process, which seeks to encourage comparisons and competition among universities in order to promote excellence in teaching, research, and the third mission. Lastly, in accordance with the recommendation of <xref ref-type="bibr" rid="B3">Andrades et al. (2021)</xref>, it was necessary to implement monitoring elements to ensure compliance with the Spanish law on transparency, access to public information, and good governance, or to penalize organizations that do not comply with such disclosure requirements. </p>
			<p>Despite its contributions, this study has limitations that must be addressed in the future. First, it focuses on a single year (2019), thereby failing to capture reporting trends via longitudinal analysis. Future research may employ a longitudinal data set within a national or cross-national context, which may enhance the generalizability of its findings. In addition, future research may investigate the perspectives of both university management and staff regarding the primary advantages and disadvantages of using online media (websites and social media) as a transparency mechanism. </p>
		</sec>
	</body>
	<back>
		<ack>
			<label>6.</label>
			<title>Acknowledgements</title>
			<p>This work has been supported by University of Castilla-La Mancha and by &#x201c;<italic>ERDF A way of making Europe</italic>&#x201d; (grant 2023-GRIN-34342). We wish to thank the editor and the anonymous reviewers for their constructive suggestions. We would also like to thank Peter Jackson (University of Liverpool) for translating the text to English. </p>
		</ack>
		<ack xml:lang="es">
			<title>Agradecimientos</title>
			<p>El trabajo ha sido financiado por la Universidad de Castilla-La Mancha y por el Fondo Europeo de Desarrollo Regional &#x201c;<italic>Una Manera de hacer Europa</italic>&#x201d; (ayuda 2023-GRIN-34342). Deseamos agradecer al editor y a los revisores an&#xf3;nimos las sugerencias recibidas. Tambi&#xe9;n queremos agradecer a Peter Jackson (Universidad de Liverpool) por la revisi&#xf3;n de la traducci&#xf3;n al ingl&#xe9;s de este manuscrito. </p>
		</ack>
		<sec sec-type="author-contributions">
			<label>7.</label>
			<title>Credit roles</title>
			<p>Yolanda Ram&#xed;rez: Conceptualization, Methodology, Formal analysis, Investigation, Data curation, Writing-Original draft preparation, Writing-Reviewing and Editing, Visualization, Funding acquisition. Francisco Montero: Conceptualization, Methodology, Formal analysis, Investigation, Data curation, Writing-Original draft preparation, Writing-Reviewing and Editing, Visualization. </p>
		</sec>
		<sec sec-type="author-contributions" xml:lang="es">
			<title>Contribuci&#xf3;n a la autor&#xed;a</title>
			<p>Yolanda Ram&#xed;rez: Conceptualizaci&#xf3;n, Metodolog&#xed;a, An&#xe1;lisis formal, Investigaci&#xf3;n, Recopilaci&#xf3;n de datos, Redacci&#xf3;n-Preparaci&#xf3;n del borrador original, Redacci&#xf3;n-Revisi&#xf3;n y edici&#xf3;n, Visualizaci&#xf3;n, Obtenci&#xf3;n de financiaci&#xf3;n. Francisco Montero: Conceptualizaci&#xf3;n, Metodolog&#xed;a, An&#xe1;lisis formal, Investigaci&#xf3;n, Recopilaci&#xf3;n de datos, Redacci&#xf3;n-Preparaci&#xf3;n del borrador original, Redacci&#xf3;n-Revisi&#xf3;n y edici&#xf3;n, Visualizaci&#xf3;n. </p>
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				</mixed-citation>
			</ref>
		</ref-list>
	</back>
</article>