<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.1d1 20130915//EN" "http://jats.nlm.nih.gov/publishing/1.1d1/JATS-journalpublishing1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" article-type="research-article" xml:lang="en">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">SAJIM</journal-id>
<journal-title-group>
<journal-title>South African Journal of Information Management</journal-title>
</journal-title-group>
<issn pub-type="ppub">2078-1865</issn>
<issn pub-type="epub">1560-683X</issn>
<publisher>
<publisher-name>AOSIS</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">SAJIM-24-1475</article-id>
<article-id pub-id-type="doi">10.4102/sajim.v24i1.1475</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Data governance in healthcare information systems: A systematic literature review</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-8385-1243</contrib-id>
<name>
<surname>Ngesimani</surname>
<given-names>Nomputumo L.</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-5727-7460</contrib-id>
<name>
<surname>Ruhode</surname>
<given-names>Ephias</given-names>
</name>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-2447-5521</contrib-id>
<name>
<surname>Harpur</surname>
<given-names>Patricia-Ann</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<aff id="AF0001"><label>1</label>Department of Information Technology, Faculty of Informatics and Design, Cape Peninsula University of Technology, Cape Town, South Africa</aff>
<aff id="AF0002"><label>2</label>Digital Business, Wits Business School, University of the Witwatersrand, Johannesburg, South Africa</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Nomputumo Ngesimani, <email xlink:href="nomputumojim@gmail.com">nomputumojim@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>18</day><month>08</month><year>2022</year></pub-date>
<pub-date pub-type="collection"><year>2022</year></pub-date>
<volume>24</volume>
<issue>1</issue>
<elocation-id>1475</elocation-id>
<history>
<date date-type="received"><day>20</day><month>10</month><year>2021</year></date>
<date date-type="accepted"><day>14</day><month>02</month><year>2022</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2022. The Authors</copyright-statement>
<copyright-year>2022</copyright-year>
<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>Licensee: AOSIS. This work is licensed under the Creative Commons Attribution License.</license-p>
</license>
</permissions>
<abstract>
<sec id="st1">
<title>Background</title>
<p>This study aimed to investigate data governance (DG) related to challenges associated with healthcare information systems (HIS), by reviewing guidelines emerging from academic sources as part of a consolidated systematic literature review (SLR). The research contributed theoretically towards the body of knowledge, by reviewing challenges and guidelines related to DG within the healthcare environment. It contributed practically to the body of knowledge through understanding the healthcare information&#x2019;s systems status. The study also contributed methodologically and significantly to SLR strategies.</p>
</sec>
<sec id="st2">
<title>Objectives</title>
<p>The objective of this study was to understand the features of HIS; acquire information about DG success and understand the influence noted on DG.</p>
</sec>
<sec id="st3">
<title>Method</title>
<p>The study conducted an SLR over the period 2010&#x2013;2020. Literature collection was not only restricted to South African publications but was extended to international sources. This study adapted a mono method.</p>
</sec>
<sec id="st4">
<title>Results</title>
<p>The study revealed that many organisations have realised that the only method to fix the data problem is the implementation of effective DG. With the increased adoption and rise of cloud computing, DG is gaining interest amongst specialists.</p>
</sec>
<sec id="st5">
<title>Conclusion</title>
<p>The shift from paper-based systems led organisations to seek organisational change through digital transformation. The proper collection and utilisation of electronic healthcare record is the foundation of the digital healthcare. Many organisations value DG as a promising method of maintaining data as a valuable asset.</p>
</sec>
</abstract>
<kwd-group>
<kwd>data governance</kwd>
<kwd>digitalisation</kwd>
<kwd>healthcare</kwd>
<kwd>healthcare information systems</kwd>
<kwd>eHealth</kwd>
<kwd>systematic literature review</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s0001">
<title>Introduction</title>
<p>Information systems (IS) play an important role in the digital era in many industries. Information systems are tools that help organisations to manage their data. Organisations invest in IS to drive their businesses to success in the changing of information technology (IT). The business components involve people, technology and processes. Without data, these business components are inactive, for data is treated as the lifeblood of the organisation (Russom <xref ref-type="bibr" rid="CIT0029">2012</xref>).</p>
<p>Organisations are facing a common goal that defines them as organisations. The types of organisations include higher business entities, education institutions and government departments, for example, healthcare. In the case of healthcare, the main goal is to deliver good health to people. The success of healthcare depends on data that flows within an organisation. Data are the most valuable asset in any organisation in this digital era (Lee et al. <xref ref-type="bibr" rid="CIT0019">2018</xref>). Many organisations realise that data governance (DG) as a promising method of keeping data as a valuable asset (Otto <xref ref-type="bibr" rid="CIT0023">2011a</xref>, <xref ref-type="bibr" rid="CIT0024">2011b</xref>).</p>
<p>Kitchenham and Charters (<xref ref-type="bibr" rid="CIT0017">2007</xref>) suggest that a systematic literature review (SLR) is a strategy of assessing and interpreting all existing papers that are pertinent to the study. Siddaway (<xref ref-type="bibr" rid="CIT0033">2014</xref>) explains an SLR as a method that addresses problems resulting from conflicting findings, produced by researchers. Piper (<xref ref-type="bibr" rid="CIT0027">2013</xref>) points out that SLR permits complete, unbiased and literature-wide assessment of study results, design and quality. Okoli (<xref ref-type="bibr" rid="CIT0022">2015</xref>) argues in detail that an SLR when properly done is valuable and turns into a highly cited part of the study that researchers pursue when undertaking a new investigation. Furthermore, such freestanding reviews summarise the evidence that is available to identify gaps in a research. The SLR method identifies, integrates and critically evaluates such findings.</p>
</sec>
<sec id="s0002">
<title>Reasons for performing a systematic literature review</title>
<p>Various authors point out many reasons for undertaking an SLR:</p>
<list list-type="bullet">
<list-item><p>To synthesise the empirical confirmation of the limitations and benefits of a particular method;</p></list-item>
<list-item><p>To recognise gaps in the existing research to provide directions for more investigations in these areas;</p></list-item>
<list-item><p>To give a background or framework in order to correctly locate the activities of the current research (Kitchenham &#x0026; Charters <xref ref-type="bibr" rid="CIT0017">2007</xref>).</p></list-item>
<list-item><p>An SLR gives the opportunity to provide a structured and rigorous approach to conduct a standalone literature review (Okoli <xref ref-type="bibr" rid="CIT0022">2015</xref>); and</p></list-item>
<list-item><p>The rigorous, systematic approach aims to minimise bias (Siddaway <xref ref-type="bibr" rid="CIT0033">2014</xref>).</p></list-item>
</list>
<p>The justifications listed above are relevant to the investigation undertaken in this study.</p>
</sec>
<sec id="s0003">
<title>Advantages of a systematic literature review</title>
<p>An SLR adds rigour to the search strategy and minimises bias (Okoli <xref ref-type="bibr" rid="CIT0022">2015</xref>). Ryan (<xref ref-type="bibr" rid="CIT0030">2010</xref>) identifies some advantages of an SLR that differ from a traditional review:</p>
<list list-type="bullet">
<list-item><p>A recognised methodology, which minimises bias in the outcome of the study, although the publication of bias in the literature does not protect it.</p></list-item>
<list-item><p>Can give evidence about the impact of an occurrence over a wide range of empirical methods and settings. If studies provide trusted outcomes, SLRs give evidence that the phenomenon is strong and transferrable.</p></list-item>
<list-item><p>The grouping of data using meta-analytic techniques is possible with quantitative studies, enhancing the possibility of noticing actual effects that minor studies are incapable of noticing.</p></list-item>
</list>
</sec>
<sec id="s0004">
<title>Features of a systematic literature review</title>
<p>It is important to look at the features of a traditional literature review to be able to lay the foundation of the characteristics of an SLR:</p>
<list list-type="bullet">
<list-item><p>Traditional reviews are unstructured and are not suitable for publication journal (Robinson &#x0026; Lowe <xref ref-type="bibr" rid="CIT0028">2015</xref>) and</p></list-item>
<list-item><p>Important publications can get missed (Boell &#x0026; Cecez-Kecmanovic <xref ref-type="bibr" rid="CIT0006">2010</xref>).</p></list-item>
</list>
<p>An SLR is easy to distinguish from a traditional literature review. An SLR offers reliability and repeatability (Okoli <xref ref-type="bibr" rid="CIT0022">2015</xref>). Ryan (<xref ref-type="bibr" rid="CIT0030">2010</xref>) lists the features of an SLR as follows:</p>
<list list-type="bullet">
<list-item><p>Researchers continually start by describing a review protocol that explains the research question (RQ) and methods employed to perform the review of the study.</p></list-item>
<list-item><p>An SLR has a research strategy that allows the researchers to identify relevant literature as much as possible.</p></list-item>
<list-item><p>The research strategy report enables the readers to access the completeness, rigour and repeatability of the process.</p></list-item>
<list-item><p>Explicit exclusion and inclusion criteria are required to evaluate each possible primary study.</p></list-item>
<list-item><p>The information obtained from each primary study is specified and evaluated, using the quality criteria.</p></list-item>
</list>
<p>This study explores DG relative to challenges associated with healthcare information systems (HIS) via an SLR. To address the scope of this research study, the study posed one RQ.</p>
<p>How does HIS influence the possibility of DG success?</p>
<p>The RQ above concretise guidelines for the study and inform the research design and methods, namely an SLR.</p>
</sec>
<sec id="s0005">
<title>Methodology</title>
<p>Although this study adopted an SLR, it is important to distinguish between the traditional literature review and the SLR in order to justify the chosen method. The researcher used an SLR to collect secondary data. In comparison to the traditional literature review, an SLR uses a properly defined approach to view the literature for a specific topic (Ryan <xref ref-type="bibr" rid="CIT0030">2010</xref>). Traditional reviews evaluate and summarise a body of literature and draw outcomes for the particular topic in question (Cronin, Ryan &#x0026; Coughlan <xref ref-type="bibr" rid="CIT0008">2008</xref>). They collect information pertinent to what is known about the topic. Its vital purpose is to provide the reader with a complete familiarity in perceiving current knowledge and featuring the importance of new research. In comparison to a traditional literature review, an SLR uses a clear approach to review literature within a particular subject field.</p>
<p>Traditional reviews try to sum up a number of studies, whereas SLRs use a precise and clear approach to review literature in a particular subject field. Boell and Cecez-Kecmanovic (<xref ref-type="bibr" rid="CIT0006">2010</xref>) point out that SLRs are of interests because of the significance they have in the literature search process. Furthermore, an SLR helps to analyse, assess and interpret research pertinent to a specific research topic (Kitchenham <xref ref-type="bibr" rid="CIT0016">2004</xref>). Cronin et al. (<xref ref-type="bibr" rid="CIT0008">2008</xref>) argue that the aim of an SLR is to give as full as possible list of all published and unpublished studies on a specific subject field. Kitchenham and Charters (<xref ref-type="bibr" rid="CIT0017">2007</xref>) reflect that the purpose of the SLR is to identify primary studies relevant to the RQ through an unbiased search strategy. Okoli (<xref ref-type="bibr" rid="CIT0022">2015</xref>) argues that an SLR defines the content and quality of the knowledge of the previous studies that are available. Furthermore, the researchers added that the one factor that distinguishes an SLR from a traditional review is the rigour of the search process. These key guidelines scaffold the SLR process, namely structure (Boell &#x0026; Cecez-Kecmanovic <xref ref-type="bibr" rid="CIT0006">2010</xref>), a systematically phased approach (Okoli <xref ref-type="bibr" rid="CIT0022">2015</xref>), inclusion and exclusion (Harpur <xref ref-type="bibr" rid="CIT0012">2018</xref>) and quality assessment criteria (QAC) (Inayat et al. <xref ref-type="bibr" rid="CIT0013">2014</xref>).</p>
</sec>
<sec id="s0006">
<title>A four-phase strategy</title>
<p>This study aimed to explore DG relative to challenges associated with HIS, by reviewing guidelines emerging from academic sources as part of a consolidated SLR. This study applied a four-phase strategy during the SLR: Phase 1 Planning, Phase 2 Selection, Phase 3 Extraction and Phase 4 Execution (Okoli <xref ref-type="bibr" rid="CIT0022">2015</xref>).</p>
<sec id="s20007">
<title>Phase 1 Planning: Identifies the purpose and drafts the protocol</title>
<p>The first phase consists of two steps, namely to identify the purpose of the SLR and to draft the protocol. The intention of the research is to answer the question posed from the perspective of previously published data on the topic. The RQ determined the focus of the planning stage. The study used a selection of keywords and phrases as search criteria in <italic>Google Scholar</italic>. The researcher based the search strings and keywords on the RQ to retrieve as many papers as possible. This process resulted in 142 published papers, which included journal articles, conference papers and e-resources. The researcher stored all the screened articles in <italic>Mendeley</italic> for bibliography and in-text citations (Harpur <xref ref-type="bibr" rid="CIT0012">2018</xref>). <italic>Mendeley</italic> is a tool that allows researchers to manage PDFs, documents and citations through a desktop client version (Parabhoi, Seth &#x0026; Pathy <xref ref-type="bibr" rid="CIT0025">2017</xref>).</p>
<p>The planning step requires a clear identification of the purpose and intended goals (Okoli <xref ref-type="bibr" rid="CIT0022">2015</xref>). A review protocol provides a clear review of the procedure to be followed where a confined strategy assists to select primary studies and to conduct the SLR (Kitchenham <xref ref-type="bibr" rid="CIT0016">2004</xref>). It supports the replication of the SLR for further studies, and it minimises the bias of the search (Okoli <xref ref-type="bibr" rid="CIT0022">2015</xref>). This study applied the review protocol in the field of DG in HIS in South Africa. From the Planning &#x2013; Phase 1, iteration 1 led to a group of 142 articles. The Selection &#x2013; Phase 2 shows the articles that went through the selection process. The Planning phase included the use of <italic>ATLAS.ti</italic> V8 for data analysis, followed by the Extraction &#x2013; Phase 3. Finally, Execution &#x2013; Phase 4 sets the stage for writing the results of an SLR.</p>
</sec>
<sec id="s20008">
<title>Phase 2 Selection: Practical screen and search for literature</title>
<p>This is the second phase of the SLR strategy, which consists of two steps, namely application of a practical screen and the search for literature. This step is also called the screening for inclusion, whereby certain studies were considered for review and other studies were eliminated (Okoli <xref ref-type="bibr" rid="CIT0022">2015</xref>). The study excluded papers not relevant to this SLR through abstract reading. Excluded are non-English publications relevant to HIS, as well as those that are not full papers. Re-reviewing of papers for the second time, using keywords and abstracts, focuses on the RQ and the objective of the study. Screen-published studies on DG in HIS that provided broader information in healthcare, based on titles, abstracts and date were studied. Only literature published from 2010&#x2013;2020 was analysed to determine the status of DG in HIS within the South African context. A total number of 142 papers were collected.</p>
<p>The study explained and justified the details of the literature according to how they assured the search&#x2019;s comprehensiveness (Okoli <xref ref-type="bibr" rid="CIT0022">2015</xref>). Boell and Cecez-Kecmanovic (<xref ref-type="bibr" rid="CIT0006">2010</xref>) highlighted that a successful search procedure is not one that occurs in high recollection but rather one that results in high accuracy. Searching for literature provides a clear, in-depth understanding of the field of study. Furthermore, it also improves the way to search literature. Pertinent papers from digital databases and the web search engines were covered. The study reviewed studies published from 2010 to 2020. The investigation assisted in providing a picture of the current state of DG in HIS research in South Africa.</p>
</sec>
<sec id="s20009">
<title>Phase 3 Extraction: Extraction of data and appraisal of quality</title>
<p>The researcher used <italic>ATLAS.ti V8</italic>, a computer-assisted qualitative data analysis software (CAQDAS) tool, to import the last selection of articles for the SLR. <italic>ATLAS.ti V8</italic> helped the researcher to link different codes of quotations to create networks (Lewis <xref ref-type="bibr" rid="CIT0021">2015</xref>). Selection of articles included themes that emerged from the research topic, problem, RQ and objectives. After the inclusion of all the identified studies for the review, the researcher systematically extracted appropriate information from each study (Okoli <xref ref-type="bibr" rid="CIT0022">2015</xref>). The data extraction was according to the relevant publications, correctly recording the information acquired from the selected publications. The study extracted phrases, words and quotations from the selected articles during the extraction phase.</p>
<p>The researcher screened the extracted articles for exclusion, whereby quality-oriented criteria were used to determine which studies were included and which were not (Okoli <xref ref-type="bibr" rid="CIT0022">2015</xref>). It is not easy to determine values for all used concepts when extracting data, because the values depend on the contents and studies (Staples &#x0026; Niazi <xref ref-type="bibr" rid="CIT0034">2007</xref>). The researcher created a codebook from the articles in <italic>ATLAS.ti V8</italic> using Code <italic>in vivo</italic> and Open coding. The researcher grouped the codes in themes, sorted the themes in alphabetical order and prefixed each theme with the theme abbreviation and code number, for example (DG01). After the codebook creation, the researcher moved each code to each relevant code group. The researcher gleaned six concepts from the literature sources that led to the proposal of six categories below:</p>
<p>The list of the categorised items is as follows:</p>
<list list-type="bullet">
<list-item><p>Category A: Transformation &#x2013; install intelligent technologies;</p></list-item>
<list-item><p>Category B: Effectiveness &#x2013; implement proper DG;</p></list-item>
<list-item><p>Category C: Performance &#x2013; explore contingency factors;</p></list-item>
<list-item><p>Category D: Adoption &#x2013; prepare for a new change and evolve;</p></list-item>
<list-item><p>Category E: Harmonisation &#x2013; align healthcare system processes; and</p></list-item>
<list-item><p>Category F: Dynamics &#x2013; training in emerging AI technologies.</p></list-item>
</list>
<p><xref ref-type="fig" rid="F0001">Figure 1</xref> illustrates an example of a network diagram that links the category to a theme as well as items and authors that contributed to each theme.</p>
<fig id="F0001">
<label>FIGURE 1</label>
<caption><p>Network diagram for the category, themes, items and authors.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJIM-24-1475-g001.tif"/>
</fig>
<p><xref ref-type="fig" rid="F0001">Figure 1</xref> is the analysis of the code snippets (quotations) from the articles. From the analysis of the codes, the researcher was able to create a visual representation of the themes, items and associated authors. The blue dotted lines show a link for the authors who contributed to each item. The purple dotted lines illustrate that the items, &#x2018;DG01 Big Data&#x2019;, &#x2018;DG02 Healthcare Challenges&#x2019;, &#x2018;DG03 Improved DG&#x2019; and &#x2018;DGO4 Internet of Things&#x2019; are associated with Category C that is directly connected to the theme DG through the link of the red dotted lines.</p>
<sec id="s30010">
<title>Selection criteria of the study</title>
<p>The aim of the criteria for study selection is to classify the primary studies that give direct evidence about the RQ (Kitchenham &#x0026; Charters <xref ref-type="bibr" rid="CIT0017">2007</xref>). Based on the RQ, the study applied the inclusion (I1&#x2013;I4) and exclusion (E1&#x2013;E4) criteria. The inclusion for the 142 articles is in Phase 1 Selection.</p>
<p>The study applied the following inclusion criteria to decide whether the article should be included in the study:</p>
<list list-type="bullet">
<list-item><p>I1: Addresses the use of DG in HIS;</p></list-item>
<list-item><p>I2: Pertains to healthcare contexts;</p></list-item>
<list-item><p>I3: Includes articles published between 2010 and 2020;</p></list-item>
<list-item><p>I4 Having an abstract available; and</p></list-item>
<list-item><p>I5: Includes an academic, peer-reviewed journal or a conference proceeding.</p></list-item>
</list>
<p>The criteria below serve as the base of the exclusion of articles:</p>
<list list-type="bullet">
<list-item><p>E1: Does not address DG in HIS;</p></list-item>
<list-item><p>E2: Does not research healthcare contexts;</p></list-item>
<list-item><p>E3: Is not a suitable recent publication;</p></list-item>
<list-item><p>E4: Does not have an abstract; and</p></list-item>
<list-item><p>E5: Is not an academic or a peer-reviewed journal.</p></list-item>
</list>
<p>Iteration 1 included several scans of extracted literature sources. The study followed several methods, which includes snowballing. These methods are a foundation of the first selection defined in Phase 1 &#x2013; Planning, which consists of 142 studies. During iteration 2, the application of exclusion criteria led to a reduced count of 38 articles. Iteration 3 bridged the noted gaps connected to competitive strategy, DG, DG contingency model, performance strategy and process harmonisation, which led to the addition of nine articles, resulting in 46 publications. <xref ref-type="table" rid="T0001">Table 1</xref> is a summary of three iterations (1&#x2013;3) that include the exclusions as well as the addition of articles. Iterations 1 and 3 consist of a single activity, whilst iteration 2 consists of five exclusion criteria.</p>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>List of iterations for inclusion criteria.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left">Iteration</th>
<th align="left">Definition</th>
<th align="center">CA</th>
<th align="center">DG</th>
<th align="center">DM</th>
<th align="center">HS</th>
<th align="center">PS</th>
<th align="center">PH</th>
<th align="center">Total</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">1</td>
<td align="left">Initial screen: First iteration results</td>
<td align="center">8</td>
<td align="center">32</td>
<td align="center">8</td>
<td align="center">66</td>
<td align="center">17</td>
<td align="center">11</td>
<td align="center">142</td>
</tr>
<tr>
<td align="left" rowspan="6">2</td>
<td align="left">E1: Does not address the use of DG in HIS</td>
<td align="center">1</td>
<td align="center">15</td>
<td align="center">1</td>
<td align="center">40</td>
<td align="center">2</td>
<td align="center">0</td>
<td align="center">57</td>
</tr>
<tr>
<td align="left">E2: Does not research healthcare context</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">0</td>
<td align="center">2</td>
<td align="center">5</td>
<td align="center">2</td>
<td align="center">14</td>
</tr>
<tr>
<td align="left">E3: Is not a suitable recent publication</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">2</td>
<td align="center">2</td>
<td align="center">2</td>
<td align="center">0</td>
<td align="center">6</td>
</tr>
<tr>
<td align="left">E4: Does not have an abstract</td>
<td align="center">2</td>
<td align="center">4</td>
<td align="center">2</td>
<td align="center">7</td>
<td align="center">3</td>
<td align="center">3</td>
<td align="center">21</td>
</tr>
<tr>
<td align="left">E5: Is not an academic or a peer-reviewed journal</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">1</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">4</td>
</tr>
<tr>
<td align="left"><bold>Result of iteration two: reduction</bold></td>
<td align="center"><bold>3</bold></td>
<td align="center"><bold>10</bold></td>
<td align="center"><bold>3</bold></td>
<td align="center"><bold>14</bold></td>
<td align="center"><bold>4</bold></td>
<td align="center"><bold>4</bold></td>
<td align="center"><bold>38</bold></td>
</tr>
<tr>
<td align="left" rowspan="2">3</td>
<td align="left">Addition of articles to fill the gap</td>
<td align="center">2</td>
<td align="center">2</td>
<td align="center">1</td>
<td align="center">0</td>
<td align="center">2</td>
<td align="center">1</td>
<td align="center">8</td>
</tr>
<tr>
<td align="left"><bold>Result of iteration three: addition</bold></td>
<td align="center"><bold>5</bold></td>
<td align="center"><bold>12</bold></td>
<td align="center"><bold>5</bold></td>
<td align="center"><bold>14</bold></td>
<td align="center"><bold>6</bold></td>
<td align="center"><bold>5</bold></td>
<td align="center"><bold>46</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>Source</italic>: Adapted from Harpur, P.A., 2018, &#x2018;A framework for ad hoc mobile technology-enhanced learning in a higher education context&#x2019;, Doctoral dissertation, Cape Peninsula University of Technology</p></fn>
<fn><p>CA, Competitive advantage; DG, Data governance; DM, Data governance contingency model; HS, Healthcare information systems; PS, Performance strategy; PH, Process harmonisation; E, Exclusion.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s30011">
<title>Quality assessment of the study</title>
<p>The quality evaluation serves to check whether the end search results have been adequate and offers support for the scope of the review. Kitchenham and Charters (<xref ref-type="bibr" rid="CIT0017">2007</xref>) informed that on top of the inclusion or exclusion criteria, it is vital to assess the quality of primary studies:</p>
<list list-type="bullet">
<list-item><p>To provide a thorough view of exclusion and inclusion criteria;</p></list-item>
<list-item><p>To explore whether quality differences give an explanation for differences in the outcome of the study;</p></list-item>
<list-item><p>As a means of weighting the importance of individuals&#x2019; studies when results are being synthesised;</p></list-item>
<list-item><p>To determine the state of inferences and guide the interpretation of findings; and</p></list-item>
<list-item><p>To direct recommendations for future study.</p></list-item>
</list>
<p>The study followed four QAC informed by Inayat et al. (<xref ref-type="bibr" rid="CIT0013">2014</xref>). The researcher customised these four QACs to fit this study:</p>
<list list-type="bullet">
<list-item><p>QAC1: Are aims or objectives of the article in line with those of the study?</p></list-item>
<list-item><p>QAC2: Does the article focus on issues in the DG context?</p></list-item>
<list-item><p>QAC3: Is there an easily identified framework?</p></list-item>
<list-item><p>QAC4: Based on findings, are they worthy of the synthesis of guidelines for DG?</p></list-item>
<list-item><p>Do the findings indicate that the article is worthy of the synthesis of guidelines for DG?</p></list-item>
</list>
<p>The evaluation of each article was examined in alignment with the study of Kitchenham et al. (<xref ref-type="bibr" rid="CIT0018">2009</xref>), using the four questions of criteria as listed above. A measure was applied where Yes = 1; Partially = 0.5 and No = 0 (Harpur <xref ref-type="bibr" rid="CIT0012">2018</xref>; Kitchenham et al. <xref ref-type="bibr" rid="CIT0018">2009</xref>).</p>
</sec>
</sec>
<sec id="s20012">
<title>Phase 4 Execution: Synthesis of studies and writing of review</title>
<p>Execution is the fourth phase, comprising two steps, namely the synthesis of studies and the writing of the review. Facts are extracted from the studies are combined by using a qualitative or a quantitative technique or both (Okoli <xref ref-type="bibr" rid="CIT0022">2015</xref>). This step collects, combines and summarises the results of the selected publications. In an SLR, the process needs a full detailed report so that other researchers can reproduce the review results (Okoli <xref ref-type="bibr" rid="CIT0022">2015</xref>).</p>
<sec id="s30013">
<title>Data collection methods &#x2013; In relation to other researchers&#x2019; methods and systematic literature review</title>
<p>According to Boell and Cecez-Kecmanovic (<xref ref-type="bibr" rid="CIT0006">2010</xref>), SLRs are of specific interest for the significance they have on the process of literature searching. Okoli (<xref ref-type="bibr" rid="CIT0022">2015</xref>) points out that researchers when doing research for its predetermined steps that allow the evaluation of search integrity currently choose an SLR. A researcher needs to consider the following important steps when doing an SLR (Gough, Oliver &#x0026; Thomas <xref ref-type="bibr" rid="CIT0010">2012</xref>). Researchers propose that the following structured phases from Okoli (<xref ref-type="bibr" rid="CIT0022">2015</xref>) and Kitchenham (<xref ref-type="bibr" rid="CIT0016">2004</xref>) are relevant to the successful construction of SLRs:</p>
<list list-type="bullet">
<list-item><p><bold>Identify the purpose:</bold> to identify clearly the intended goals and purpose of the study.</p></list-item>
<list-item><p><bold>Draft the protocol:</bold> to confine a strategy for the selection of primary studies.</p></list-item>
<list-item><p><bold>Search for literature:</bold> to clearly explain and justify literature details to guarantee search completeness.</p></list-item>
<list-item><p><bold>Apply practical screen:</bold> to determine which studies will be included or excluded.</p></list-item>
<list-item><p><bold>Appraise quality:</bold> to rate papers for elimination because of insufficient quality.</p></list-item>
<list-item><p><bold>Extract data:</bold> the applicable data will be systematically extracted from each study;</p></list-item>
<list-item><p><bold>Synthesis of studies:</bold> to combine facts extracted from studies using qualitative or quantitative techniques.</p></list-item>
<list-item><p><bold>Writing the review:</bold> to report the outcome of the review in detail.</p></list-item>
</list>
<p>This SLR adopted a three-prong strategy. Firstly, it focused on HIS. Secondly, it addressed DG issues and challenges. Finally, it explored DG guidelines via an explicit collection of relevant sources. Finally, the review navigated recently published sources regarding three components of the DG contingency model, namely performance strategy, competitive strategy and process harmonisation. The SLR method adopted in this study served to gather, analyse and interpret previously published data. This study is based on the eight-step approach recommended by Okoli (<xref ref-type="bibr" rid="CIT0022">2015</xref>) outlined in <xref ref-type="fig" rid="F0002">Figure 2</xref> below:</p>
<fig id="F0002">
<label>FIGURE 2</label>
<caption><p>A systematic guide to literature review development (Okoli <xref ref-type="bibr" rid="CIT0022">2015</xref>).</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJIM-24-1475-g002.tif"/>
</fig>
<p>The four phases depicted above contain eight steps necessary when conducting an SLR. These phases are planning, selection, extraction and execution (Okoli <xref ref-type="bibr" rid="CIT0022">2015</xref>).</p>
</sec>
</sec>
</sec>
<sec id="s0014">
<title>Research tools</title>
<p><xref ref-type="table" rid="T0002">Table 2</xref> illustrates the research tools used in the study for data collection to achieve the research purpose.</p>
<table-wrap id="T0002">
<label>TABLE 2</label>
<caption><p>Research tools used for data collection adapted from Harpur (<xref ref-type="bibr" rid="CIT0012">2018</xref>).</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left">Research tool</th>
<th align="left">Purpose</th>
<th align="left">Usage</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">ATLAS.ti V8<break/><ext-link ext-link-type="uri" xlink:href="http://atlasti.com/">http://atlasti.com/</ext-link></td>
<td align="left">A qualitative data analysis tool used for coding and linking of quotations to create networks.</td>
<td align="left">Used for analysing literature sources.</td>
</tr>
<tr>
<td align="left">Google Drive<break/><ext-link ext-link-type="uri" xlink:href="https://www.google.com/drive/">https://www.google.com/drive/</ext-link></td>
<td align="left">A file storage that was developed by Google.</td>
<td align="left">Allows users to store and backup files in Google servers.</td>
</tr>
<tr>
<td align="left">Mendeley<break/><ext-link ext-link-type="uri" xlink:href="https://www.mendeley.com/">https://www.mendeley.com/</ext-link></td>
<td align="left">A desktop software used for arranging research articles.</td>
<td align="left">Helps to import bibliographic material from Google Scholar.</td>
</tr>
<tr>
<td align="left">Microsoft Office Suite: Word, PowerPoint and Excel<break/><ext-link ext-link-type="uri" xlink:href="https://www.office.com/">https://www.office.com/</ext-link></td>
<td align="left">Programs useful for creating presentations and templates for the research.</td>
<td align="left">Support for diagram and writing report for thesis.</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>Source:</italic> Adapted from Harpur, P.A., 2018, &#x2018;A framework for ad hoc mobile technology-enhanced learning in a higher education context&#x2019;, Doctoral dissertation, Cape Peninsula University of Technology</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The study used a thematic analysis for data analysis because it followed an interpretive approach. The thematic analysis analyses the categorisations and displays themes that are connected to data. It explains data in detail whilst dealing with various subjects through interpretations (Alhojailan &#x0026; Ibrahim <xref ref-type="bibr" rid="CIT0001">2012</xref>). It provides a description and understanding of answers through discovering patterns and creating themes. Themes came from the secondary data through an inductive approach.</p>
</sec>
<sec id="s0015">
<title>Discussion of findings</title>
<p>The six themes that emerged during the study are transformation &#x2013; competitive advantage, effectiveness &#x2013; data governance, performance &#x2013; data governance contingency model, adoption &#x2013; healthcare information systems, dynamics &#x2013; performance strategy and harmonisation &#x2013; process harmonisation.</p>
<sec id="s20016">
<title>Transformation &#x2013; Competitive advantage</title>
<p>Competitive advantage is the feature that identifies the organisation to outdo its competitors. Increasing the competitive advantage is one of the challenges in healthcare (Saeidi et al. <xref ref-type="bibr" rid="CIT0031">2019</xref>). The digital transformation is a key to tackle these challenges (Gujral, Shivarama &#x0026; Mariappan <xref ref-type="bibr" rid="CIT0011">2019</xref>). Although digital transformation has begun in many healthcare organisations, few of them have reached maturity (Gopal et al. <xref ref-type="bibr" rid="CIT0009">2019</xref>). The improvement of technology would lead to a greater competitive advantage.</p>
</sec>
<sec id="s20017">
<title>Effectiveness &#x2013; Data governance</title>
<p>The entire organisation needs to align its goals to DG. Organisations are increasingly developing advanced DG capabilities (Janssen et al. <xref ref-type="bibr" rid="CIT0014">2020</xref>). The only way to solve the data problem is the implementation of effective DG (Al-ruithe, Benkhelifa &#x0026; Hameed <xref ref-type="bibr" rid="CIT0003">2018</xref>). Data governance assists organisations to ensure data quality and to maintain the value of data as an organisational asset. Many companies see DG as a promising approach to ensuring data quality (Otto <xref ref-type="bibr" rid="CIT0023">2011a</xref>, <xref ref-type="bibr" rid="CIT0024">2011b</xref>). Successful DG may answer certain data challenges of many organisations.</p>
</sec>
<sec id="s20018">
<title>Performance &#x2013; Data governance contingency model</title>
<p>A contingency is an upcoming event, which is potential but not easily predicted. The most appropriate contingency factors are recognised as culture, industry, maturity and structure (Pereira &#x0026; Silva <xref ref-type="bibr" rid="CIT0026">2012</xref>). Organisations with high contingency fit are less vulnerable to deviation from the formation of organisation performance (Volberda et al. <xref ref-type="bibr" rid="CIT0036">2012</xref>). Data governance is necessary to safely manage organisational data and success (Lee, Zhu &#x0026; Jeffery <xref ref-type="bibr" rid="CIT0020">2018b</xref>). Organisations need greater levels of innovativeness to be successful (Boso et al. <xref ref-type="bibr" rid="CIT0007">2013</xref>).</p>
</sec>
<sec id="s20019">
<title>Adoption &#x2013; Healthcare information systems</title>
<p>A HIS serves as a bridge between IS and the business processes in healthcare in order to bring better healthcare services (Almunawar &#x0026; Anshari <xref ref-type="bibr" rid="CIT0002">2012</xref>). The proper collection and utilisation of electronic healthcare record (EHR) is the foundation of the digital healthcare (Yang et al. <xref ref-type="bibr" rid="CIT0038">2015</xref>). Electronic healthcare record serves as the main driver of modern healthcare. The effect of technological, social and political factors changed the nature of the healthcare industry eventually (Almunawar &#x0026; Anshari <xref ref-type="bibr" rid="CIT0002">2012</xref>). This change led organisations to seek organisational change through digital transformation.</p>
</sec>
<sec id="s20020">
<title>Dynamics &#x2013; Performance strategy</title>
<p>Performance strategy is a method that organisations use to help implement their strategy into their organisation to achieve all goals. The digitisation of patient records opens rich possibilities for medical professionals (Atasoy, Greenwood &#x0026; Mccullough <xref ref-type="bibr" rid="CIT0005">2019</xref>). The strategies for sharing information on goals, organisational structure and overall performance have a significant positive effect on performance. Managerial competences play a very important role on organisational performance (Vainieri et al. <xref ref-type="bibr" rid="CIT0035">2019</xref>). Healthcare professionals and organisations must be prepared to change (Wiljer &#x0026; Hakim <xref ref-type="bibr" rid="CIT0037">2019</xref>). Develop human and organisational skills to adopt cultures and accept changes that promote readiness to face unexpected and expected challenges (Alsharif et al. <xref ref-type="bibr" rid="CIT0004">2018</xref>).</p>
</sec>
<sec id="s20021">
<title>Harmonisation &#x2013; Process harmonisation</title>
<p>Process harmonisation refers to organising and applying standards for a business process to achieve targeted business requirements. Data harmonisation is an important intervention to strengthen health system&#x2019;s functioning (Schmidt et al. <xref ref-type="bibr" rid="CIT0032">2018</xref>). It is a key intervention to give strength to the functioning of health systems (Schmidt et al. <xref ref-type="bibr" rid="CIT0032">2018</xref>). Data harmonisation enhances the accessibility, production and usability of standard health information for service management and clinical decision-making. Harmonised data quality assessment terms, methods and reporting practices can establish a common understanding (Kahn et al. <xref ref-type="bibr" rid="CIT0015">2016</xref>).</p>
</sec>
</sec>
<sec id="s0022">
<title>Limitations of the study</title>
<p>This study was limited to the period 2010&#x2013;2020; thus, relevant research studies conducted before this period were excluded, and therefore, important and pertinent information could have been missed. This study was limited to data collected from digital databases and web search engines and thus could have missed relevant research in public libraries and university databases. An SLR is the only method used to gather data and that helped the researcher to search for titles, abstracts, keywords and phrases.</p>
</sec>
<sec id="s0023">
<title>Conclusion</title>
<p>The objective of this study was to understand the features of HIS, acquire information about DG success and understand the influence noted on DG. Moreover, the study also analysed competitive strategy, DG contingency model, HIS, process harmonisation and performance strategy. The findings from the study revealed that many organisations have realised that the only method to fix the data problem is the implementation of effective DG.</p>
<p>The study also revealed that EHR is the main driver of the digital healthcare. Therefore, the accurate collection and utilisation of EHR have become the foundation of the digital healthcare. With the rise of cloud computing and increased adoption, DG has gained interest amongst healthcare professionals. Therefore, the competencies and skills from various IT experts and businesses should synchronise. In conclusion, healthcare organisations should align their goals to DG.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>Nomputumo Ngesimani acknowledges the CPUT for their support of this study as part of the master&#x2019;s degree. The family is acknowledged for all the support that they gave the author during the time of compiling this research article together.</p>
<sec id="s20024" sec-type="COI-statement">
<title>Competing interests</title>
<p>The authors declare that they have no financial or personal relationships that may have inappropriately influenced them in writing this article.</p>
</sec>
<sec id="s20025">
<title>Authors&#x2019; contributions</title>
<p>The first author N.L.N., who is the main author, contributed in conceptualisation, methodology, formal analysis, investigation, writing original report and writing review and editing. The second author E.R. contributed to supervising me on the selection of the methodology I used. The third author P.A.H. contributed in supervising me on the steps of writing the methodology I used, data analysis and writing of the article.</p>
</sec>
<sec id="s20026">
<title>Ethical considerations</title>
<p>This article followed all ethical standards for research without direct contact with human or animal subjects.</p>
</sec>
<sec id="s20027">
<title>Funding information</title>
<p>The authors received no financial support for the research, authorship and/or publication of this article.</p>
</sec>
<sec id="s20028">
<title>Data availability</title>
<p>Data sharing is not applicable to this article as no new data were created or analysed in this study.</p>
</sec>
<sec id="s20029">
<title>Disclaimer</title>
<p>The views and opinions expressed in this article are those of the authors and do not necessarily reflect the official policy or position of any affiliated agency of the authors.</p>
</sec>
</ack>
<ref-list id="references">
<title>References</title>
<ref id="CIT0001"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Alhojailan</surname>, <given-names>M.I</given-names></string-name>. &#x0026; <string-name><surname>Ibrahim</surname>, <given-names>M</given-names></string-name></person-group>., <year>2012</year>, &#x2018;<article-title>Thematic Analysis: A Critical Review of Its Process and Evaluation</article-title>&#x2019;, <source><italic>WEI International European Academic Conference Proceedings</italic></source> <volume>1</volume>(<issue>2011</issue>), <fpage>8</fpage>&#x2013;<lpage>21</lpage>.</mixed-citation></ref>
<ref id="CIT0002"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Almunawar</surname>, <given-names>M.N</given-names></string-name>. &#x0026; <string-name><surname>Anshari</surname>, <given-names>M</given-names></string-name></person-group>., <year>2012</year>, &#x2018;<article-title>Health information systems (HIS): Concept and technology</article-title>&#x2019;, <source><italic>arXiv preprint arXiv</italic></source> <volume>1203</volume>, <fpage>3923</fpage>.</mixed-citation></ref>
<ref id="CIT0003"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Al-ruithe</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Benkhelifa</surname>, <given-names>E</given-names></string-name>. &#x0026; <string-name><surname>Hameed</surname>, <given-names>K</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Data governance taxonomy: Cloud versus non-cloud</article-title>&#x2019;, <source><italic>Sustainability</italic></source> <volume>10</volume>(<issue>1</issue>), <fpage>95</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3390/su10010095">https://doi.org/10.3390/su10010095</ext-link></comment></mixed-citation></ref>
<ref id="CIT0004"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Alsharif</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Benslimane</surname>, <given-names>N</given-names></string-name>., <string-name><surname>Khalifa</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Price</surname>, <given-names>C</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Healthcare IT strategic alignment: Challenges and recommendations</article-title>&#x2019;, <source><italic>Studies in Health Technology and Informatics</italic></source> <volume>251</volume>, <fpage>207</fpage>&#x2013;<lpage>210</lpage>.</mixed-citation></ref>
<ref id="CIT0005"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Atasoy</surname>, <given-names>H</given-names></string-name>., <string-name><surname>Greenwood</surname>, <given-names>B.N</given-names></string-name>. &#x0026; <string-name><surname>Mccullough</surname>, <given-names>J.S</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>The digitization of patient care: A review of the effects of electronic health records on health care quality and utilization</article-title>&#x2019;, <source><italic>Annual Review of Public Health</italic></source> <volume>40</volume>, <fpage>487</fpage>&#x2013;<lpage>500</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1146/annurev-publhealth-040218-044206">https://doi.org/10.1146/annurev-publhealth-040218-044206</ext-link></comment></mixed-citation></ref>
<ref id="CIT0006"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Boell</surname>, <given-names>S.K</given-names></string-name>. &#x0026; <string-name><surname>Cecez-Kecmanovic</surname>, <given-names>D</given-names></string-name></person-group>., <year>2010</year>, &#x2018;<article-title>Literature reviews and the hermeneutic circle</article-title>&#x2019;, <source><italic>Australian Academic &#x0026; Research Libraries</italic></source> <volume>41</volume>(<issue>2</issue>), <fpage>129</fpage>&#x2013;<lpage>144</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/00048623.2010.10721450">https://doi.org/10.1080/00048623.2010.10721450</ext-link></comment></mixed-citation></ref>
<ref id="CIT0007"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Boso</surname>, <given-names>N</given-names></string-name>., <string-name><surname>Story</surname>, <given-names>V</given-names></string-name>., <string-name><surname>Cadogan</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Micevski</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Kadi&#x0107;-Maglajli&#x0107;</surname>, <given-names>S</given-names></string-name></person-group>., <year>2013</year>, &#x2018;<article-title>Firm innovativeness and export performance: Environmental, networking, and structural contingencies</article-title>&#x2019;, <source><italic>Journal of International Marketing</italic></source> <volume>21</volume>(<issue>4</issue>), <fpage>62</fpage>&#x2013;<lpage>87</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1509/jim.13.0052">https://doi.org/10.1509/jim.13.0052</ext-link></comment></mixed-citation></ref>
<ref id="CIT0008"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Cronin</surname>, <given-names>P</given-names></string-name>., <string-name><surname>Ryan</surname>, <given-names>F</given-names></string-name>. &#x0026; <string-name><surname>Coughlan</surname>, <given-names>M</given-names></string-name></person-group>., <year>2008</year>, &#x2018;<article-title>Undertaking a literature review: A step-by-step approach</article-title>&#x2019;, <source><italic>British Journal of Nursing</italic></source> <volume>17</volume>(<issue>1</issue>), <fpage>38</fpage>&#x2013;<lpage>43</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.12968/bjon.2008.17.1.28059">https://doi.org/10.12968/bjon.2008.17.1.28059</ext-link></comment></mixed-citation></ref>
<ref id="CIT0009"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Gopal</surname>, <given-names>G</given-names></string-name>., <string-name><surname>Suter-Crazzolara</surname>, <given-names>C</given-names></string-name>., <string-name><surname>Toldo</surname>, <given-names>L</given-names></string-name>. &#x0026; <string-name><surname>Eberhardt</surname>, <given-names>W</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>Digital transformation in healthcare&#x2013;architectures of present and future information technologies</article-title>&#x2019;, <source><italic>Clinical Chemistry and Laboratory Medicine (CCLM)</italic></source> <volume>57</volume>(<issue>3</issue>), <fpage>328</fpage>&#x2013;<lpage>335</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1515/cclm-2018-0658">https://doi.org/10.1515/cclm-2018-0658</ext-link></comment></mixed-citation></ref>
<ref id="CIT0010"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Gough</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Oliver</surname>, <given-names>S</given-names></string-name>. &#x0026; <string-name><surname>Thomas</surname>, <given-names>J</given-names></string-name></person-group>., <year>2012</year>, <source><italic>Introducing systematic reviews</italic></source>, pp. <fpage>1</fpage>&#x2013;<lpage>16</lpage>, <publisher-name>Systematic Reviews</publisher-name>, <publisher-loc>London</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0011"><mixed-citation publication-type="conference"><person-group person-group-type="author"><string-name><surname>Gujral</surname>, <given-names>G</given-names></string-name>., <string-name><surname>Shivarama</surname>, <given-names>J</given-names></string-name>. &#x0026; <string-name><surname>Mariappan</surname>, <given-names>M</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>Artificial intelligence (AI) and data science for developing intelligent health informatics systems</article-title>&#x2019;, in <conf-name>Proceedings of the National Conference on AI in HI &#x0026; VR, SHSS-TISS Mumbai</conf-name>, <conf-date>30&#x2013;31 August 2019</conf-date>, <conf-loc>ResearchGate, Mumbai</conf-loc>.</mixed-citation></ref>
<ref id="CIT0012"><mixed-citation publication-type="thesis"><person-group person-group-type="author"><string-name><surname>Harpur</surname>, <given-names>P.A</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>A framework for ad hoc mobile technology-enhanced learning in a higher education context</article-title>&#x2019;, <comment>Doctoral dissertation</comment>, <publisher-name>Cape Peninsula University of Technology</publisher-name>.</mixed-citation></ref>
<ref id="CIT0013"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Inayat</surname>, <given-names>I</given-names></string-name>., <string-name><surname>Salim</surname>, <given-names>S.S</given-names></string-name>., <string-name><surname>Marczak</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Daneva</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Shamshirband</surname>, <given-names>S</given-names></string-name></person-group>., <year>2014</year>, &#x2018;<article-title>A systematic literature review on agile requirements engineering practices and challenges</article-title>&#x2019;, <source><italic>Computers in Human Behavior</italic></source> <volume>51</volume>, <fpage>915</fpage>&#x2013;<lpage>929</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.chb.2014.10.046">https://doi.org/10.1016/j.chb.2014.10.046</ext-link></comment></mixed-citation></ref>
<ref id="CIT0014"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Janssen</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Brous</surname>, <given-names>P</given-names></string-name>., <string-name><surname>Estevez</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Barbosa</surname>, <given-names>L.S</given-names></string-name>. &#x0026; <string-name><surname>Janowski</surname>, <given-names>T</given-names></string-name></person-group>., <year>2020</year>, &#x2018;<article-title>Data governance: Organizing data for trustworthy Artificial Intelligence</article-title>&#x2019;, <source><italic>Government Information Quarterly</italic></source> <volume>37</volume>(<issue>3</issue>), <fpage>101493</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.giq.2020.101493">https://doi.org/10.1016/j.giq.2020.101493</ext-link></comment></mixed-citation></ref>
<ref id="CIT0015"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Kahn</surname>, <given-names>M.G</given-names></string-name>., <string-name><surname>Callahan</surname>, <given-names>T.J</given-names></string-name>., <string-name><surname>Barnard</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Bauck</surname>, <given-names>A.E</given-names></string-name>., <string-name><surname>Brown</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Davidson</surname>, <given-names>B.N</given-names></string-name>. <etal>et al.</etal></person-group>, <year>2016</year>, &#x2018;<article-title>A harmonized data quality assessment terminology and framework for the secondary use of electronic health record data</article-title>&#x2019;, <source><italic>Egems</italic></source> <volume>4</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>18</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.13063/2327-9214.1244">https://doi.org/10.13063/2327-9214.1244</ext-link></comment></mixed-citation></ref>
<ref id="CIT0016"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Kitchenham</surname>, <given-names>B</given-names></string-name></person-group>., <year>2004</year>, <source><italic>Procedures for performing systematic reviews</italic></source>, <publisher-name>Keele University</publisher-name>, <publisher-loc>Keele</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0017"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Kitchenham</surname>, <given-names>B</given-names></string-name>. &#x0026; <string-name><surname>Charters</surname>, <given-names>S</given-names></string-name></person-group>., <year>2007</year>, &#x2018;<chapter-title>Guidelines for Performing Systematic Literature Reviews in Software Engineering</chapter-title>&#x2019;, <source><italic>Technical Report EBSE 2007-001</italic></source>, <publisher-name>Keele University and Durham University Joint Report</publisher-name>.</mixed-citation></ref>
<ref id="CIT0018"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Kitchenham</surname>, <given-names>B</given-names></string-name>., <string-name><surname>Brereton</surname>, <given-names>P.O</given-names></string-name>., <string-name><surname>Budgen</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Turner</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Bailey</surname>, <given-names>J</given-names></string-name>. &#x0026; <string-name><surname>Linkman</surname>, <given-names>S</given-names></string-name></person-group>., <year>2009</year>, &#x2018;<article-title>Systematic literature reviews in software engineering - A systematic literature review</article-title>&#x2019;, <source><italic>Information and Software Technology</italic></source> <volume>51</volume>(<issue>1</issue>), <fpage>7</fpage>&#x2013;<lpage>15</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.infsof.2008.09.009">https://doi.org/10.1016/j.infsof.2008.09.009</ext-link></comment></mixed-citation></ref>
<ref id="CIT0019"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Lee</surname>, <given-names>L</given-names></string-name>., <string-name><surname>Rawstron</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Henderson</surname>, <given-names>P</given-names></string-name>., <string-name><surname>Applewhite</surname>, <given-names>E</given-names></string-name>. &#x0026; <string-name><surname>Guy</surname>, <given-names>K</given-names></string-name></person-group>., <year>2018a</year>, <source><italic>Data governance: Driving value in healthcare</italic></source>, <publisher-name>KPMG International</publisher-name>, <comment>viewed 30 March 2020, from <ext-link ext-link-type="uri" xlink:href="https://home.kpmg/content/dam/kpmg/co/pdf/2018/07/data-governance-driving-value-in-health.pdf">https://home.kpmg/content/dam/kpmg/co/pdf/2018/07/data-governance-driving-value-in-health.pdf</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0020"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Lee</surname>, <given-names>L</given-names></string-name>., <string-name><surname>Rawstron</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Henderson</surname>, <given-names>P</given-names></string-name>., <string-name><surname>Applewhite</surname>, <given-names>E</given-names></string-name>. &#x0026; <string-name><surname>Guy</surname>, <given-names>K</given-names></string-name></person-group>., <year>2018b</year>, &#x2018;<article-title>A contingency-based approach to data governance design for platform ecosystems</article-title>&#x2019;, in <source><italic>PACIS</italic></source>, p. <fpage>168</fpage>.</mixed-citation></ref>
<ref id="CIT0021"><mixed-citation publication-type="thesis"><person-group person-group-type="author"><string-name><surname>Lewis</surname>, <given-names>J.K</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<source><italic>Using ATLAS. ti to facilitate data analysis for a systematic review of leadership competencies in the completion of a doctoral dissertation&#x2019;</italic></source>, <conf-name>Research Gate Conference: ATLAS.ti User Conference</conf-name> <conf-date>2015</conf-date>, <conf-loc>Berlin</conf-loc>.</mixed-citation></ref>
<ref id="CIT0022"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Okoli</surname>, <given-names>C</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>A guide to conducting a standalone systematic literature review</article-title>&#x2019;, <source><italic>Communications of the Association for Information Systems</italic></source> <volume>37</volume>(<issue>1</issue>), <fpage>43</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.17705/1CAIS.03743">https://doi.org/10.17705/1CAIS.03743</ext-link></comment></mixed-citation></ref>
<ref id="CIT0023"><mixed-citation publication-type="conference"><person-group person-group-type="author"><string-name><surname>Otto</surname>, <given-names>B</given-names></string-name></person-group>., <year>2011a</year>, &#x2018;<article-title>A morphology of the organisation of data governance</article-title>&#x2019;, in <source><italic>ECIS 2011 Proceedings</italic></source>, <conf-date>10 June 2011</conf-date>, <conf-name>European Conference of Information Systems (ECIS2011)</conf-name>, <conf-loc>Gallen</conf-loc>, p. <fpage>272</fpage>.</mixed-citation></ref>
<ref id="CIT0024"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Otto</surname>, <given-names>B</given-names></string-name></person-group>., <year>2011b</year>, &#x2018;<article-title>Organizing data governance: Findings from the telecommunications industry and consequences for large service providers</article-title>&#x2019;, <source><italic>Communications of the Association for Information Systems</italic></source> <volume>29</volume>(<issue>1</issue>), <fpage>3</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.17705/1CAIS.02903">https://doi.org/10.17705/1CAIS.02903</ext-link></comment></mixed-citation></ref>
<ref id="CIT0025"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Parabhoi</surname>, <given-names>L</given-names></string-name>., <string-name><surname>Seth</surname>, <given-names>A.K</given-names></string-name>. &#x0026; <string-name><surname>Pathy</surname>, <given-names>S.K</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Citation management software tools: A comparison with special reference to Zotero and Mendeley</article-title>&#x2019;, <source><italic>Journal of Advances in Library and Information Science</italic></source> <volume>6</volume>(<issue>3</issue>), <fpage>288</fpage>&#x2013;<lpage>293</lpage>.</mixed-citation></ref>
<ref id="CIT0026"><mixed-citation publication-type="conference"><person-group person-group-type="author"><string-name><surname>Pereira</surname>, <given-names>R</given-names></string-name>. &#x0026; <string-name><surname>Silva</surname>, <given-names>M.M</given-names></string-name></person-group>., <year>2012</year>, &#x2018;<article-title>A literature review: Guidelines and contingency factors for IT governance</article-title>&#x2019;, in <conf-name>European, Mediterranean &#x0026; Middle Eastern conference on information systems</conf-name>, <conf-date>7&#x2013;8 June</conf-date>, <conf-name>European, Mediterranean &#x0026; Middle Eastern Conference on Information Systems 2012 (emcis2012)</conf-name>, <conf-loc>Munich</conf-loc>, pp. <fpage>342</fpage>&#x2013;<lpage>360</lpage>.</mixed-citation></ref>
<ref id="CIT0027"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Piper</surname>, <given-names>R.J</given-names></string-name></person-group>., <year>2013</year>, &#x2018;<article-title>How to write a systematic literature review: A guide for medical students</article-title>&#x2019;, <source><italic>National AMR, Fostering Medical Research</italic></source> <volume>1</volume>, <fpage>1</fpage>&#x2013;<lpage>8</lpage>.</mixed-citation></ref>
<ref id="CIT0028"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Robinson</surname>, <given-names>P</given-names></string-name>. &#x0026; <string-name><surname>Lowe</surname>, <given-names>J</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>Literature reviews vs systematic reviews</article-title>&#x2019;, <source><italic>Australian and New Zealand Journal of Public Health</italic></source> <volume>39</volume>(<issue>2</issue>), <fpage>103</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/1753-6405.12393">https://doi.org/10.1111/1753-6405.12393</ext-link></comment></mixed-citation></ref>
<ref id="CIT0029"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Russom</surname>, <given-names>P</given-names></string-name></person-group>., <year>2012</year>, <source><italic>Seven reasons why master data management needs data governance</italic></source>, <publisher-name>TDWI</publisher-name>, <publisher-loc>Renton</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0030"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Ryan</surname>, <given-names>G</given-names></string-name></person-group>., <year>2010</year>, <source><italic>Guidance notes on planning a systematic review</italic></source>, <publisher-name>James Hardiman Library, National University of Ireland Galway</publisher-name>, <publisher-loc>Galway</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0031"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Saeidi</surname>, <given-names>P</given-names></string-name>., <string-name><surname>Saeidi</surname>, <given-names>S.P</given-names></string-name>., <string-name><surname>Sofian</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Saeidi</surname>, <given-names>P.S</given-names></string-name>., <string-name><surname>Nilashi</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Mardani</surname>, <given-names>A</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>The impact of enterprise risk management on competitive advantage by moderating role of information technology</article-title>&#x2019;, <source><italic>Computer Standards &#x0026; Interfaces</italic></source> <volume>63</volume>, <fpage>67</fpage>&#x2013;<lpage>82</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.csi.2018.11.009">https://doi.org/10.1016/j.csi.2018.11.009</ext-link></comment></mixed-citation></ref>
<ref id="CIT0032"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Schmidt</surname>, <given-names>B</given-names></string-name>., <string-name><surname>Colvin</surname>, <given-names>C.J</given-names></string-name>., <string-name><surname>Hohlfeld</surname>, <given-names>A</given-names></string-name>. &#x0026; <string-name><surname>Leon</surname>, <given-names>N</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Defining and conceptualising data harmonisation : A scoping review protocol</article-title>&#x2019;, <source><italic>Systematic Reviews</italic></source> <volume>7</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>6</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1186/s13643-018-0890-7">https://doi.org/10.1186/s13643-018-0890-7</ext-link></comment></mixed-citation></ref>
<ref id="CIT0033"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Siddaway</surname>, <given-names>A</given-names></string-name></person-group>., <year>2014</year>, &#x2018;<article-title>What is a systematic literature review and how do I do one</article-title>&#x2019;, <source><italic>University of Stirling</italic></source> <volume>1</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>3</lpage>.</mixed-citation></ref>
<ref id="CIT0034"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Staples</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Niazi</surname>, <given-names>M</given-names></string-name></person-group>., <year>2007</year>, &#x2018;<article-title>Experiences using systematic review guidelines</article-title>&#x2019;, <source><italic>Journal of Systems and Software</italic></source> <volume>80</volume>(<issue>9</issue>), <fpage>1425</fpage>&#x2013;<lpage>1437</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.jss.2006.09.046">https://doi.org/10.1016/j.jss.2006.09.046</ext-link></comment></mixed-citation></ref>
<ref id="CIT0035"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Vainieri</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Ferre&#x00B4;</surname>, <given-names>F</given-names></string-name>., <string-name><surname>Giorgio</surname>, <given-names>G</given-names></string-name>. &#x0026; <string-name><surname>Nuti</surname>, <given-names>S</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>Explaining performance in health care : How and when top management competencies make the difference</article-title>&#x2019;, <source><italic>Health Care Management Review</italic></source> <volume>44</volume>(<issue>4</issue>), <fpage>306</fpage>&#x2013;<lpage>317</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1097/HMR.0000000000000164">https://doi.org/10.1097/HMR.0000000000000164</ext-link></comment></mixed-citation></ref>
<ref id="CIT0036"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Volberda</surname>, <given-names>H.W</given-names></string-name>., <string-name><surname>Van der Weerdt</surname>, <given-names>N</given-names></string-name>., <string-name><surname>Verwaal</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Stienstra</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Verdu</surname>, <given-names>A.J</given-names></string-name></person-group>., <year>2012</year>, &#x2018;<article-title>Contingency fit, institutional fit, and firm performance: A metafit approach to organization&#x2013;environment relationships</article-title>&#x2019;, <source><italic>Organization Science</italic></source> <volume>23</volume>(<issue>4</issue>), <fpage>1040</fpage>&#x2013;<lpage>1054</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1287/orsc.1110.0687">https://doi.org/10.1287/orsc.1110.0687</ext-link></comment></mixed-citation></ref>
<ref id="CIT0037"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Wiljer</surname>, <given-names>D</given-names></string-name>. &#x0026; <string-name><surname>Hakim</surname>, <given-names>Z</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>Developing an artificial intelligence&#x2013;enabled health care practice: Rewiring health care professions for better care</article-title>&#x2019;, <source><italic>Journal of Medical Imaging and Radiation Sciences</italic></source> <volume>50</volume>(<issue>4</issue>), <fpage>S8</fpage>&#x2013;<lpage>S14</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.jmir.2019.09.010">https://doi.org/10.1016/j.jmir.2019.09.010</ext-link></comment></mixed-citation></ref>
<ref id="CIT0038"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Yang</surname>, <given-names>J.J</given-names></string-name>., <string-name><surname>Li</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Mulder</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Wang</surname>, <given-names>Y</given-names></string-name>., <string-name><surname>Chen</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Wu</surname>, <given-names>H</given-names></string-name>. <etal>et al.</etal></person-group>, <year>2015</year>, &#x2018;<article-title>Emerging information technologies for enhanced healthcare</article-title>&#x2019;, <source><italic>Computers in Industry</italic></source> <volume>69</volume>, <fpage>3</fpage>&#x2013;<lpage>11</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.compind.2015.01.012">https://doi.org/10.1016/j.compind.2015.01.012</ext-link></comment></mixed-citation></ref>
</ref-list>
<fn-group>
<fn><p><bold>How to cite this article:</bold> Ngesimani, N.L., Ruhode, E. &#x0026; Harpur, P-A., 2022, &#x2018;Data governance in healthcare information systems: A systematic literature review&#x2019;, <italic>South African Journal of Information Management</italic> 24(1), a1475. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/sajim.v24i1.1475">https://doi.org/10.4102/sajim.v24i1.1475</ext-link></p></fn>
</fn-group>
</back>
</article>