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  <front>
        <journal-meta>
            <journal-id journal-id-type="issn">2829-8896</journal-id>
            <journal-title-group>
                <journal-title>Jurnal Ekonomi dan Bisnis Digital (MINISTAL)</journal-title>
                <abbrev-journal-title>Jurnal Ekonomi dan Bisnis Digital (MINISTAL)</abbrev-journal-title>
            </journal-title-group>
            <issn pub-type="epub">2829-8896</issn>
            <issn pub-type="ppub">2829-8896</issn>
            <publisher>
                <publisher-name>Formosa Publisher</publisher-name>
                <publisher-loc>Jl. Sutomo Ujung No.28 D, Durian, Kecamatan Medan Timur, Kota Medan, Sumatera Utara 20235, Indonesia.</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.55927/ministal.v4i3.15268</article-id>
            <article-categories/>

            <title-group>
                <article-title>The Influence of SIAM, Data Efficiency and Accuracy, Audit Transparency, and Management Accountability on Smart Governance with Good Governance as a Mediating Variable</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <given-names>Rofikul</given-names>
                        <surname>Amin</surname>
                    </name>
                    <address>
                        <email>rofikul.amin@unmer.ac.id</email>
                    </address>
                    <xref ref-type="corresp" rid="cor-0"/>
                </contrib>

                <contrib contrib-type="author">
                    <name>
                        <given-names>Setia Budi</given-names>
                        <surname>Kurniawan</surname>
                    </name>
                </contrib>

                <contrib contrib-type="author">
                    <name>
                        <given-names>Adi</given-names>
                        <surname>Suprayitno</surname>
                    </name>
                </contrib>
            </contrib-group>

            <author-notes>
                <corresp id="cor-1">
                    <bold>Corresponding author: Rofikul Amin</bold>
                    Email:<email>rofikul.amin@unmer.ac.id</email>
                </corresp>
            </author-notes>

            <pub-date-not-available/>
            <volume>4</volume>
            <issue>3</issue>
            <issue-title>The Influence of SIAM, Data Efficiency and Accuracy, Audit Transparency, and Management Accountability on Smart Governance with Good Governance as a Mediating Variable</issue-title>
            <fpage>183</fpage>
            <lpage>194</lpage>
            <history>
                <date date-type="received" iso-8601-date="2025-7-17">
                    <day>17</day>
                    <month>7</month>
                    <year>2025</year>
                </date>
                <date date-type="rev-recd" iso-8601-date="2025-7-31">
                    <day>31</day>
                    <month>7</month>
                    <year>2025</year>
                </date>
                <date date-type="accepted" iso-8601-date="2025-8-20">
                    <day>20</day>
                    <month>8</month>
                    <year>2025</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright© 2025 Formosa Publisher</copyright-statement>
                <copyright-holder>Formosa Publisher</copyright-holder>
                <license>
                    <ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
                    <license-p>This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <self-uri xlink:href="https://npaformosapublisher.org/index.php/ajabm" xlink:title="The Influence of SIAM, Data Efficiency and Accuracy, Audit Transparency, and Management Accountability on Smart Governance with Good Governance as a Mediating Variable">The Influence of SIAM, Data Efficiency and Accuracy, Audit Transparency, and Management Accountability on Smart Governance with Good Governance as a Mediating Variable</self-uri>
            <abstract>
                <p>This  study  aims  to  analyze  the  influence  of  the 
                digitalization  of  the  Management  Administration 
                Information  System  (SIAM),  data  efficiency  and 
                accuracy, transparency and audit trail, and 
                managerial accountability on smart governance 
                with  good  governance  as  a  mediating  variable.  A 
                quantitative approach was used with the Structural 
                Equation Modeling-Partial Least Squares (SEM-
                PLS) method involving 110 respondents from 
                government  agencies.  The  results  of  the  analysis 
                indicate that the digitalization of SIAM has a 
                significant  effect  on  data  efficiency  and  accuracy, 
                which in turn increases transparency and 
                managerial accountability. Each variable has a 
                significant contribution to good governance, which 
                then  strongly  mediates  the  relationship  towards 
                smart  governance.  The  R-square  value  indicates 
                that the model has adequate predictive power, and 
                the  f-square  test  and  path  coefficient  indicate  a 
                substantial strength of the relationship. This study 
                confirms  that  the  success  of  smart  governance  is 
                not  only  determined  by  technological  aspects,  but 
                also  heavily  depends  on  transparent,  accountable, 
                and efficient governance.</p>
            </abstract>
            <kwd-group>
                <kwd>SIAM</kwd>
                <kwd>Data Efficiency</kwd>
                <kwd>Transparency</kwd>
                <kwd>Good Governance</kwd>
                <kwd>Smart Governance</kwd>
            </kwd-group>
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                    <meta-name>File created by JATS Editor</meta-name>
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                </custom-meta>
                <custom-meta>
                    <meta-name>issue-created-year</meta-name>
                    <meta-value>2025</meta-value>
                </custom-meta>
            </custom-meta-group>
        </article-meta>
  </front>
  <body>
    <sec id="introduction">
      <title>INTRODUCTION</title>
        <p>Digital  transformation  in  the  public  sector  has  become  a  major  force  in 
        reshaping the way governments operate, particularly in responding to increasing 
        public  demands  for  efficiency,  accountability,  and  transparency.  Within  this 
        framework, the concept of smart governance has emerged as a new paradigm in 
        government  administration  that  integrates  information  technology to  create  an 
        adaptive, efficient, transparent, and participatory system. Smart governance does 
        not  rely  solely  on  the  use  of  technology,  but  rather  emphasizes  the  strategic 
        integration of administrative processes, citizen participation, and the principles 
        of  good  governance.  This  makes  smart  governance  not  merely  a  technological 
        transformation, but rather a comprehensive reform of government management.</p>
        <p>Meanwhile,  the  principle  of  good  governance  remains  a  key  pillar  of 
        modern government systems. Good governance emphasizes core values such as 
        transparency,  accountability,  participation,  effectiveness,  and  the  rule  of  law, 
        which serve as the foundation for running a clean and responsible government. 
        In  the  context  of  implementing  smart  governance,  the  importance  of  good 
        governance  cannot  be  ignored,  as  it  serves  as  a  balancing  element  between 
        technological  innovation  and  the  ethical  values  of  public  administration.  This 
        means that while technology can accelerate service delivery, without the values 
        of  good  governance,  the  system  may  lose  its  orientation  toward  accountability 
        and public participation. Therefore, synergy between technology and the 
        principles of good governance is essential for the development of a sustainable 
        digital government system.</p>
        <p>In  the  development  of  smart  governance,  several  strategic  factors  are 
        considered to contribute significantly to the effectiveness of the system, including 
        the  implementation  of  the  Management  Administration  Information  System 
        (SIAM), which enables data integration across work units, increased data 
        efficiency  and  accuracy  as  a  basis  for  rapid  and  accurate  decision-making, 
        openness  in  the  audit  process  that  ensures  transparency  and  oversight,  and 
        management accountability, which is a key indicator of the quality of 
        bureaucratic leadership. Previous studies have shown that these factors have an 
        influence on organizational performance and the quality of governance. 
        However, there are still limitations in understanding how these variables 
        indirectly  influence  smart  governance  through  the  mediating  role  of  good 
        governance, especially in the context of regional government in the era of digital 
        transformation.</p>
        <p>While  many  previous  studies  have  focused  on  the  direct  relationship 
        between information technology implementation and government performance, 
        few have examined the more complex and theoretical structure of this 
        relationship,  such  as  how  information  systems  or  data  efficiency  can  influence 
        smart governance through the internalization of good governance principles. For 
        example, studies by Alawneh et  al. (2021) and Dwivedi et al. (2017) emphasize 
        the importance of IT adoption in improving governance effectiveness, but they 
        have not explicitly mapped the mediating relationship between conventional and 
        digital  governance.  Furthermore,  the  local  context  in  Indonesia  has  received 
        limited  research  within  the  framework  of  a  structural  model  that  connects administrative technology and governance principles within an integrated system. This creates a significant research gap, particularly in explaining the role of good governance as a mediator in the transition to smart governance.</p>

        <p>Based on the background and research gaps, this study aims to empirically 
        test the influence of SIAM, data efficiency and accuracy, audit transparency, and 
        management  accountability  on  smart  governance  with  good  governance  as  a 
        mediating  variable.  By  using  a  quantitative  approach  and  Structural  Equation 
        Modeling  -  Partial  Least  Square  (SEM-PLS)  analysis  technique,  this  study  is 
        expected  to  provide  theoretical  contributions  in  broadening  the  understanding 
        of  the  mechanisms  of  influence  of  strategic  variables  on  smart  governance.  In 
        addition, the results of this study are expected to provide practical 
        recommendations for local government agencies in building a more adaptive and 
        accountable government system in the digital era. </p>
    </sec>

    <sec id="literature-review">
      <title>LITERATURE REVIEW</title>
      <sec id="digitalization-of-siam-administration-management-information-system">
        <title>Digitalization of SIAM (Administration Management Information System)</title>
          <p>The Management Administration Information System (MAIS) is a
          form of digitizing administrative processes within public
          organizations that aims to improve efficiency, data integration,
          and ease of access to information. MAIS plays a role in
          simplifying bureaucratic processes and accelerating data-driven
          decision-making (Desouza &amp; Dawson, 2024). Effective MAIS
          implementation can minimize redundancy, improve information
          accuracy, and create a foundation for organizational transparency
          (Huda et al., 2021).</p>
      </sec>

      <sec id="data-efficiency-and-accuracy">
        <title>Data Efficiency and Accuracy</title>
          <p>Digitalization enables operational efficiency through process
      automation and reduced manual errors. Data efficiency encompasses
      aspects of access speed, information accuracy, and data
      consistency across units. According to Al-Shbail &amp; Abo-Ghazala
      (2024), high data accuracy strengthens the basis for valid and
      accountable decision-making in public sector organizations.</p>
      </sec>
      <sec id="transparency-and-audit-trail">
        <title>Transparency and Audit Trail</title>
          <p>Transparency in the context of digital government reflects the
      openness of public information and the system's ability to provide
      a clear audit trail. A digitized audit trail allows every process
      within the system to be recorded and traced, increasing public
      trust and the effectiveness of internal oversight (Siregar, 2020;
      INTOSAI, 2025). This digital trail also strengthens management
      accountability because all actions are documented.</p>
      </sec>
      <sec id="managerial-accountability">
        <title>Managerial Accountability</title>
          <p>Accountability in the public sector emphasizes management's
      obligation to explain and be accountable for policies, decisions,
      and resource use. Mardiasmo (2018) emphasized that high
      accountability results from system transparency and sound
      information management, and is a determinant of the quality of
      governance.</p>
      </sec>
      <sec id="good-governance">
        <title>Good Governance</title>
          <p>Good governance encompasses the principles of transparency,
      participation, responsiveness, accountability, and effectiveness
      in government administration. According to UNESCAP (2021), good
      governance is a prerequisite for realizing a government that is
      responsive to technological changes and public demands.</p>
      </sec>
      <sec id="smart-governance">
        <title>Smart Governance</title>
          <p>Smart governance is an advanced form of government
          administration that utilizes digital technology to improve the
          quality of decision-making, public services, and public
          participation (Pereira &amp; Botelho, 2018). This concept
          emphasizes collaboration between government, society, and
          technology to achieve a more adaptive, efficient, and innovative
          government.</p>
      </sec>
      <sec id="research-hypothesis">
        <title>Research Hypothesis</title>
          <p>Based on the above framework, the following hypotheses are proposed:</p>
        <list list-type="alpha-lower">
          <list-item>
            <p>H1: SIAM digitalization has a significant impact on data efficiency and accuracy.</p>
          </list-item>
          <list-item>
            <p>H2: Data Efficiency and Accuracy have a significant effect on Transparency and Audit Trail.</p>
          </list-item>
          <list-item>
            <p>H3: Transparency and Audit Trail have a significant effect on Managerial Accountability.</p>
          </list-item>
          <list-item>
            <p>H4: Managerial Accountability has a significant effect on Good Governance.</p>
          </list-item>
          <list-item>
            <p>H5: Good Governance has a significant effect on Smart Governance.</p>
          </list-item>
          <list-item>
            <p>H6: Good Governance mediates the influence of Managerial Accountability on Smart Governance.</p>
          </list-item>
        </list>
      </sec>
    </sec>

    <sec id="methodology">
      <title>METHODOLOGY</title>
      <sec id="types-and-approaches-of-research">
        <title>Types and Approaches of Research</title>
          <p>This study uses a quantitative approach with an explanatory
          research approach. This approach was chosen because the study aims
          to explain the causal relationship between several independent
          variables, namely the Management Administration Information System
          (MAIS), data efficiency and accuracy, audit transparency, and
          management accountability, with the dependent variable smart
          governance, with good governance as a mediating variable. This
          explanatory approach aligns with the theoretical model framework
          developed based on previous studies, thus enabling hypothesis
          testing through robust and measurable inferential statistical
          methods.</p>
      </sec>
      <sec id="research-population-and-sample">
        <title>Research Population and Sample</title>
          <p>The population in this study is all state civil servants (ASN)
      who work in the local government environment, especially in
      agencies that have implemented technology-based administrative
      information systems and are involved in the process of policy
      making, planning, reporting, and evaluating public programs.</p>
          <p>The research sample consisted of 110 respondents selected using
      purposive sampling, a sampling technique based on specific
      criteria determined by the researcher. The criteria used included:
      (1) respondents were structural or functional employees who
      understood information system-based governance processes; (2) had
      worked for at least 2 years; and (3) were involved in reporting,
      planning, or evaluating their work unit's activities. This number
      of respondents was considered sufficient for analysis using
      SEM-PLS, because according to Hair et al. (2021), the minimum
      sample size for a complex structural model is 10 times the number
      of the broadest indicators in a construct.</p>
      </sec>
      <sec id="data-analysis-techniques">
        <title>Data Analysis Techniques</title>
          <p>The data analysis technique used was Structural Equation
      Modeling - Partial Least Squares (SEM-PLS). SEM-PLS was chosen
      because this method is very suitable for predictive and
      exploratory models, and can handle complex models with many
      indicators and latent variables even with a relatively small
      sample size. The analysis was conducted using SmartPLS software
      version 4.0, which allows simultaneous testing of the measurement
      model (outer model) and the structural model (inner model). The
      steps in the analysis include: testing the validity and
      reliability of the instrument, testing the quality of the
      measurement model, and testing the hypothesis through
      bootstrapping.</p>
      </sec>
      <sec id="research-instruments-and-measurement-scales-research-instruments">
        <title>Research Instruments and Measurement Scales Research Instruments</title>
          <p>Data collection was carried out through the distribution of electronic questionnaires, consisting of 6 main constructs:</p>
        <list list-type="bullet">
          <list-item>
            <p>X1: SIAM Digitalization</p>
          </list-item>
          <list-item>
            <p>X2: Data Efficiency &amp; Accuracy</p>
          </list-item>
          <list-item>
            <p>X3: Transparency &amp; Audit Trail</p>
          </list-item>
          <list-item>
            <p>X4: Managerial Accountability</p>
          </list-item>
          <list-item>
            <p>Y1: Good Governance (mediating variable)</p>
          </list-item>
          <list-item>
            <p>Y2: Smart Governance (final dependent variable)</p>
          </list-item>
        </list>
          <p>Each construct is measured through several indicators based on
      adaptations of previous instruments and relevant theories. The
      measurement scale uses a 5- point Likert scale (1 = strongly
      disagree to 5 = strongly agree).</p>
      </sec>
      <sec id="instrument-validity-and-reliability-test">
        <title>Instrument Validity and Reliability Test</title>
          <p>Validity and reliability tests were conducted in two stages:</p>
          <p><italic>1. Outer Model Test:</italic></p>
          <list list-type="order">
            <list-item>
                <list-item>
                  <p>Convergent Validity: Judging from the factor loading value (&gt; 0.7), AVE (&gt; 0.5).</p>
                </list-item>
                <list-item>
                  <p>Construct Reliability: Composite Reliability (&gt; 0.7) and Cronbach Alpha (&gt; 0.7).</p>
                </list-item>
            </list-item>
          </list>

          <p><italic>2. Discriminant Validity:</italic></p>
          <p>Through the cross-loading value between constructs and the Fornell-Larcker Criterion.</p>
      </sec>
    </sec>

    <sec id="research-result">
      <title>RESEARCH RESULT</title>
      <p>Table 1. Outer Loading– Convergent Validity</p>
      <table-wrap>
        <label>Table 1. Outer Loading– Convergent Validity</label>
        <table>
          <colgroup>
            <col width="38%" />
            <col width="34%" />
            <col width="28%" />
          </colgroup>
          <thead>
            <tr>
              <th>
                <bold>Construct</bold>
              </th>
              <th>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>
                      <bold>Indicator</bold>
                    </p>
                  </disp-quote>
                </p>
              </th>
              <th>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>
                      <bold>Loading</bold>
                    </p>
                  </disp-quote>
                </p>
              </th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td>
                <bold>SIAM</bold>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>SIAM1</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.82</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td></td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>SIAM2</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.85</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td></td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>SIAM3</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.88</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Efficiency</bold>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>EFF1</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.83</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td></td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>EFF2</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.81</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Transparency</bold>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>TRANS1</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.84</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td></td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>TRANS2</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.87</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Accountability</bold>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>ACCOUNT1</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.86</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td></td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>ACCOUNT2</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.83</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Good Governance</bold>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>GG1</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.88</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td></td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>GG2</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.85</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Smart Governance</bold>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>SG1</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.89</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td></td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>SG2</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.86</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p>All factor loading values above 0.70 indicate that each indicator has a strong correlation with the latent construct it represents. This indicates that all indicators are convergently valid.</p>
      <p>Table 2. AVE, Composite Reliability and Cronbach's Alpha</p>
      <table-wrap>
        <label>Table 2. AVE, Composite Reliability and Cronbach's Alpha</label>
        <table>
          <colgroup>
            <col width="38%" />
            <col width="23%" />
            <col width="16%" />
            <col width="23%" />
          </colgroup>
          <thead>
            <tr>
              <th>
                <bold>Construct</bold>
              </th>
              <th>
                <bold>AVE</bold>
              </th>
              <th>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>
                      <bold>CR</bold>
                    </p>
                  </disp-quote>
                </p>
              </th>
              <th>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>
                      <bold>Alpha</bold>
                    </p>
                  </disp-quote>
                </p>
              </th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td>
                <bold>SIAM</bold>
              </td>
              <td>0.716</td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.911</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.872</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Efficiency</bold>
              </td>
              <td>0.698</td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.904</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.854</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Transparency</bold>
              </td>
              <td>0.741</td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.920</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.883</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Accountability</bold>
              </td>
              <td>0.722</td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.915</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.866</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Good Governance</bold>
              </td>
              <td>0.735</td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.922</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.878</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Smart Governance</bold>
              </td>
              <td>0.740</td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.927</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.890</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <list list-type="bullet">
        <list-item>
          <p>AVE &gt; 0.5shows convergent validity is achieved.</p>
        </list-item>
        <list-item>
          <p>Composite Reliability (CR) &gt; 0.7shows that the construct is
      internally reliable.</p>
        </list-item>
        <list-item>
          <p>Cronbach's Alpha &gt; 0.7shows high internal consistency
      between items. The overall construct has excellent measurement
      quality.</p>
        </list-item>
      </list>
      <p>Table 3. Path Coefficients Table – Direct Effect</p>
      <table-wrap>
        <label>Table 3. Path Coefficients Table – Direct Effect</label>
        <table>
          <colgroup>
            <col width="35%" />
            <col width="18%" />
            <col width="15%" />
            <col width="13%" />
            <col width="19%" />
          </colgroup>
          <thead>
            <tr>
              <th>
                <bold>Track</bold>
              </th>
              <th>
                <bold>Coefficient</bold>
              </th>
              <th>
                <bold>t-statistic</bold>
              </th>
              <th>
                <bold>p-value</bold>
              </th>
              <th>
                <bold>Information</bold>
              </th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td>
                <bold>SIAM → Efficiency</bold>
              </td>
              <td>0.741</td>
              <td>13.28</td>
              <td>0.000</td>
              <td>Significant</td>
            </tr>
            <tr>
              <td>
                <p>
                  <bold>Efficiency →</bold>
                </p>
                <p>
                  <bold>Transparency</bold>
                </p>
              </td>
              <td>0.683</td>
              <td>11.45</td>
              <td>0.000</td>
              <td>Significant</td>
            </tr>
            <tr>
              <td>
                <p>
                  <bold>Transparency →</bold>
                </p>
                <p>
                  <bold>Accountability</bold>
                </p>
              </td>
              <td>0.615</td>
              <td>10.27</td>
              <td>0.000</td>
              <td>Significant</td>
            </tr>
            <tr>
              <td>
                <p>
                  <bold>Accountability → Good</bold>
                </p>
                <p>
                  <bold>Governance</bold>
                </p>
              </td>
              <td>0.662</td>
              <td>12.10</td>
              <td>0.000</td>
              <td>Significant</td>
            </tr>
            <tr>
              <td>
                <p>
                  <bold>Good Governance →</bold>
                </p>
                <p>
                  <bold>Smart Governance</bold>
                </p>
              </td>
              <td>0.707</td>
              <td>14.22</td>
              <td>0.000</td>
              <td>Significant</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
        <p>All pathways had a t-value &gt; 1.96 and p &lt; 0.05, indicating
    a statistically significant relationship between constructs. SIAM
    digitalization indirectly promotes the achievement of smart
    governance through a multi-level mediation pathway.</p>
      <p>Table 4. R-Square Table – Model Prediction Ability</p>
      <table-wrap>
        <label>Table 4. R-Square Table – Model Prediction Ability</label>
        <table>
          <colgroup>
            <col width="52%" />
            <col width="48%" />
          </colgroup>
          <thead>
            <tr>
              <th>
                <bold>Construct</bold>
              </th>
              <th>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>
                      <bold>R-Square</bold>
                    </p>
                  </disp-quote>
                </p>
              </th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td>
                <bold>Efficiency</bold>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.549</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Transparency</bold>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.466</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Accountability</bold>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.378</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Good Governance</bold>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.438</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Smart Governance</bold>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.500</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p>R-square indicates the proportion of the dependent construct's variance explained by the independent construct.</p>
      <list list-type="bullet">
        <list-item>
          <p>A value of 0.50 (Smart Governance) indicates that the model
      explains 50% of the variance of the variable → medium strength.</p>
        </list-item>
      </list>
      <list list-type="bullet">
        <list-item>
          <p>Other values range from 0.378–0.549 → indicating a fairly good
      predictive model.</p>
        </list-item>
      </list>
      <p>Table 5. VIF Table – Multicollinearity Test</p>
      <table-wrap id="t5">
        <label>Table 5. VIF Table – Multicollinearity Test</label>
        <caption>
          <title></title>
        </caption>
        <table frame="hsides" rules="groups">
          <thead>
            <tr>
              <th>Construct</th>
              <th>VIF</th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td>Efficiency</td>
              <td>1.72</td>
            </tr>
            <tr>
              <td>Transparency</td>
              <td>1.66</td>
            </tr>
            <tr>
              <td>Accountability</td>
              <td>1.59</td>
            </tr>
            <tr>
              <td>Good Governance</td>
              <td>1.81</td>
            </tr>
            <tr>
              <td>Smart Governance</td>
              <td>1.64</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
    </sec>
    
      <p>All VIF values are &lt;5, indicating no indication of multicollinearity between constructs. This model is free from multicollinearity bias that can distort the regression coefficient estimates.</p>
      <p>Table 6. f-Square Table – Direct Effect Size</p>
      <table-wrap>
        <label>Table 6. f-Square Table – Direct Effect Size</label>
        <table>
          <colgroup>
            <col width="61%" />
            <col width="11%" />
            <col width="28%" />
          </colgroup>
          <thead>
            <tr>
              <th>
                <bold>Connection</bold>
              </th>
              <th>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>
                      <bold>f²</bold>
                    </p>
                  </disp-quote>
                </p>
              </th>
              <th>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>
                      <bold>Interpretation</bold>
                    </p>
                  </disp-quote>
                </p>
              </th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td>
                <bold>SIAM → Efficiency</bold>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.28</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>Currently</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Efficiency → Transparency</bold>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.23</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>Currently</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Transparency → Accountability</bold>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.18</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>Small–Medium</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Accountability → Good Governance</bold>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.28</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>Currently</p>
                  </disp-quote>
                </p>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Good Governance → Smart Governance</bold>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.35</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>
                      <bold>Big</bold>
                    </p>
                  </disp-quote>
                </p>
              </td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <list list-type="bullet">
        <list-item>
          <p>Effect 0.02 = small, 0.15 = medium, and 0.35 = large.</p>
        </list-item>
        <list-item>
          <p>The relationship between Good Governance and Smart Governance
          has a significant impact, meaning that the role of governance is
          crucial for the success of the government's digital
          transformation.</p>
        </list-item>
      </list>

    <sec id="discussion">
      <title>DISCUSSION</title>
        <p>The results of this study show a significant relationship between
    the variables tested in the SEM-PLS model, illustrating the
    strategic role of SIAM digitalization in promoting smart governance
    through data efficiency, transparency, accountability, and good
    governance.</p>
      <sec id="the-impact-of-siam-digitalization-on-data-efficiency-and-accuracy">
        <title>The Impact of SIAM Digitalization on Data Efficiency and Accuracy</title>
          <p>The analysis results show that SIAM digitalization
          significantly impacts data efficiency and accuracy (coefficient =
          0.741, p &lt; 0.001, f² = 0.28). This indicates that SIAM
          implementation can improve administrative processes to be faster,
          more precise, and more integrated, thereby minimizing input errors
          and accelerating information access. These findings support the
          research of Huda et al. (2021) which states that modern
          information systems such as SIAM reduce process redundancy and
          strengthen data management.</p>
      </sec>
      <sec id="the-impact-of-data-efficiency-on-transparency-and-audit-trail">
        <title>The Impact of Data Efficiency on Transparency and Audit Trail</title>
          <p>Data efficiency and accuracy significantly impact transparency
          and audit trails (coefficient = 0.683, p &lt; 0.001, f² = 0.23).
          Efficient and accurate data provides a strong foundation for
          information transparency and enables the smooth operation of
          digital reporting and audit systems. This reinforces Siregar's
          (2020) finding that data quality plays a crucial role in
          establishing a digitally traceable transparency system.</p>
      </sec>

      <sec id="the-influence-of-transparency-on-managerial-accountability">
        <title>The Influence of Transparency on Managerial Accountability</title>
          <p>Transparency and audit trails also significantly influence
          managerial accountability (coefficient = 0.615, p &lt; 0.001, f² =
          0.18). The more transparent an agency is in conveying its data and
          processes, the higher the social and moral pressure on management
          to act responsibly. With a digitalized audit trail system, public
          managers become more careful and systematic in making decisions,
          in accordance with the principles of public accountability
          (Mardiasmo, 2018).</p>
      </sec>
      <sec id="the-influence-of-accountability-on-good-governance">
        <title>The Influence of Accountability on Good Governance</title>
          <p>Managerial accountability has been shown to have a significant
          influence on good governance (coefficient = 0.662, p &lt; 0.001,
          f² = 0.28). This indicates that responsibility in public
          management is the main foundation for realizing good governance.
          The principle of accountability strengthens the dimensions of
          transparency, effectiveness, and participation, which are at the
          core of good governance as defined by UNESCAP (2021).</p>
      </sec>
      <sec id="the-influence-of-good-governance-on-smart-governance">
        <title>The Influence of Good Governance on Smart Governance</title>
          <p>Good governance has the largest influence on smart governance
      in this model (coefficient = 0.707, p &lt; 0.001, f² = 0.35).
      These results confirm that digital transformation towards smart
      governance is not sufficient with the use of technology alone but
      must be supported by a foundation of good governance. Aspects such
      as integrity, transparency, and public participation are the main
      drivers of the success of smart governance.</p>
      </sec>
      <sec id="good-governance-mediation-test">
        <title>Good Governance Mediation Test</title>
          <p>Bootstrapping results show that good governance significantly
      mediates the effect of managerial accountability on smart
      governance (indirect coefficient</p>
          <p>= 0.468, t = 7.62, p &lt; 0.001). In other words, although
      accountability has an indirect impact on smart governance, this
      impact will be maximized if managed through established good
      governance mechanisms.</p>
      </sec>
    </sec>

    <sec id="conclusions-and-recommendations">
      <title>CONCLUSIONS AND RECOMMENDATIONS</title>
      <sec id="conclusions">
        <title>Conclusions</title>
          <p>This study concludes that the digitalization of the Management
      Information Administration System (MIAS) plays a crucial role in
      building smart governance. By improving data efficiency and
      accuracy, MIAS digitization significantly strengthens transparency
      and audit trails, which in turn enhances managerial
      accountability. This accountability has proven to be the
      foundation for good governance, acting as a crucial mediator in
      driving the successful implementation of smart governance.</p>
          <p>All influence paths between constructs in this research model
      were statistically significant, with a relatively high coefficient
      of determination (R²). These findings confirm that public sector
      digital transformation must be underpinned by good governance
      principles to maximize the impact on the quality of public
      services and the effectiveness of government management.</p>
      </sec>
      <sec id="recommendations">
        <title>Recommendations</title>
        <list list-type="order">
          <list-item>
            <p>Regional governments need to accelerate the digitalization of
        administrative systems, especially through strengthening and
        integrating SIAM which is able to support the efficiency of
        bureaucratic processes and data accuracy.</p>
          </list-item>
          <list-item>
            <p>Improving the competence of civil servant human resourcesIn
        managing information systems, it is very important to ensure
        that the data managed is accurate and accountable.</p>
          </list-item>
          <list-item>
            <p>It is necessary to implement a comprehensive digital-based
        transparency and audit trail mechanism., so that every
        decision-making process and budget use can be traced
        systematically and in real time.</p>
          </list-item>
          <list-item>
            <p>Managerial accountability should be strengthened through
        ethical leadership training., indicator-based performance
        reporting, and clear enforcement of rewards and punishments.</p>
          </list-item>
          <list-item>
            <p>Good governance needs to be a primary prerequisite in every
        government digitalization program., so that the implementation
        of technology is truly in line with the values of clean,
        transparent and responsible public service.</p>
          </list-item>
        </list>
      </sec>
    </sec>
    <sec id="advanced-research">
      <title>ADVANCED RESEARCH</title>
        <p>Future research on smart governance should explore the
        integration of emerging technologies such as artificial intelligence
        (AI), blockchain, and big data analytics in strengthening the
        mediating role of good governance between digital administrative
        systems and smart governance outcomes. While this study has
        confirmed the importance of SIAM digitalization, data efficiency,
        transparency, and accountability, further investigations need to
        examine cross- sectoral and multi-level governance contexts,
        particularly how local government digital initiatives can be
        synchronized with national smart governance strategies.
        Additionally, longitudinal studies are essential to capture the
        dynamic evolution of digital transformation and its long-term impact
        on public trust, participatory governance, and policy innovation.
        Expanding the research across different regions and governance
        models will also provide comparative insights that can enrich
        theoretical frameworks and practical applications in achieving
        sustainable, adaptive, and inclusive smart governance systems.</p>
    </sec>
  </body>
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