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<article xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="1.3" article-type="research-article"><front><journal-meta><journal-id journal-id-type="issn">2541-6111</journal-id><journal-title-group><journal-title>Riset Akuntansi dan Keuangan Indonesia</journal-title><abbrev-journal-title>reaksi</abbrev-journal-title></journal-title-group><issn pub-type="epub">2541-6111</issn><issn pub-type="ppub">1411-6510</issn><publisher><publisher-name>Universitas Muhammadiyah Surakarta</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.23917/reaksi.v9i2.5429</article-id><article-categories/><title-group><article-title>Determinant Analysis of SAKTI Implementation (Delone and Mclean Information System Success Model Approach)</article-title></title-group><contrib-group><contrib contrib-type="author"><name><surname>Hadi</surname><given-names>Miftahul</given-names></name><address><country>Indonesia</country><email>miftahulhadi@pknstan.ac.id</email></address><xref ref-type="aff" rid="AFF-1"/><xref ref-type="corresp" rid="cor-0"/></contrib><contrib contrib-type="author"><name><surname>Ambarwati</surname><given-names>Ria Dewi</given-names></name><address><country>Indonesia</country></address><xref ref-type="aff" rid="AFF-1"/></contrib><contrib contrib-type="author"><name><surname>Sugiyanto</surname><given-names>Hari</given-names></name><address><country>Indonesia</country></address><xref ref-type="aff" rid="AFF-1"/></contrib><contrib contrib-type="author"><name><surname>Khuluq</surname><given-names>Anjahul</given-names></name><address><country>Indonesia</country></address><xref ref-type="aff" rid="AFF-2"/></contrib><aff id="AFF-1">PKN STAN</aff><aff id="AFF-2">Directorate  General of  Treasury</aff></contrib-group><author-notes><corresp id="cor-0"><bold>Corresponding author: Miftahul Hadi</bold>, PKN STAN .Email:<email>miftahulhadi@pknstan.ac.id</email></corresp></author-notes><pub-date date-type="pub" iso-8601-date="2024-9-30" publication-format="electronic"><day>30</day><month>9</month><year>2024</year></pub-date><pub-date date-type="collection" iso-8601-date="2024-9-30" publication-format="electronic"><day>30</day><month>9</month><year>2024</year></pub-date><volume>9</volume><issue>2</issue><fpage>207</fpage><lpage>221</lpage><history><date date-type="received" iso-8601-date="2024-6-13"><day>13</day><month>6</month><year>2024</year></date><date date-type="accepted" iso-8601-date="2024-10-7"><day>7</day><month>10</month><year>2024</year></date></history><permissions><copyright-statement>Copyright (c) 2024 Riset Akuntansi dan Keuangan Indonesia</copyright-statement><copyright-year>2024</copyright-year><copyright-holder>Riset Akuntansi dan Keuangan Indonesia</copyright-holder><license><ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/">https://creativecommons.org/licenses/by-nc-sa/4.0</ali:license_ref><license-p>This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.</license-p></license></permissions><self-uri xlink:href="https://journals2.ums.ac.id/index.php/reaksi/article/view/5429" xlink:title="Determinant Analysis of SAKTI Implementation (Delone and Mclean Information System Success Model Approach)">Determinant Analysis of SAKTI Implementation (Delone and Mclean Information System Success Model Approach)</self-uri><abstract><p>Currently,the process of budgeting, expenditure budget execution and reporting the state revenue and expenditure budget in ministries/agencies uses an integrated information system. Using an integrated system, all data is available in an information system and can be accessed easily, faster and more safely. This study aims to analyze how successful the implementation of web-based SAKTI pilot project. The data used comes from a questionnaire on the number of respondents who obtained 244 samples from 10 ministries/ government agencies. Data analysis used descriptive statistical analysis and Structural Equation Model-Partial Least Square (SEM-PLS) using R-Studio and WarpPLS 7.0 software. According to the findings, system quality, information quality, service quality all had a positive significant effect on user satisfaction and user satisfaction had a significant and positive effect on net profit. Based on the results of the hypothesis, it can be concluded that the implementation of the SAKTI piloting has been going well and according to user expectations.</p></abstract><kwd-group><kwd>IFMIS</kwd><kwd>SAKTI</kwd><kwd>Delone and McLane ISSM</kwd><kwd>Govermental Accounting</kwd><kwd>Accounting Information System</kwd></kwd-group><custom-meta-group><custom-meta><meta-name>File created by JATS Editor</meta-name><meta-value><ext-link ext-link-type="uri" xlink:href="https://jatseditor.com" xlink:title="JATS Editor">JATS Editor</ext-link></meta-value></custom-meta><custom-meta><meta-name>issue-created-year</meta-name><meta-value>2024</meta-value></custom-meta></custom-meta-group></article-meta></front><body><sec><title>Introduction</title><p>Information technology systems that are developing rapidly in Indonesia have great potential benefits in various fields, including in the field of accounting. The use of information technology systems in the government sector in the field of accounting can be seen by the emergence of various innovations, one of which is Sistem Aplikasi Keuangan Tingkat Instansi (SAKTI) initiated by the Directorate General of Treasury (DJPB).</p><p>Utilization of information technology systems in the government sector is in line with Presidential Instruction of the Republic of Indonesia (Instruksi Presiden RI) Number 3/2003 concerning National Policy and Strategy for E-Government Development. The Presidential Instruction(2003) states that the use of information and communication technology in government processes will increase transparency, effectiveness, efficiency and accountability of governance.</p><p>SAKTI is an application that is used to support the implementation of Sistem Perbendaharaan dan Anggaran Negara (SPAN) in government agencies which consists of several modules, namely module budgeting, commitment module, payment module treasurer module, inventory, fixed asset module, accounts receivable module, and accounting and reporting module <xref ref-type="bibr" rid="BIBR-13">(Indonesia, 2018)</xref>. SAKTI was developed through the Integrated Financial Management Information System (IFMIS) approach. IFMIS has been developed in Indonesia since the last decade. IFMIS development is still ongoing because of the dynamics of information technology development which aims to simplify business processes so that they are more efficient, fast and transparent <xref ref-type="bibr" rid="BIBR-32">(Sudarto, 2019)</xref></p><p>The use of SAKTI is mandatory, but in the implementation process, it is carried out in stages starting from the working unit (satuan kerja) in a small scope to all working units in ministries/government agencies (Kementerian Negara/Lembaga), from SAKTI which is desktop based and then developed into web-based. The use of the SAKTI aims to realize orderly, efficient, economical, effective, transparent, and responsible state financial governance <xref ref-type="bibr" rid="BIBR-13">(Indonesia, 2018)</xref>. The use of the SAKTI starts from the budget planning process, recording transactions, and preparing financial reports. Among SAKTI's outputs are in the form of payment request letters (surat permintaan pembayaran/SPP), payment orders (surat perintah membayar/SPM) to financial reports.</p><p>The use of information technology systems has an impact on its users, both internal and external users. Internal users consist of employees and the organization itself, while external users consist of the public and other organizations outside the application user organization. The use of information technology systems has an impact on organizations in the form of organizational productivity, increased organizational effectiveness, increased organizational quality, increased organizational creativity, and problem-solving. As for the impact on employees, the use of information technology systems can increase employee productivity and increase effectiveness in their work. It is hoped that the SAKTI can help the work of users become more efficient and effective, so that it will affect user satisfaction and ultimately improve the performance (net benefit) of users.</p><p>Implementation of information technology systems in organizations creates interaction between humans as users and the information technology system. This interaction certainly creates a perception from the user regarding the failure or success of the information technology system. According to <xref ref-type="bibr" rid="BIBR-11">(Jogiyanto, 2007)</xref>, one of the factors causing the failure of information technology systems implementation is the resistance factor of human resources who refuse or do not want to use them for various reasons. SAKTI as a system, cannot be separated from its strengths and weaknesses, so evaluation is needed as a means of improvement. Chau and Hu in <xref ref-type="bibr" rid="BIBR-18">(Mohamadali &amp; Garibaldi, 2010)</xref> revealed that success factors can be seen from the individual dimensions, technological systems, and the organization. Analysis or evaluation of web-based SAKTI implementation is necessary because in 2022 there will be a rollout or full implementation in all ministries/government agencies <xref ref-type="bibr" rid="BIBR-4">(Negara, 2021)</xref>.</p><p>Evaluation of the implementation of the application that is being run is needed to keep the application running properly. Evaluation of success is measured using the perception of user satisfaction and its effect on performance. <xref ref-type="bibr" rid="BIBR-36">(Zmud, 1979)</xref> states that the success of information systems can be seen from three things, namely user performance, information system utilization, and user satisfaction. Factor user satisfaction as an indicator of the success of an information system becomes very useful if the information system is mandatory <xref ref-type="bibr" rid="BIBR-33">(Urbach &amp; Muller, 2012)</xref>.</p><p>Previous research regarding the implementation of SAKTI conducted by <xref ref-type="bibr" rid="BIBR-24">(Prabowo, 2017)</xref>, <xref ref-type="bibr" rid="BIBR-23">(Pambudi &amp; Adam, 2018)</xref> and <xref ref-type="bibr" rid="BIBR-10">(Iskandar et al., 2017)</xref> produce different conclusions regarding the implementation of SAKTI. This study aims to analyze the success of SAKTI implementation using a modified Update Delone and McLane Information System Success Model (Update D&amp;M ISSM). The difference between this and previous research is that this research uses SAKTI user respondents in working units in 10 K/L who have used SAKTI. Another difference between this study and previous research is related to the use of the platform, previous research used the desktop version of SAKTI while this study used the web version of SAKTI.</p><p>The use of the Update ISSM D&amp;M as a theory or model in research is due to several reasons. First, this study aims to analyze the successful implementation of information technology systems and their impact on user satisfaction and performance so that they are in accordance with the D&amp;M IS Success Model. Second, the use of SAKTI which is mandatory, the factors or antecedents that influence the acceptance of the information system become less relevant, because whether we like it or not, it is easy or not easy for the information system or application to be used. Thrid ISSM D&amp;M are parsimony models. The parsimony model is a simple but complete<xref ref-type="bibr" rid="BIBR-11">(Jogiyanto, 2007)</xref>. The research respondents were users of the SAKTI in 10 ministries/ government agencies that had fully implemented it (already used all the modules on the SAKTI web).</p><p>Currently, the implementation of SAKTI is in the fifth phase of piloting, roll out of the full implementation of SAKTI in all ministries/ government agencies is planned to be carried out in 2022, therefore it is important to obtain feedback, evaluation, and input at this stage. It is hoped that this research will be able to provide an overview regarding the implementation of SAKTI which is currently being carried out and provide input to related units, namely the Directorate General of Treasury (DJPb) as the system maintenance administrator, central administrator, and SAKTI system developer.</p></sec><sec><title>Literature Review and Hypothesis Development.</title><p>Update Delone &amp; Mclean Information System Success Model.</p><p>DeLone and McLean created the Delone and McLane Information System Success Model (D&amp;M ISSM) in 1992<xref ref-type="bibr" rid="BIBR-2">(DeLone &amp; McLean, 1992)</xref>. This model reflects the dependability of six measures of information system success. System quality, information quality, use, user satisfaction, individual impact, and organizational effect are the six components or variables of this approach <xref ref-type="bibr" rid="BIBR-11">(Jogiyanto, 2007)</xref>. D&amp;M ISSM is a parsimony model. The parsimony model is comprehensive but simple. The D&amp;M ISSM as seen in <xref ref-type="fig" rid="figure-1">Figure 1</xref></p><fig id="figure-1" ignoredToc=""><label>Figure 1</label><caption><p>D&amp;M ISSM (DeLone &amp; McLean, 1992)</p></caption><graphic xlink:href="https://journals2.ums.ac.id/reaksi/article/download/5429/3618/43345" mimetype="image" mime-subtype="png"><alt-text>Image</alt-text></graphic></fig><p><xref ref-type="bibr" rid="BIBR-3">(DeLone &amp; McLean, 2003)</xref> updated the existing model with several things, namely adding service quality variables, simplifying individual and organizational impact variables into net benefits, and fixed measurements, and adding the intention to use a variable before the use variable as an alternative for mandatory information systems. Updating Delone and Mclean Information System Success Model ((Update D&amp;M ISSM) is the name of the revised model. The updated D&amp;M ISSM is shown in <xref ref-type="fig" rid="figure-2">Figure 2</xref></p><fig id="figure-2" ignoredToc=""><label>Figure 2</label><caption><p>Update D&amp;M ISSM (DeLone &amp; McLean, 2003)</p></caption><graphic xlink:href="https://journals2.ums.ac.id/reaksi/article/download/5429/3618/43346" mimetype="image" mime-subtype="png"><alt-text>Image</alt-text></graphic></fig><p>Sistem Aplikasi Keuangan Tingkat Instansi (SAKTI)</p><p>SAKTI (Sistem Aplikasi Keuangan Tingkat Instansi) is part of the existing elements of Public Financial Management (PFM) in terms of budget and treasury modernization. The SAKTI is an application used to support the implementation of the SPAN. SPAN and SAKTI are the backbone core of integrated state financial management applications <xref ref-type="bibr" rid="BIBR-5">(DJPB, 2020)</xref>. SAKTI consists of several modules namely budgeting modules, commitment modules, payment modules, treasurer modules, inventory modules, fixed assets modules, receivables modules, and accounting and reporting modules <xref ref-type="bibr" rid="BIBR-13">(Indonesia, 2018)</xref>. Besides the eight modules, the SAKTI application is also equipped with an administrator module to manage reference data and system configuration.</p><p>The business processes on SAKTI start from budgeting, and expenditure budget execution to accountability or reporting. SAKTI integrates existing applications used by working units that are standalone into one accrual and cash-based accounting application. In the future, SAKTI will replace the existing application used by the working unit. The existing applications replaced by SAKTI are the RKAKL DIPA, SAS, Silabi, Aplikasi Persediaan, SIMAK BMN, and SAIBA.</p><p>The implementation of SAKTI was carried out in stages as stipulated in the Minister of Finance Regulation (Peraturan Menteri Keuangan) number 223/PMK.05/2015 and the amendments which Minister of Finance Regulation number 159/PMK.05/2018 and number 203/PMK.05/2019. At first, the SAKTI was built using a desktop basis. In 2019 the SAKTI application started using a web basis. The SAKTI produces Budget Realization Reports, Operational Reports, Changes in Equity Reports, and Balance Sheets, as well as Cash Flow Reports and Reports on Changes in Budget Balance for Public Service Agency (BLU) institution.</p><fig id="figure-3" ignoredToc=""><label>Figure 3</label><caption><p>Scope of SAKTI (DJPB, 2020)</p></caption><graphic xlink:href="https://journals2.ums.ac.id/reaksi/article/download/5429/3618/43347" mimetype="image" mime-subtype="png"><alt-text>Image</alt-text></graphic></fig><p>An overview of the scope of SAKTI's application is shown in <xref ref-type="fig" rid="figure-3">Figure 3</xref></p><fig id="figure-4" ignoredToc=""><label>Figure 4</label><caption><p>Evolution of SAKTI (DJPB Kemenkeu, 2021)</p></caption><graphic xlink:href="https://journals2.ums.ac.id/reaksi/article/download/5429/3618/43348" mimetype="image" mime-subtype="png"><alt-text>Image</alt-text></graphic></fig><p><xref ref-type="fig" rid="figure-4">Figure 4</xref> shows the Evolution of SAKTI's Technology.</p><p>Conceptual Model</p><p>The research framework or model uses five constructs or variables in the Update ISSM D&amp;M while eliminating the "use" contruct. A model that eliminates the "use" contruct is also used by <xref ref-type="bibr" rid="BIBR-31">(Sorum et al., 2012)</xref>, <xref ref-type="bibr" rid="BIBR-14">(Kim et al., 2012)</xref>, and<xref ref-type="bibr" rid="BIBR-10">(Iskandar et al., 2017)</xref>.</p><p>The elimination of the "use" contruct in this research model refers to the statement of <xref ref-type="bibr" rid="BIBR-27">(Seddon &amp; Kiew, 1996)</xref> that the "use" variable in mandatory information systems is not relevant. This can be seen in the research results of <xref ref-type="bibr" rid="BIBR-17">(Livari, 2005)</xref>, <xref ref-type="bibr" rid="BIBR-15">(Koh et al., 2010)</xref>, and <xref ref-type="bibr" rid="BIBR-26">(Saba, 2012)</xref>. The proposed framework can be seen in <xref ref-type="fig" rid="figure-5">Figure 5</xref></p><fig id="figure-5" ignoredToc=""><label>Figure 5</label><caption><p>Scope of SAKTI (DJPB, 2020)</p></caption><graphic xlink:href="https://journals2.ums.ac.id/reaksi/article/download/5429/3618/43349" mimetype="image" mime-subtype="png"><alt-text>Image</alt-text></graphic></fig><p>Variable Research</p><p>System Quality (SysQ) is the performance (process) quality of the application or it can be said that system quality refers to the characteristics of the SAKTI application based on user perceptions <xref ref-type="bibr" rid="BIBR-33">(Urbach &amp; Muller, 2012)</xref>. This variable uses five indicators described in statements related to ease of use, reliability, secure, response time and easy to learn.</p><p>Information Quality (InfQ) is a characteristic of the output produced by SAKTI <xref ref-type="bibr" rid="BIBR-33">(Urbach &amp; Muller, 2012)</xref>. The output of the SAKTI application can be in the form of agency financial reports and other report data. Information quality is measured using six indicators described through related statements such as the output is understandability, adequate and completeness, appropriateness or relevance, accuracy, the form is in accordance with the rules (format), and the resulting output is usefuli.</p><p>Service Quality (ServQ) is the characteristic of support and service assistance provided by the support system to users in implementing or using the SAKTI application based on user perceptions.ervice support and assistance can be in the form of financial education and training (training), workshops and the like, mentoring, helpdesk services such as hi-DJPB (hi Kemenkeu). The measurement of service quality variables uses five indicators which are described in statements such as adequate system support, helpful, good performance, responsive, usefull.</p><p>User Satisfaction (USat) is the user's perception of attitude or response to the application based on the suitability between the expected system attributes and real information system capabilities. Measuring user satisfaction becomes important when the information system used is mandatory <xref ref-type="bibr" rid="BIBR-33">(Urbach &amp; Muller, 2012)</xref>. This variable is measured by three indicators which are translated through statements related to system quality satisfaction and the resulting output or results, meeting expectations and overall satisfaction.</p><p>Net Benefit (NetB) in this study is the user's perception of SAKTI's ability to contribute or impact on user performance<xref ref-type="bibr" rid="BIBR-3">(DeLone &amp; McLean, 2003)</xref>, <xref ref-type="bibr" rid="BIBR-8">(Huang et al., 2015)</xref>. The measurement of this variable uses four indicators which are described in the form of statements related to the speed of completing work (efficiency), employee productivity, simplicity or ease of work and usefulness in work (usefulness).</p><p>Relationship between System Quality and User Satisfaction</p><p>Based on Update D&amp;M ISSM, user satisfaction is influenced by system quality. User satisfaction will be better in a ceteris paribus scenario if the system's perceived quality is higher (<xref ref-type="bibr" rid="BIBR-17">(Livari, 2005)</xref>. If the user or users feel that the SAKTI application used has good quality as expected, the user will feel satisfied. System quality (SysQ), according to research by <xref ref-type="bibr" rid="BIBR-17">(Livari, 2005)</xref> that assesses the effectiveness of the financial and accounting system in Oulu, Finland, has a considerable impact on user satisfaction (USat). Research by Athmay et al. (2016), Oktal et al. (2016), <xref ref-type="bibr" rid="BIBR-10">(Iskandar et al., 2017)</xref>, <xref ref-type="bibr" rid="BIBR-23">(Pambudi &amp; Adam, 2018)</xref>, <xref ref-type="bibr" rid="BIBR-10">(Iskandar et al., 2017)</xref>, and<xref ref-type="bibr" rid="BIBR-16">(Lee &amp; Jeon, 2020)</xref> also obtained results that support <xref ref-type="bibr" rid="BIBR-17">(Livari, 2005)</xref>. According to the preceding description, the first hypothesis:</p><p>H1: System Quality (SysQ) affects on User Satisfaction (Usat)</p><p>Relationship between Information Quality and User Satisfaction</p><p>The quality of the output produced by an information system (SAKTI) is referred to as information quality (InfQ). According to Update D&amp;M ISSM, information quality (InfQ) influences user satisfaction (USat). In a ceteris paribus situation, the higher the quality of the report or output perceived by the user, the higher the information system user satisfaction <xref ref-type="bibr" rid="BIBR-17">(Livari, 2005)</xref>. According to Livari's research, examining the effectiveness of the financial and accounting system in Oulu, Finland. The same results were obtained by Wang and Liao <xref ref-type="bibr" rid="BIBR-34">(Wang &amp; Wang, 2009)</xref>, <xref ref-type="bibr" rid="BIBR-8">(Huang et al., 2015)</xref>,<xref ref-type="bibr" rid="BIBR-20">(Noviyanti, 2017)</xref>, <xref ref-type="bibr" rid="BIBR-23">(Pambudi &amp; Adam, 2018)</xref>, and <xref ref-type="bibr" rid="BIBR-9">(Hussein &amp; Hilmi, 2021)</xref> that the quality of information affects user satisfaction. Based on the description given above, the second hypothesis is formatted as follows:</p><p>H2: Information Quality (InfQ) affects on User Satisfaction (Usat)</p><p>Relationship between Service Quality and User Satisfaction</p><p>Service quality (ServQ) is the quality (effectiveness) of support that users receive in using information systems <xref ref-type="bibr" rid="BIBR-34">(Wang &amp; Wang, 2009)</xref>, such as training and service assistance <xref ref-type="bibr" rid="BIBR-19">(Mohammadi, 2015)</xref>. According to the Update D&amp;M ISSM, service quality influences user satisfaction. Therefore, it can be said that if the application user gets good service from the information system provider, a feeling of satisfaction will arise. in using the application. The feeling of satisfaction is getting higher with the increase quality of service received. According to study by Mohammadi <xref ref-type="bibr" rid="BIBR-19">(Mohammadi, 2015)</xref>, Awwad and Al-Mohammad, <xref ref-type="bibr" rid="BIBR-22">(Oktal et al., 2016)</xref>, Mohammadi <xref ref-type="bibr" rid="BIBR-19">(Mohammadi, 2015)</xref>, and Ohliati &amp; Abbas <xref ref-type="bibr" rid="BIBR-21">(Ohliati &amp; Abbas, 2019)</xref> service quality has an impact on user satisfaction. The third hypothesis in this study is constructed using the information provided above as follows:</p><p>H3: Service Quality (ServQ) affects on User Satisfaction (Usat)</p><p>Relationship between User Satisfaction and Net Benefit.</p><p>User satisfaction (USat) is a user's perception of attitude or response to an application based on the suitability between the expected system attributes and real capabilities. Whereas<xref ref-type="bibr" rid="BIBR-34">(Wang &amp; Wang, 2009)</xref> and <xref ref-type="bibr" rid="BIBR-8">(Huang et al., 2015)</xref> define user satisfaction as the feeling (degree of satisfaction) of the user after using the information system, Updating D&amp;M ISSM defines it as the response felt by the recipient to the use of an information system's output. Net benefit (NetB) is the user's perception of information system’s ability to contribute or impact on user performance <xref ref-type="bibr" rid="BIBR-3">(DeLone &amp; McLean, 2003)</xref>,<xref ref-type="bibr" rid="BIBR-8">(Huang et al., 2015)</xref>. According to Update D&amp;M ISSM, user satisfaction has an impact on individual impact. The individual impact in this case is an increase in performance as indicated by work speed, work productivity, work effectiveness, and simplicity or ease of doing. If the user finds the information system provides satisfaction from the performance process and the resulting output as well as from the services provided in the process of implementing the information system, then he will work better to improve his performance. The results of research by Livari <xref ref-type="bibr" rid="BIBR-17">(Livari, 2005)</xref> show that user satisfaction significantly influences individual impact. The same results were also stated by <xref ref-type="bibr" rid="BIBR-8">(Huang et al., 2015)</xref>, <xref ref-type="bibr" rid="BIBR-23">(Pambudi &amp; Adam, 2018)</xref>,(Aldholay et al., 2018), and <xref ref-type="bibr" rid="BIBR-9">(Hussein &amp; Hilmi, 2021)</xref>. The following formulation for the fourth hypothesis is based on the description given above:</p><p>H4: User Satisfaction (USat) affects on Net Benefit (NetB)</p></sec><sec><title>Research methods</title><p>This study aims to analyze the implementation of the SAKTI application in 10 ministries/government agencies and explain the variables that influence its implementation as a proxy in analyzing its implementation through hypothesis testing using a quantitative analysis approach.</p><p>This research model uses five latent variables: system quality, information quality, service quality, exogenous variables, user satisfaction, and net benefits, which are endogenous variables. Variable measurement uses a five-point Likert scale (strongly disagree - strongly agree). The measurement instruments used to analyze the implementation of the SAKTI application can seen in <xref ref-type="fig" rid="figure-1">Figure 1</xref>.</p><table-wrap id="table-1" ignoredToc=""><label>Table 1</label><caption><p>Instrument Variable Research</p></caption><table frame="box" rules="all"><thead><tr><th colspan="1" rowspan="1" style="" align="left" valign="top">Research Construct (variable)</th><th colspan="1" rowspan="1" style="" align="left" valign="top">Indicator</th><th colspan="1" rowspan="1" style="" align="center" valign="top">Source</th></tr></thead><tbody><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">System Quality (SysQ)</td><td colspan="1" rowspan="1" style="" align="left" valign="top">SAKTI is an easy to use</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Gable et al., 2008</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top">SAKTI has minimal errors or interruptions rarely occur</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Gable et al., 2008; Livari, 2005</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top">SAKTI provides access control and provision of secure data back-ups</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Tasirangh &amp; Wijanto, 2008; Livari, 2005</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top">SAKTI responds quite quickly to commands for processing</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Livari, 2005; Oktal et al., 2016</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top">SAKTI is an application that is easy to learn</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Gable et al., 2008</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top">Reports produced by SAKTI are presented in an easy-to-understand format</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Gable et al., 2008</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">Information Quality (InfQ)</td><td colspan="1" rowspan="1" style="" align="left" valign="top">SAKTI produces adequate and complete reports and information</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Gable et al., 2008</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top">The reports produced by SAKTI are relevant</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Gable et al., 2008</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top">Information or reports produced by the SAKTI application are accurate</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Gable et al., 2008</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top">The report produced by SAKTI conforms to the format used</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Gable et al., 2008</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top">The information produced by SAKTI is used in working unit operations</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Gable et al., 2008</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">Service Quality (ServQ)</td><td colspan="1" rowspan="1" style="" align="left" valign="top">System Support (hi Kemenkeu, training and workshop) in the implementation of SAKTI is adequate</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Soman et al., 2012</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top">System Support (hi Kemenkeu, training and workshop) helped me in using SAKTI</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Soman et al., 2012</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top">System support personnel (hi Kemenkeu, training and workshop) have good skills in solving problems</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Cheng, 2006</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top">System support personnel (hi Kemenkeu, training and workshop) are responsive</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Zbojah &amp; Muller, 2002</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top">Training/workshops/FGDs that have been held are beneficial in the implementation of SAKTI</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Zbojah &amp; Muller, 2002</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">User Satisfaction (USat)</td><td colspan="1" rowspan="1" style="" align="left" valign="top">I am satisfied with SAKTI’s performance and the information that SAKTI has produced</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Y.S. Wang &amp; Liao, 2008</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top">SAKTI met my expectations</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Y.S. Wang &amp; Liao, 2008</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top">Overall, I am satisfied with SAKTI</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Y.S. Wang &amp; Liao, 2008</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">Net Benefit (NetB)</td><td colspan="1" rowspan="1" style="" align="left" valign="top">SAKTI makes my work faster</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Livari, 2005</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top">SAKTI increases my work productivity</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Livari, 2005</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top">By using SAKTI, my work easier</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Livari, 2005</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top">SAKTI is useful in my work</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Livari, 2005</td></tr></tbody></table></table-wrap><sec><title>Data Collection Analysis Techniques</title><p>Primary data and secondary data are the two categories of data used in this study. To collect primary data, SAKTI users in government ministries/agencies are asked to fill out a survey or questionnaire. Secondary data is in the form of books, journals, articles or written works that researchers can obtain through library research.</p><p>Primary data comes from online surveys or questionnaires via googleform which are sent to respondents who serve as users of the SAKTI. Distribution or dissemination is carried out using WhatsApp to SAKTI users. The sampling technique used is incidental sampling (non-probability sampling).</p><p>The questionnaire has two parts, the first part contains demographics and the next part contains questions about user perceptions regarding the implementation of the SAKTI. Variables were measured using a five-point Likert scale with answer choices: "1= Strongly Disagree", "2= Disagree", "3= Doubtful", "4= Agree", and "5= Strongly Agree".</p><p>Data analysis was carried out in order to obtain relevant information contained in the data and use the results obtained to describe the research problem. Data analysis used descriptive statistical analysis and SEM-PLS or Structural Equation Model-Partial Least Square using R-Studio and WarpPLS 7.0 software.</p></sec></sec><sec><title>Results and Discussion</title><sec><title>Descriptive Analysis</title><p>Respondents who filled out or responded to the questionnaire were 244 respondents. From 244 data collected, the data processed totaled 223 questionnaires originating from users from 10 ministries/government agencies already using web-based SAKTI, while the other 21 came from other ministries/government agencies users who had still using desktop-based SAKTI.</p><p>The 223 responders that were collected have complied with the criteria for data processing. <xref ref-type="bibr" rid="BIBR-29">(Sholihin &amp; Ratmono, 2013)</xref> Solihin and Ratmono claim that even with a small sample size (35-50 samples), the model can still be calculated.</p><table-wrap id="table-2" ignoredToc=""><label>Table 2</label><caption><p>Summary of Respondent Demographics</p></caption><table frame="box" rules="all"><thead><tr><th colspan="1" rowspan="1" style="" align="center" valign="top">Description</th><th colspan="1" rowspan="1" style="" align="center" valign="top"><p>Criteria</p></th><th colspan="1" rowspan="1" style="" align="center" valign="top"><p>freq</p></th></tr></thead><tbody><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">Ministries/ Government Agencies</td><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>House of Representatives</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>6</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Ministry of Finance</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>153</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>State Minister for The Empowerment of State Apparatus and Bureaucratic Reform</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>4</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Indonesian Ministry of National Development Planning</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>26</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Ministry of State Secretariat</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>21</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Corruption Eradication Commission</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>2</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Judicial Commission</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>2</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>National Procurement Board</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>3</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Constitutional Court</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>1</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Financial Transaction Reports and Analysis Center</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>5</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">Modules</td><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Accounting and Reporting Modules (Modul Akuntansi dan Pelaporan)</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>49</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Fixed Assets Modules (Modul Aset Tetap)</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>9</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Treasurer Modules (Modul Bendahara)</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>52</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Commitment Modules (modul komitmen)</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>19</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Payment Modules (Modul Pembayaran)</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>51</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Budgeting Modules (Modul Penganggaran)</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>27</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Inventory Modules (Modul Persediaan)</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>15</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">Sex</td><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Male</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>147</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Female</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>76</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">Educational Background</td><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Accounting</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>125</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Informatics</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>10</p></td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"><p>Others</p></td><td colspan="1" rowspan="1" style="" align="center" valign="top"><p>88</p></td></tr></tbody></table></table-wrap><p> <xref ref-type="table" rid="table-2">Table 2</xref> provides information on the demographics of the respondents, while  <xref ref-type="table" rid="table-3">Table 3</xref> provides descriptive statistics for the research variables.</p><table-wrap id="table-3" ignoredToc=""><label>Table 3</label><caption>Research Variable Descriptive Statistics</caption><table frame="box" rules="all"><thead><tr><th colspan="1" rowspan="1" style="" align="center" valign="top">Construct</th><th colspan="1" rowspan="1" style="" align="center" valign="top">Indicators</th><th colspan="1" rowspan="1" style="" align="center" valign="top">Mean (Theoretical)</th><th colspan="1" rowspan="1" style="" align="center" valign="top">Mean (Actual)</th><th colspan="1" rowspan="1" style="" align="center" valign="top">Standard Deviation</th></tr></thead><tbody><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">System Quality (SysQ)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">5</td><td colspan="1" rowspan="1" style="" align="center" valign="top">15</td><td colspan="1" rowspan="1" style="" align="center" valign="top">21.68</td><td colspan="1" rowspan="1" style="" align="center" valign="top">3.07</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">Information Quality (InfQ)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">6</td><td colspan="1" rowspan="1" style="" align="center" valign="top">18</td><td colspan="1" rowspan="1" style="" align="center" valign="top">27.52</td><td colspan="1" rowspan="1" style="" align="center" valign="top">3.11</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">Service Quality (ServQ)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">5</td><td colspan="1" rowspan="1" style="" align="center" valign="top">15</td><td colspan="1" rowspan="1" style="" align="center" valign="top">22.47</td><td colspan="1" rowspan="1" style="" align="center" valign="top">2.82</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">User Satisfaction (USat)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">3</td><td colspan="1" rowspan="1" style="" align="center" valign="top">9</td><td colspan="1" rowspan="1" style="" align="center" valign="top">13.48</td><td colspan="1" rowspan="1" style="" align="center" valign="top">1.89</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">Net Benefit (NetB)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">4</td><td colspan="1" rowspan="1" style="" align="center" valign="top">12</td><td colspan="1" rowspan="1" style="" align="center" valign="top">18.45</td><td colspan="1" rowspan="1" style="" align="center" valign="top">2.22</td></tr></tbody></table></table-wrap></sec><sec><title>Testing and Data Analysis</title><p>In the PLS-SEM model, data analysis will go through two stages: (1) assessing the outer model, also known as the measurement model, and (2) evaluating the interior model, also known as the structural model <xref ref-type="bibr" rid="BIBR-6">(Ghozali &amp; Latan, 2016)</xref>.</p><p>Validity and reliability tests are used to evaluate the outer model. The convergent and discriminant components of the validity test. While the reliability test is used to evaluate the consistency of the questionnaire used to measure a latent variable, the validity test is used to determine whether the latent variable is valid. Data processing for testing in this study uses WarpPLS version 7.0. The results of the loading factor, p-value, average variance extracted (AVE), cronbach's alpha (CA) and composite reliability (CR) can be seen in <xref ref-type="fig" rid="figure-4">Figure 4</xref>.</p><table-wrap id="table-4" ignoredToc=""><label>Table 4</label><caption>Value of Loading Factor, AVE, CA and CR</caption><table frame="box" rules="all"><thead><tr><th colspan="1" rowspan="1" style="" align="center" valign="top">Construct</th><th colspan="1" rowspan="1" style="" align="center" valign="top">Items (Indicators)</th><th colspan="1" rowspan="1" style="" align="center" valign="top">Loading</th><th colspan="1" rowspan="1" style="" align="center" valign="top">P-Value</th><th colspan="1" rowspan="1" style="" align="center" valign="top">AVE</th><th colspan="1" rowspan="1" style="" align="center" valign="top">CA</th><th colspan="1" rowspan="1" style="" align="center" valign="top">CR</th><th colspan="1" rowspan="1" style="" align="center" valign="top">Validity</th></tr></thead><tbody><tr><td colspan="1" rowspan="1" style="" align="center" valign="top">System Quality (SysQ)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">SysQ1 (Indicator1)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.844</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.640</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.858</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.899</td><td colspan="1" rowspan="1" style="" align="center" valign="top">Yes</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">SysQ2 (Indicator2)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.761</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">SysQ3 (Indicator3)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.762</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">SysQ4 (Indicator4)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.863</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">SysQ5 (Indicator5)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.763</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top">Information Quality (InfQ)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">InfQ1 (Indicator1)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.819</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.735</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.928</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.943</td><td colspan="1" rowspan="1" style="" align="center" valign="top">Yes</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">InfQ2 (Indicator2)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.861</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">InfQ3 (Indicator3)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.882</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">InfQ4 (Indicator4)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.857</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">InfQ5 (Indicator5)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.873</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">InfQ6 (Indicator6)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.851</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top">Service Quality (ServQ)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">ServQ1 (Indicator1)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.869</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.739</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.911</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.934</td><td colspan="1" rowspan="1" style="" align="center" valign="top">Yes</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">ServQ2 (Indicator2)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.870</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">ServQ3 (Indicator3)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.920</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">ServQ4 (Indicator4)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.868</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">ServQ5 (Indicator5)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.763</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top">User Satisfaction (USat)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">USat1 (Indicator1)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.930</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.869</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.924</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.952</td><td colspan="1" rowspan="1" style="" align="center" valign="top">Yes</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">USat2 (Indicator2)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.926</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">USat3 (Indicator3)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.904</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top">Net Benefit (NetB)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">NetB1 (Indicator1)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.907</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.834</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.933</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.952</td><td colspan="1" rowspan="1" style="" align="center" valign="top">Yes</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">NetB2 (Indicator2)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.929</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">NetB3 (Indicator3)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.932</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">NetB4 (Indicator4)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.882</td><td colspan="1" rowspan="1" style="" align="center" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top"/></tr></tbody></table></table-wrap><p>The loading factor and AVE score can be used to examine convergent validity testing. The level of the correlation between each measurement item (indicator) and its construct is described by the standardized loading factor <xref ref-type="bibr" rid="BIBR-7">(Haryono, 2017)</xref>. Ideally a loading factor ≥ 0.7 means that the indicator is valid for measuring the construct. Besides that, p-value &lt; 0.05 <xref ref-type="bibr" rid="BIBR-30">(Sholihin &amp; Ratmono, 2020)</xref>. AVE value can also be used as a guide in viewing the convergent validity of latent variables. AVE recommended value&gt;0.5. The loading factor, p-value and AVE can be seen in <xref ref-type="fig" rid="figure-3">Figure 3</xref>. Based on the processing results (<xref ref-type="fig" rid="figure-4">Figure 4</xref>) the latent variables used have a loading factor value above 0.7, p-value &lt; 0.05, and AVE &gt; 0.5, so it can be said that the indicators used meet the convergent validity criteria</p><p>Discriminant validity testing was carried out by looking at (1) cross loading, (2) the square root of the average variance extracted (AVE) and (3) HTMT ratio (heterotrait-monotrait ratio).</p><p>Cross loading is one approach that can be used in assessing discriminant validity. Cross loading can mean that the loading of an indicator on the construct being measured should be greater than the loading on other constructs <xref ref-type="bibr" rid="BIBR-30">(Sholihin &amp; Ratmono, 2020)</xref>. Value of cross loading can be seen in <xref ref-type="fig" rid="figure-4">Figure 4</xref>. We can see that the SysQ1 value on SysQ (0.844) should be greater than the SysQ1 value on InfQ (0.047), or on ServQ (-0.180), or USat (0.085) and NetB (0.227), so also the InfQ1 value in InfQ (0.819) should have a higher value than the other constructs. Based on the <xref ref-type="fig" rid="figure-4">Figure 4</xref>, we can conclude that there is no problem with discriminant validity.</p><table-wrap id="table-5" ignoredToc=""><label>Table 5</label><caption>Value of Cross Loading</caption><table frame="box" rules="all"><thead><tr><th colspan="1" rowspan="1" style="" align="center" valign="top">Construct</th><th colspan="1" rowspan="1" style="" align="center" valign="top">Item</th><th colspan="1" rowspan="1" style="" align="center" valign="top">SysQ</th><th colspan="1" rowspan="1" style="" align="center" valign="top">InfQ</th><th colspan="1" rowspan="1" style="" align="center" valign="top">ServQ</th><th colspan="1" rowspan="1" style="" align="center" valign="top">USat</th><th colspan="1" rowspan="1" style="" align="center" valign="top">NetB</th></tr></thead><tbody><tr><td colspan="1" rowspan="1" style="" align="center" valign="top">System Quality (SysQ)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">SysQ1</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.844</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.047</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.180</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.085</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.227</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">SysQ2</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.761</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.094</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.212</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.247</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.419</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">SysQ3</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.762</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.391</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.012</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.088</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.125</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">SysQ4</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.863</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.070</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.052</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.075</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.017</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">SysQ5</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.763</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.166</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.059</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.168</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.273</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top">Information Quality (InfQ)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">InfQ1</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.054</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.819</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.347</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.184</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.204</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">InfQ2</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.047</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.861</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.264</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.171</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.034</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">InfQ3</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.215</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.882</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.185</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.001</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.115</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">InfQ4</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.014</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.857</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.110</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.335</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.109</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">InfQ5</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.024</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.873</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.076</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.026</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.213</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">InfQ6</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.085</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.851</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.064</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.306</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.366</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top">Service Quality (ServQ)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">ServQ1</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.210</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.156</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.869</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.057</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.096</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">ServQ2</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.240</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.035</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.870</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.068</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.067</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">ServQ3</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.025</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.005</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.920</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.080</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.129</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">ServQ4</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.178</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.189</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.868</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.048</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.143</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">ServQ5</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.000</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.438</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.763</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.482</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.172</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top">User Satisfaction (USat)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">USat1</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.021</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.124</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.113</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.930</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.087</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">USat2</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.094</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.099</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.094</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.926</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.048</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">USat3</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.072</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.025</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.026</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.940</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.092</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top">Net Benefit (NetB)</td><td colspan="1" rowspan="1" style="" align="center" valign="top">NetB1</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.172</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.110</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.162</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.103</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.907</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">NetB2</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.016</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.148</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.004</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.073</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.929</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">NetB3</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.008</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.135</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.020</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.148</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.932</td></tr><tr><td colspan="1" rowspan="1" style="" align="center" valign="top"/><td colspan="1" rowspan="1" style="" align="center" valign="top">NetB4</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.185</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.003</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.186</td><td colspan="1" rowspan="1" style="" align="center" valign="top">-0.186</td><td colspan="1" rowspan="1" style="" align="center" valign="top">0.882</td></tr></tbody></table><table-wrap-foot><p>Note ...</p></table-wrap-foot></table-wrap><p>Square root of AVE or Fornell-Larcker Criterion compares the correlation or value of each construct should be higher than the correlation of other constructs. The square root of AVE value can be seen in <xref ref-type="fig" rid="figure-5">Figure 5</xref>. The SysQ value on SysQ (0.800) should be higher than the SysQ value on InfQ, ServQ, USat and NetB.  <xref ref-type="table" rid="table-4">Table 4</xref> shows that there is good discriminant validity or there are no problems with discriminant validity.</p><table-wrap id="table-6" ignoredToc=""><label>Table 6</label><caption><p>Square root of Average Variance Extracted</p></caption><table frame="box" rules="all"><thead><tr><th colspan="1" rowspan="1" style="" align="left" valign="top"/><th colspan="1" rowspan="1" style="" align="left" valign="top">SysQ</th><th colspan="1" rowspan="1" style="" align="left" valign="top">InfQ</th><th colspan="1" rowspan="1" style="" align="left" valign="top">ServQ</th><th colspan="1" rowspan="1" style="" align="left" valign="top">USat</th><th colspan="1" rowspan="1" style="" align="left" valign="top">NetB</th></tr></thead><tbody><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">SysQ</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.800</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.746</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.746</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.793</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.776</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">InfQ</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.746</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.857</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.765</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.767</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.748</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">ServQ</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.746</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.765</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.860</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.729</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.748</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">USat</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.793</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.767</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.729</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.932</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.810</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">NetB</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.776</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.748</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.748</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.810</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.913</td></tr></tbody></table></table-wrap><p>HTMT is the average of all indicator correlations of all constructs that measure different constructs or the ratio between between-trait and within-trait correlations <xref ref-type="bibr" rid="BIBR-30">(Sholihin &amp; Ratmono, 2020)</xref>. The ratio of the HTMT can be seen in <xref ref-type="table" rid="table-7">Table 7</xref>. HTMT ratio less than 0.9 indicates good discriminant validity, but a value of less than 0.85 is the best or ideal value. Based on <xref ref-type="fig" rid="figure-vd7ioj">Figure 6</xref> , it shows that all constructs have good discriminant validity and meet the requirements.</p><table-wrap id="table-7" ignoredToc=""><label>Table 7</label><caption><p>Heterotrait-Monotrait Ratio</p></caption><table frame="box" rules="all"><thead><tr><th colspan="1" rowspan="1" style="" align="left" valign="top"/><th colspan="1" rowspan="1" style="" align="left" valign="top">SysQ</th><th colspan="1" rowspan="1" style="" align="left" valign="top">InfQ</th><th colspan="1" rowspan="1" style="" align="left" valign="top">ServQ</th><th colspan="1" rowspan="1" style="" align="left" valign="top">USat</th><th colspan="1" rowspan="1" style="" align="left" valign="top">NetB</th></tr></thead><tbody><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">SysQ</td><td colspan="1" rowspan="1" style="" align="left" valign="top">—</td><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">InfQ</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.838</td><td colspan="1" rowspan="1" style="" align="left" valign="top">—</td><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">ServQ</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.844</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.836</td><td colspan="1" rowspan="1" style="" align="left" valign="top">—</td><td colspan="1" rowspan="1" style="" align="left" valign="top"/><td colspan="1" rowspan="1" style="" align="left" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">USat</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.890</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.828</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.793</td><td colspan="1" rowspan="1" style="" align="left" valign="top">—</td><td colspan="1" rowspan="1" style="" align="left" valign="top"/></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">NetB</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.866</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.804</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.812</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.871</td><td colspan="1" rowspan="1" style="" align="left" valign="top">—</td></tr></tbody></table></table-wrap><p>Examining the value of cronbach's alpha or composite reliability is one way to determine whether latent variables are reliable. More than 0.7 is the minimum value required for composite reliability and cronbach's alpha <xref ref-type="bibr" rid="BIBR-29">(Sholihin &amp; Ratmono, 2013)</xref>, <xref ref-type="bibr" rid="BIBR-6">(Ghozali &amp; Latan, 2016)</xref>, while a value ≥ 0.8 is very satisfactory <xref ref-type="bibr" rid="BIBR-7">(Haryono, 2017)</xref>. <xref ref-type="table" rid="table-4">Table 4</xref> displays the result of the reliability test. <xref ref-type="table" rid="table-4">Table 4</xref> shows that all constructs have good reliability.</p><p>Structural Model Testing (Inner Model) is carried out to predict causal relationships between variables<xref ref-type="bibr" rid="BIBR-12">(Jogiyanto &amp; Abdillah, 2015)</xref>. With PLS, we may evaluate the structural model or inner model by looking at the coefficient of determination (R2) and the predictive relevance (Q2). The R-Square value for each endogenous latent variable as the predictive capacity of the structural model can be used to determine the magnitude of the percentage of variance explained <xref ref-type="bibr" rid="BIBR-6">(Ghozali &amp; Latan, 2016)</xref>.</p><p>The predictive relevance (Q2), also known as predictive sample reuse, can be used to evaluate the PLS model in addition to looking at the value of R2 or adjusted R2 <xref ref-type="bibr" rid="BIBR-6">(Ghozali &amp; Latan, 2016)</xref>. Predictive relevance is used to determine whether the model has predictive relevance or not. The R-Square, Adjusted R2 and Q2 values ​​can be seen in <xref ref-type="table" rid="table-7">Table 7</xref>. Based on <xref ref-type="table" rid="table-7">Table 7</xref>, the R-Square value of the user satisfaction variable is 0.717, his shows that 71.7% of the user satisfaction variable variance is explained by the three exogenous variables which include system quality, information quality and service quality, while 29.3% is explained by other variables not included in the research model. The R-Square of the user satisfaction variable of 71.7% is included in the substantial category or strong model <xref ref-type="bibr" rid="BIBR-6">(Ghozali &amp; Latan, 2016)</xref>. The Q2 value of 0.714 (Q2&gt; 0) indicates that the model used has predictive relevance (<xref ref-type="bibr" rid="BIBR-6">(Ghozali &amp; Latan, 2016)</xref>; <xref ref-type="bibr" rid="BIBR-29">(Sholihin &amp; Ratmono, 2013)</xref>).</p><p>The net benefit variable's R-squared value is 0.664, meaning that the four variables system quality, information quality, service quality, and user satisfaction account for 66.4% of the variance in the net benefit variable, while other variables not included in the four variables account for 34.6% of the variance. The Q2 value of 0.664 (Q2&gt; 0) indicates that the model used in the study has predictive relevance (Ghozali &amp; Latan, 2016; Sholihin &amp; Ratmono, 2013).</p><table-wrap id="table-8" ignoredToc=""><label>Table 8</label><caption><p>R<sup>2</sup>, Adjusted R<sup>2</sup> and Q<sup>2</sup></p></caption><table frame="box" rules="all"><thead><tr><th colspan="1" rowspan="1" style="" align="left" valign="top">Construct</th><th colspan="1" rowspan="1" style="" align="left" valign="top">R-Squared</th><th colspan="1" rowspan="1" style="" align="left" valign="top">Adj. R-Squared</th><th colspan="1" rowspan="1" style="" align="left" valign="top">Q-Squared</th></tr></thead><tbody><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">USat</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.717</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.713</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.714</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">NetB</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.664</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.662</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.664</td></tr></tbody></table></table-wrap><p>Testing the fit model using WarpPLS 7.0 can be seen in the "model fit and quality indices" output, as presented in <xref ref-type="table" rid="table-8">Table 8</xref>. Based on <xref ref-type="table" rid="table-8">Table 8</xref>, it can be seen that the research model meets all the criteria for model fit. . </p><table-wrap id="table-9" ignoredToc=""><label>Table 9</label><caption><p>Model Fit and Quality Indices</p></caption><table frame="box" rules="all"><thead><tr><th colspan="1" rowspan="1" style="" align="left" valign="top">Indikator</th><th colspan="1" rowspan="1" style="" align="left" valign="top">Nilai</th><th colspan="1" rowspan="1" style="" align="left" valign="top">P-Value / Kriteria</th></tr></thead><tbody><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">Average Path Coefficient (APC)</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.433</td><td colspan="1" rowspan="1" style="" align="left" valign="top">P &lt; 0.001</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">Average R-squared (ARS)</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.690</td><td colspan="1" rowspan="1" style="" align="left" valign="top">P &lt; 0.001</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">Average Block VIF (AVIF)</td><td colspan="1" rowspan="1" style="" align="left" valign="top">2.942</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Acceptable if ≤ 5, ideally ≤ 3.3</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">Average Full Collinearity VIF (FVIF)</td><td colspan="1" rowspan="1" style="" align="left" valign="top">3.540</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Acceptable if ≤ 5, ideally ≤ 3.3</td></tr></tbody></table></table-wrap><p>Testing the hypothesis developed in this study is useful for assessing the significance of the relationship between exogenous latent variables and endogenous latent variables by calculating and looking at the magnitude of the p-value. This study uses a significance level of 5%. The results of hypothesis testing are seen from the path coefficients and p-values. The hypothesis is supported if the path coefficients are positive and significant or the - value &lt;0.05. The path coefficients and p-values ​​of hypotheses 1 to 4 can be seen in <xref ref-type="table" rid="table-10">Table 10</xref> and <xref ref-type="fig" rid="figure-vd7ioj">Figure 6</xref></p><table-wrap id="table-10" ignoredToc=""><label>Table 10</label><caption>Caption</caption><table frame="box" rules="all"><thead><tr><th colspan="1" rowspan="1" style="" align="left" valign="top">Hypothesis</th><th colspan="1" rowspan="1" style="" align="left" valign="top">Path</th><th colspan="1" rowspan="1" style="" align="left" valign="top">Path Coefficients</th><th colspan="1" rowspan="1" style="" align="left" valign="top">P-Values</th><th colspan="1" rowspan="1" style="" align="left" valign="top">Result</th></tr></thead><tbody><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">H1</td><td colspan="1" rowspan="1" style="" align="left" valign="top">SysQ → Usat</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.449</td><td colspan="1" rowspan="1" style="" align="left" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="left" valign="top">accepted</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">H2</td><td colspan="1" rowspan="1" style="" align="left" valign="top">InfQ → Usat</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.308</td><td colspan="1" rowspan="1" style="" align="left" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="left" valign="top">accepted</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">H3</td><td colspan="1" rowspan="1" style="" align="left" valign="top">ServQ → Usat</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.161</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.007</td><td colspan="1" rowspan="1" style="" align="left" valign="top">accepted</td></tr><tr><td colspan="1" rowspan="1" style="" align="left" valign="top">H4</td><td colspan="1" rowspan="1" style="" align="left" valign="top">Usat → NetB</td><td colspan="1" rowspan="1" style="" align="left" valign="top">0.815</td><td colspan="1" rowspan="1" style="" align="left" valign="top">&lt;0.001</td><td colspan="1" rowspan="1" style="" align="left" valign="top">accepted</td></tr></tbody></table><table-wrap-foot><p>Note ...</p></table-wrap-foot></table-wrap><fig id="figure-vd7ioj" ignoredToc=""><label>Figure 6</label><caption><p>PLS Result</p></caption><graphic xlink:href="https://journals2.ums.ac.id/reaksi/article/download/5429/3618/43350" mimetype="image" mime-subtype="png"><alt-text>Image</alt-text></graphic></fig></sec></sec><sec><title>Discussion</title><p>The first hypothesis (H1) states that system quality has an effect on user satisfaction. From the results of data processing presented in <xref ref-type="table" rid="table-9">Table 9</xref>, it shows that the system quality path coefficients to user satisfaction have a positive value of 0.449 with a p-value of &lt;0.001. This shows that the system quality of the SAKTI application has a positive and significant effect on user satisfaction, so it can be concluded that hypothesis one (H1) is accepted.</p><p>The positive value of the coefficient indicates that the relationship between system quality and user satisfaction is in line, this indicates that the higher the perceived system quality of SAKTI, the higher user satisfaction.</p><p>Acceptance or support for this hypothesis is also supported by data from the actual mean of the system quality variable which is reviewed in the descriptive statistics and presented in <xref ref-type="fig" rid="figure-2">Figure 2</xref>. Where the actual mean value is greater than the theoretical mean (21.68&gt;15). This shows that the SAKTI has a good system quality. In accordance with the direction of the research hypothesis, the higher the value of the system quality variable, the higher the user satisfaction. Based on <xref ref-type="fig" rid="figure-2">Figure 2</xref>, the actual mean value of the user satisfaction variable is also higher when compared to the theoretical mean value (13.48 &gt; 9).</p><p>The results of accepting the first hypothesis are also supported from the descriptive statistical data, it is known that the response with the highest average value is obtained on indicators related to ease of use (easy to use). Result of independent t-test with from easy to use indicator using the R-studio also show that there is no difference in response between those who have an informatics or non-informatics educational background, and there is no difference in results between those who have just used the SAKTI of less than six months and those who have used the SAKTI for more than six months, there is not even a difference between users who have used it for less than six months and users who have used it for more than two years. Based on the description, it can be said that in general, users feel that the system quality of the SAKTI used is good. The results of this study are in accordance with the Update D&amp;M ISSM which states that system quality affects user satisfaction. These results also support the research of <xref ref-type="bibr" rid="BIBR-23">(Pambudi &amp; Adam, 2018)</xref>, <xref ref-type="bibr" rid="BIBR-22">(Oktal et al., 2016)</xref>, Azwar, et al <xref ref-type="bibr" rid="BIBR-10">(Iskandar et al., 2017)</xref>, <xref ref-type="bibr" rid="BIBR-28">(Seta et al., 2018)</xref>, <xref ref-type="bibr" rid="BIBR-10">(Iskandar et al., 2017)</xref>, and <xref ref-type="bibr" rid="BIBR-16">(Lee &amp; Jeon, 2020)</xref> which state that system quality has a positive and significant effect on user satisfaction.</p><p>The second hypothesis (H2) suggests that information quality has an effect on user satisfaction. The results of data processing (<xref ref-type="table" rid="table-9">Table 9</xref>) show that the value of the path coefficients of information quality to user satisfaction is positive at 0.308 with a p-value of less than 0.001. This value shows that the information quality (output) of the SAKTI has a positive and significant effect on user satisfaction, therefore it can be said that hypothesis two (H2) is accepted.</p><p>The coefficient value which is positive indicates that the relationship between information quality is in line with user satisfaction. This means that the higher the respondent's perception of the information quality of the SAKTI, the higher the level of user satisfaction.</p><p>Support for this hypothesis can be seen from the actual mean information quality variable based on descriptive statistics which has a value greater than the theoretical mean (27.52&gt; 18). This shows that the SAKTI application has good information quality. In accordance with the direction of the research hypothesis, the higher the quality of information, the higher the user satisfaction, therefore a high value on the variable information quality will be followed by a high value of the variable user satisfaction, where the variable user satisfaction is based the results of the descriptive statistics show that the mean value is also higher than the theoretical mean (13.48&gt;9).</p><p>The results of accepting the second hypothesis are strengthened by descriptive data regarding the distribution of respondents' answers. The high average of respondents' answers to statements related to indicators of information quality reflects that respondents are satisfied with the information quality or the output generated from the SAKTI. This shows that respondents generally agree that the reports produced by the SAKTI are easy to understand, the reports are adequate, complete and relevant. Respondents also agreed that the format of the output produced by the SAKTI application complies with regulations and the output is used by working units. In addition, based on the results of the independent t-test (different test) that has been carried out, the results show that there is no difference regarding answers or responses from users between those who have an educational background in accounting and those who are not accounting. This indicates that the resulting report is easily understood by the user.</p><p>The results of this study are in accordance with the Update D&amp;M ISSM (theoretical model) which states that information quality affects user satisfaction. These results support the research of<xref ref-type="bibr" rid="BIBR-17">(Livari, 2005)</xref>, <xref ref-type="bibr" rid="BIBR-22">(Oktal et al., 2016)</xref>, <xref ref-type="bibr" rid="BIBR-23">(Pambudi &amp; Adam, 2018)</xref> <xref ref-type="bibr" rid="BIBR-9">(Hussein &amp; Hilmi, 2021)</xref> which states that information quality affects user satisfaction.</p><p>The third hypothesis (H3) states that service quality has an effect on user satisfaction. The results of data processing (<xref ref-type="table" rid="table-9">Table 9</xref>) show the path coefficients of the service quality variable to user satisfaction of 0.161 and a positive value and a p-value of 0.007 (&lt;0.05). These results show that service quality related to the implementation of the SAKTI provided by the support system has a positive and significant effect on user satisfaction, therefore, the third hypothesis (H3) is accepted.</p><p>A positive coefficient value shows that the relationship between service quality is in the same direction as user satisfaction. This means that the higher the service quality felt by users of the SAKTI application, the higher the level of user satisfaction. Acceptance of the hypothesis can also be seen from the actual mean service quality variable based on descriptive statistics which has a value greater than the theoretical mean (22.47&gt;15). This shows that the respondents were satisfied with the service or services provided by the support system in connection with the implementation of the SAKTI. In accordance with the direction of the research hypothesis, where the higher the service quality felt by users of the SAKTI, the higher the satisfaction of SAKTI users. The high value of the service quality variable will be followed by the high value of the user satisfaction variable, where the user satisfaction variable in this study based on the results of descriptive statistical analysis shows a mean value which is also higher, which is equal to 13.48 when compared to the theoretical mean.</p><p>The results of this study are in accordance with the ISSM D&amp;M Update theoretical model which states that service quality has a positive influence on user satisfaction. These results support the research of <xref ref-type="bibr" rid="BIBR-23">(Pambudi &amp; Adam, 2018)</xref>, (Awwad &amp; Al-Mwwad, 2010) and <xref ref-type="bibr" rid="BIBR-21">(Ohliati &amp; Abbas, 2019)</xref></p><p>The fourth hypothesis (H4) states, user satisfaction has an effect on net benefits. The results of the data processing presented (<xref ref-type="table" rid="table-9">Table 9</xref>) show that the path coefficients (path coefficients) of user satisfaction to the net benefit of 0.815 are positive with a p-value &lt;0.001. The magnitude of this value indicates that user satisfaction of the SAKTI has a positive and significant effect on the net benefit, therefore, the fourth hypothesis (H4) is accepted.</p><p>Acceptance of the hypothesis can be seen from the actual mean value of the user satisfaction variable based on descriptive statistics which is greater than the theoretical mean (13.48&gt;9). This shows that users are satisfied with the SAKTI. In accordance with the direction of the research hypothesis, the higher the satisfaction felt by users of the SAKTI, the higher the net benefit of SAKTI users, the high value of the user satisfaction variable will also be followed by the high value of the net benefit variable, where the net variable benefit based on the results of descriptive statistical analysis shows a higher mean value of 18.45 when compared to the theoretical mean of 12.</p><p>These results are consistent with Update D&amp;M ISSM (theoretical model) which states that user satisfaction has an effect on net benefits or user performance. These results also support the research of<xref ref-type="bibr" rid="BIBR-17">(Livari, 2005)</xref>, <xref ref-type="bibr" rid="BIBR-8">(Huang et al., 2015)</xref>, <xref ref-type="bibr" rid="BIBR-9">(Hussein &amp; Hilmi, 2021)</xref>, and <xref ref-type="bibr" rid="BIBR-21">(Ohliati &amp; Abbas, 2019)</xref> which states that user satisfaction significantly influences net benefits in the form of individual impacts.</p></sec><sec><title>Conclusion</title><p>This research was conducted to assess or evaluate the implementation of the SAKTI application and its effect on user satisfaction and net benefit or performance of SAKTI application users. This study adopts the Update ISSM D&amp;M. Four hypotheses are used to analyze the SAKTI application's implementation: the effect of system quality, information quality, and service quality on user satisfaction; the effect of user satisfaction on net benefits. The results obtained are system quality, information quality, service quality significantly affect user satisfaction. User satisfaction has a significant and positive effect on net benefits. Based on the results of the existing hypotheses, it was concluded that the use or implementation of the SAKTI application payment module, seen from the quality of the system and the quality of information, has gone well.</p><p>The sample in this study still uses non-prabability sampling, so that the percentage of responses from users between ministries/ government agencies (K/L) is different. Future studies are expected to be able to consider the percentage (probability) of the user's ministries/ government agencies so that each unit has a better representative sample.</p></sec></body><back><ref-list><title>References</title><ref id="BIBR-1"><element-citation publication-type=""><article-title>Assessing Online Registration System’s (ORS) Success: An Application of DeLone and McLean’s Model of Information Systems Success</article-title></element-citation></ref><ref id="BIBR-2"><element-citation publication-type="article-journal"><article-title>Information Systems Success: The Quest for the Dependent Variable</article-title><source>Information Systems Research</source><volume>3</volume><issue>1</issue><person-group person-group-type="author"><name><surname>DeLone</surname><given-names>W.H.</given-names></name><name><surname>McLean</surname><given-names>E.R.</given-names></name></person-group><year>1992</year><fpage>60</fpage><lpage>95</lpage><page-range>60-95</page-range><pub-id pub-id-type="doi">10.1287/isre.3.1.60</pub-id><ext-link xlink:href="10.1287/isre.3.1.60" ext-link-type="doi" xlink:title="Information Systems Success: The Quest for the Dependent Variable">10.1287/isre.3.1.60</ext-link></element-citation></ref><ref id="BIBR-3"><element-citation publication-type="article-journal"><article-title>The DeLone and McLean Model of Information Systems Success: A Ten-Year Update</article-title><source>Journal of Management Information Systems</source><volume>19</volume><issue>4</issue><person-group person-group-type="author"><name><surname>DeLone</surname><given-names>W.H.</given-names></name><name><surname>McLean</surname><given-names>E.R.</given-names></name></person-group><year>2003</year><fpage>9</fpage><lpage>30</lpage><page-range>9-30</page-range><pub-id pub-id-type="doi">10.1080/07421222.2003.11045748</pub-id><ext-link xlink:href="10.1080/07421222.2003.11045748" ext-link-type="doi" xlink:title="The DeLone and McLean Model of Information Systems Success: A Ten-Year Update">10.1080/07421222.2003.11045748</ext-link></element-citation></ref><ref id="BIBR-4"><element-citation publication-type=""><person-group person-group-type="author"><name><surname>Negara</surname><given-names>Direktorat Jenderal Perbendaharaan</given-names></name></person-group><year>2021</year></element-citation></ref><ref id="BIBR-5"><element-citation publication-type=""><article-title>MENGENAL SAKTI</article-title><person-group person-group-type="author"><name><surname>DJPB</surname><given-names>K.K.R.I.</given-names></name></person-group><year>2020</year></element-citation></ref><ref id="BIBR-6"><element-citation publication-type="book"><article-title>Partial Least Squares Konsep, Metode dan Aplikasi Menggunakan Program WarpPLS 5.0</article-title><person-group person-group-type="author"><name><surname>Ghozali</surname><given-names>I.</given-names></name><name><surname>Latan</surname><given-names>H.</given-names></name></person-group><year>2016</year><publisher-name>Badan Penerbit Universitas Diponegoro</publisher-name><publisher-loc>Semarang</publisher-loc></element-citation></ref><ref id="BIBR-7"><element-citation publication-type="book"><article-title>Metode SEM untuk Penelitian Manajemen AMOS Lisrel PLS</article-title><person-group person-group-type="author"><name><surname>Haryono</surname><given-names>S.</given-names></name></person-group><year>2017</year><publisher-name>Luxima Metro Media. Luxima Metro Media</publisher-name><publisher-loc>In Jakarta</publisher-loc></element-citation></ref><ref id="BIBR-8"><element-citation publication-type="chapter"><article-title>Development and Evaluation of the Mobile Library Service System Success Model: A Case Study of Taiwan</article-title><source>The Electronic Library</source><person-group person-group-type="author"><name><surname>Huang</surname><given-names>Y.-M.</given-names></name><name><surname>Pu</surname><given-names>Y.-H.</given-names></name><name><surname>Chen</surname><given-names>T.-S.</given-names></name><name><surname>Chiu</surname><given-names>P.-S.</given-names></name></person-group><year>2015</year><pub-id pub-id-type="doi">10.1108/EL-06-2014-0094</pub-id><ext-link xlink:href="10.1108/EL-06-2014-0094" ext-link-type="doi" xlink:title="Development and Evaluation of the Mobile Library Service System Success Model: A Case Study of Taiwan">10.1108/EL-06-2014-0094</ext-link></element-citation></ref><ref id="BIBR-9"><element-citation publication-type="article-journal"><article-title>The Influence of Convenience on the Usage of Learning Management System</article-title><source>Electronic Journal of E-Learning</source><volume>19</volume><issue>6</issue><person-group person-group-type="author"><name><surname>Hussein</surname><given-names>L.A.</given-names></name><name><surname>Hilmi</surname><given-names>M.F.</given-names></name></person-group><year>2021</year><fpage>504</fpage><lpage>515</lpage><page-range>504-515</page-range><pub-id pub-id-type="doi">10.34190/ejel.19.6.2493</pub-id><ext-link xlink:href="10.34190/ejel.19.6.2493" ext-link-type="doi" xlink:title="The Influence of Convenience on the Usage of Learning Management System">10.34190/ejel.19.6.2493</ext-link></element-citation></ref><ref id="BIBR-10"><element-citation publication-type="article-journal"><article-title>Evaluasi Atas Implementasi Aplikasi Sistem Akuntansi Instansi Basis Akrual (Saiba) Pada Mitra Kerja Kppn Gorontalo Dan Marisa</article-title><source>Jurnal Tata Kelola Dan Akuntabilitas Keuangan Negara</source><volume>2</volume><issue>2</issue><person-group person-group-type="author"><name><surname>Iskandar</surname><given-names>A.</given-names></name><name><surname>Amriani</surname><given-names>T.N.</given-names></name><name><surname>Subekan</surname><given-names>A.</given-names></name></person-group><year>2017</year><fpage>111</fpage><lpage>135</lpage><page-range>111-135</page-range></element-citation></ref><ref id="BIBR-11"><element-citation publication-type="book"><article-title>Model Kesuksesan Sistem Teknologi Informasi</article-title><person-group person-group-type="author"><name name-style="given-only"><given-names>Jogiyanto</given-names></name></person-group><year>2007</year><publisher-name>Andi</publisher-name><publisher-loc>Yogyakarta</publisher-loc></element-citation></ref><ref id="BIBR-12"><element-citation publication-type="book"><article-title>Partial Least Suare (PLS): Alternatif Structural Equation Modeling (SEM) dalam Penelitian Bisnis</article-title><person-group person-group-type="author"><name><surname>Jogiyanto</surname><given-names>H.M.</given-names></name><name><surname>Abdillah</surname><given-names>W.</given-names></name></person-group><year>2015</year><publisher-name>Andi</publisher-name><publisher-loc>Yogyakarta</publisher-loc></element-citation></ref><ref id="BIBR-13"><element-citation publication-type=""><person-group person-group-type="author"><name><surname>Indonesia</surname><given-names>Kementerian Keuangan Republik</given-names></name></person-group><year>2018</year></element-citation></ref><ref id="BIBR-14"><element-citation publication-type="article-journal"><article-title>The impact of CMS quality on the outcomes of e‐learning systems in higher education: an empirical study</article-title><source>Decision Sciences Journal of Innovative Education</source><volume>10</volume><issue>4</issue><person-group person-group-type="author"><name><surname>Kim</surname><given-names>K.</given-names></name><name><surname>Trimi</surname><given-names>S.</given-names></name><name><surname>Park</surname><given-names>H.</given-names></name><name><surname>Rhee</surname><given-names>S.</given-names></name></person-group><year>2012</year><fpage>575</fpage><lpage>587</lpage><page-range>575-587</page-range></element-citation></ref><ref id="BIBR-15"><element-citation publication-type="article-journal"><article-title>A Model for Mandatory Use of Software Technologies: An Integrative Approach by Applying Multiple Levels of Abstraction of Informing Science</article-title><source>Informing Science</source><volume>13</volume><person-group person-group-type="author"><name><surname>Koh</surname><given-names>C.E.</given-names></name><name><surname>Prybutok</surname><given-names>V.R.</given-names></name><name><surname>Ryan</surname><given-names>S.D.</given-names></name><name><surname>Wu</surname><given-names>Y.</given-names></name></person-group><year>2010</year></element-citation></ref><ref id="BIBR-16"><element-citation publication-type="article-journal"><article-title>The Difference of User Satisfaction and Net Benefit of a Mobile Learning Management System According to Self-Directed Learning: An Investigation of Cyber University Students in Hospitality</article-title><source>Sustainability</source><volume>12</volume><issue>7</issue><person-group person-group-type="author"><name><surname>Lee</surname><given-names>E.Y.</given-names></name><name><surname>Jeon</surname><given-names>Y.J.J.</given-names></name></person-group><year>2020</year><page-range>2672</page-range><pub-id pub-id-type="doi">10.3390/SU12072672</pub-id><ext-link xlink:href="10.3390/SU12072672" ext-link-type="doi" xlink:title="The Difference of User Satisfaction and Net Benefit of a Mobile Learning Management System According to Self-Directed Learning: An Investigation of Cyber University Students in Hospitality">10.3390/SU12072672</ext-link></element-citation></ref><ref id="BIBR-17"><element-citation publication-type="article-journal"><article-title>An Empirical Test of the DeLone-McLean Model of Information System Success</article-title><source>ACM SIGMIS Database: The DATABASE for Advances in Information Systems</source><volume>36</volume><issue>2</issue><person-group person-group-type="author"><name><surname>Livari</surname><given-names>J.</given-names></name></person-group><year>2005</year><fpage>8</fpage><lpage>27</lpage><page-range>8-27</page-range><pub-id pub-id-type="doi">10.1145/1066149.1066152</pub-id><ext-link xlink:href="10.1145/1066149.1066152" ext-link-type="doi" xlink:title="An Empirical Test of the DeLone-McLean Model of Information System Success">10.1145/1066149.1066152</ext-link></element-citation></ref><ref id="BIBR-18"><element-citation publication-type="book"><article-title>A Novel Evaluation Model of user Acceptance of Software Technology in Healthcare Sector</article-title><person-group person-group-type="author"><name><surname>Mohamadali</surname><given-names>N.A.K.S.</given-names></name><name><surname>Garibaldi</surname><given-names>J.M.</given-names></name></person-group><year>2010</year><fpage>392</fpage><lpage>397</lpage><page-range>392-397</page-range><publisher-name>Healthinf</publisher-name></element-citation></ref><ref id="BIBR-19"><element-citation publication-type="article-journal"><article-title>Investigating Users’ Perspectives on E-Learning: An Integration of TAM and IS Success Model</article-title><source>Computers in Human Behavior</source><volume>45</volume><person-group person-group-type="author"><name><surname>Mohammadi</surname><given-names>H.</given-names></name></person-group><year>2015</year><fpage>359</fpage><lpage>374</lpage><page-range>359-374</page-range><pub-id pub-id-type="doi">10.1016/j.chb.2014.07.044</pub-id><ext-link xlink:href="10.1016/j.chb.2014.07.044" ext-link-type="doi" xlink:title="Investigating Users’ Perspectives on E-Learning: An Integration of TAM and IS Success Model">10.1016/j.chb.2014.07.044</ext-link></element-citation></ref><ref id="BIBR-20"><element-citation publication-type="article-journal"><article-title>Mengukur Kesuksesan Sistem Akuntansi Instansi Basis Akrual (SAIBA) Menggunakan Model Delone &amp; Mclean</article-title><source>Jurnal Tata Kelola Dan Akuntabilitas Keuangan Negara</source><volume>2</volume><issue>2</issue><person-group person-group-type="author"><name><surname>Noviyanti</surname><given-names>N.</given-names></name></person-group><year>2017</year><fpage>151</fpage><lpage>173</lpage><page-range>151-173</page-range></element-citation></ref><ref id="BIBR-21"><element-citation publication-type="article-journal"><article-title>Measuring Students Satisfaction in Using Learning Management System</article-title><source>International Journal of Emerging Technologies in Learning</source><volume>14</volume><issue>4</issue><person-group person-group-type="author"><name><surname>Ohliati</surname><given-names>J.</given-names></name><name><surname>Abbas</surname><given-names>B.S.</given-names></name></person-group><year>2019</year><pub-id pub-id-type="doi">10.3991/ijet.v14i04.9427</pub-id><ext-link xlink:href="10.3991/ijet.v14i04.9427" ext-link-type="doi" xlink:title="Measuring Students Satisfaction in Using Learning Management System">10.3991/ijet.v14i04.9427</ext-link></element-citation></ref><ref id="BIBR-22"><element-citation publication-type="article-journal"><article-title>Measurement of Internal User Satisfaction and Acceptance of the e-Justice System in Turkey</article-title><source>Aslib Journal of Information Management</source><person-group person-group-type="author"><name><surname>Oktal</surname><given-names>O.</given-names></name><name><surname>Alpu</surname><given-names>O.</given-names></name><name><surname>Yazici</surname><given-names>B.</given-names></name></person-group><year>2016</year></element-citation></ref><ref id="BIBR-23"><element-citation publication-type="article-journal"><article-title>Analisis Dimensi Kesuksesan Implementasi Sistem Aplikasi Keuangan Tingkat Instansi (Sakti) Pada Satuan Kerja Wilayah Provinsi Jawa Timur Dengan Pendekatan Delone and McLean Information System Success Model</article-title><source>Jurnal Ilmiah Mahasiswa FEB</source><volume>6</volume><issue>2</issue><person-group person-group-type="author"><name><surname>Pambudi</surname><given-names>K.H.</given-names></name><name><surname>Adam</surname><given-names>H.</given-names></name></person-group><year>2018</year><ext-link xlink:href="https://jimfeb.ub.ac.id/index.php/jimfeb/article/view/4664" ext-link-type="uri" xlink:title="Analisis Dimensi Kesuksesan Implementasi Sistem Aplikasi Keuangan Tingkat Instansi (Sakti) Pada Satuan Kerja Wilayah Provinsi Jawa Timur Dengan Pendekatan Delone and McLean Information System Success Model">Analisis Dimensi Kesuksesan Implementasi Sistem Aplikasi Keuangan Tingkat Instansi (Sakti) Pada Satuan Kerja Wilayah Provinsi Jawa Timur Dengan Pendekatan Delone and McLean Information System Success Model</ext-link></element-citation></ref><ref id="BIBR-24"><element-citation publication-type="article-journal"><article-title>Analisis Sistem Aplikasi Keuangan Tingkat Instansi (SAKTI) dengan Pendekatan Technology Acceptance Model</article-title><source>Indonesian Treasury Review: Jurnal Perbendaharaan, Keuangan Negara Dan Kebijakan Publik</source><volume>2</volume><issue>2</issue><person-group person-group-type="author"><name><surname>Prabowo</surname><given-names>N.T.</given-names></name></person-group><year>2017</year><fpage>55</fpage><lpage>66</lpage><page-range>55-66</page-range><pub-id pub-id-type="doi">10.33105/itrev.v2i2.27</pub-id><ext-link xlink:href="10.33105/itrev.v2i2.27" ext-link-type="doi" xlink:title="Analisis Sistem Aplikasi Keuangan Tingkat Instansi (SAKTI) dengan Pendekatan Technology Acceptance Model">10.33105/itrev.v2i2.27</ext-link></element-citation></ref><ref id="BIBR-25"><element-citation publication-type=""><person-group person-group-type="author"><name><surname>Presiden</surname><given-names>I.</given-names></name></person-group><year>2003</year><ext-link xlink:href="https://peraturan.bpk.go.id/Home/Details/147277/inpres-no-3-tahun-2003" ext-link-type="uri">https://peraturan.bpk.go.id/Home/Details/147277/inpres-no-3-tahun-2003</ext-link></element-citation></ref><ref id="BIBR-26"><element-citation publication-type="article-journal"><article-title>Implications of E-learning Systems and Self-Efficiency on Students Outcomes: A Model Approach</article-title><source>Human-Centric Computing and Information Sciences</source><volume>2</volume><issue>1</issue><person-group person-group-type="author"><name><surname>Saba</surname><given-names>T.</given-names></name></person-group><year>2012</year><fpage>1</fpage><lpage>11</lpage><page-range>1-11</page-range></element-citation></ref><ref id="BIBR-27"><element-citation publication-type="article-journal"><article-title>A Partial Test and Development of DeLone and McLean’s Model of IS Success</article-title><source>Australasian Journal of Information Systems</source><volume>4</volume><issue>1</issue><person-group person-group-type="author"><name><surname>Seddon</surname><given-names>P.</given-names></name><name><surname>Kiew</surname><given-names>M.-Y.</given-names></name></person-group><year>1996</year></element-citation></ref><ref id="BIBR-28"><element-citation publication-type="article-journal"><article-title>E-Learning Success Model: An Extention of DeLone &amp; McLean IS’Success Model</article-title><source>Indonesian Journal of Electrical Engineering and Informatics (IJEEI</source><volume>6</volume><issue>3</issue><person-group person-group-type="author"><name><surname>Seta</surname><given-names>H.B.</given-names></name><name><surname>Wati</surname><given-names>T.</given-names></name><name><surname>Muliawati</surname><given-names>A.</given-names></name><name><surname>Hidayanto</surname><given-names>A.N.</given-names></name></person-group><year>2018</year><fpage>281</fpage><lpage>291</lpage><page-range>281-291</page-range></element-citation></ref><ref id="BIBR-29"><element-citation publication-type="book"><article-title>Analisis SEM-PLS dengan WarpPLS 3.0</article-title><person-group person-group-type="author"><name><surname>Sholihin</surname><given-names>M.</given-names></name><name><surname>Ratmono</surname><given-names>D.</given-names></name></person-group><year>2013</year><publisher-name>Andi</publisher-name><publisher-loc>Yogyakarta</publisher-loc></element-citation></ref><ref id="BIBR-30"><element-citation publication-type=""><article-title>Analisis SEM-PLS dengan WrapPLS 7.0 untuk Hubungan Nonlinier dalam Penelitian Sosial dan Bisnis (Edisi 2</article-title><person-group person-group-type="author"><name><surname>Sholihin</surname><given-names>M.</given-names></name><name><surname>Ratmono</surname><given-names>D.</given-names></name></person-group><year>2020</year><publisher-loc>Penerbit ANDI</publisher-loc></element-citation></ref><ref id="BIBR-31"><element-citation publication-type=""><article-title>Perceptions of Information System Success in the Public Sector: Webmasters at the Steering Wheel? Transforming Government: People, Process and Policy</article-title><person-group person-group-type="author"><name><surname>Sorum</surname><given-names>H.</given-names></name><name><surname>Medaglia</surname><given-names>R.</given-names></name><name><surname>Andersen</surname><given-names>K.N.</given-names></name><name><surname>Scott</surname><given-names>M.</given-names></name><name><surname>DeLone</surname><given-names>W.</given-names></name></person-group><year>2012</year><pub-id pub-id-type="doi">10.1108/17506161211251254</pub-id><ext-link xlink:href="10.1108/17506161211251254" ext-link-type="doi" xlink:title="Perceptions of Information System Success in the Public Sector: Webmasters at the Steering Wheel? Transforming Government: People, Process and Policy">10.1108/17506161211251254</ext-link></element-citation></ref><ref id="BIBR-32"><element-citation publication-type="article-journal"><article-title>Pengembangan integrated financial management information system (IFMIS) di Indonesia</article-title><source>Indonesian Treasury Review: Jurnal Perbendaharaan, Keuangan Negara Dan Kebijakan Publik</source><volume>4</volume><issue>2</issue><person-group person-group-type="author"><name><surname>Sudarto</surname><given-names>S.</given-names></name></person-group><year>2019</year><fpage>87</fpage><lpage>103</lpage><page-range>87-103</page-range></element-citation></ref><ref id="BIBR-33"><element-citation publication-type="chapter"><article-title>The Updated DeLone and McLean Model of Information Systems Success</article-title><source>Information systems theory</source><person-group person-group-type="author"><name><surname>Urbach</surname><given-names>N.</given-names></name><name><surname>Muller</surname><given-names>B.</given-names></name></person-group><year>2012</year><fpage>1</fpage><lpage>18</lpage><page-range>1-18</page-range><publisher-name>Springer</publisher-name><pub-id pub-id-type="doi">10.1007/978-1-4419-6108-2_1</pub-id><ext-link xlink:href="10.1007/978-1-4419-6108-2_1" ext-link-type="doi" xlink:title="The Updated DeLone and McLean Model of Information Systems Success">10.1007/978-1-4419-6108-2_1</ext-link></element-citation></ref><ref id="BIBR-34"><element-citation publication-type="article-journal"><article-title>An Empirical Study of Instructor Adoption of Web-Based Learning Systems</article-title><source>Computers &amp; Education</source><volume>53</volume><issue>3</issue><person-group person-group-type="author"><name><surname>Wang</surname><given-names>W.-T.</given-names></name><name><surname>Wang</surname><given-names>C.-C.</given-names></name></person-group><year>2009</year><fpage>761</fpage><lpage>774</lpage><page-range>761-774</page-range><pub-id pub-id-type="doi">10.1016/j.compedu.2009.02.021</pub-id><ext-link xlink:href="10.1016/j.compedu.2009.02.021" ext-link-type="doi" xlink:title="An Empirical Study of Instructor Adoption of Web-Based Learning Systems">10.1016/j.compedu.2009.02.021</ext-link></element-citation></ref><ref id="BIBR-35"><element-citation publication-type="article-journal"><article-title>Assessing eGovernment Systems Success: A Validation of the DeLone and McLean Model of Information Systems Success</article-title><source>Government Information Quarterly</source><volume>25</volume><issue>4</issue><person-group person-group-type="author"><name><surname>Wang</surname><given-names>Y.-S.</given-names></name><name><surname>Liao</surname><given-names>Y.-W.</given-names></name></person-group><year>2008</year><fpage>717</fpage><lpage>733</lpage><page-range>717-733</page-range></element-citation></ref><ref id="BIBR-36"><element-citation publication-type="article-journal"><article-title>Individual differences and MIS success: A review of the empirical literature</article-title><source>Management Science</source><volume>25</volume><issue>10</issue><person-group person-group-type="author"><name><surname>Zmud</surname><given-names>R.W.</given-names></name></person-group><year>1979</year><fpage>966</fpage><lpage>979</lpage><page-range>966-979</page-range></element-citation></ref></ref-list></back></article>
