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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">SAJHRM</journal-id>
<journal-title-group>
<journal-title>SA Journal of Human Resource Management</journal-title>
</journal-title-group>
<issn pub-type="ppub">1683-7584</issn>
<issn pub-type="epub">2071-078X</issn>
<publisher>
<publisher-name>AOSIS</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">SAJHRM-20-1992</article-id>
<article-id pub-id-type="doi">10.4102/sajhrm.v20i0.1992</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Adoption of digital strategies across the human resource value chain</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-4417-5964</contrib-id>
<name>
<surname>Chapano</surname>
<given-names>Munodani</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/0000-0001-5093-2162</contrib-id>
<name>
<surname>Mey</surname>
<given-names>Michelle R.</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/0000-0002-6849-6781</contrib-id>
<name>
<surname>Werner</surname>
<given-names>Amanda</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<aff id="AF0001"><label>1</label>Department of Human Resources Management, Faculty of Business and Economic Sciences, Nelson Mandela University, Gqeberha, South Africa</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Munodani Chapano, <email xlink:href="mchapano@gmail.com">mchapano@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>22</day><month>09</month><year>2022</year></pub-date>
<pub-date pub-type="collection"><year>2022</year></pub-date>
<volume>20</volume>
<issue>0</issue>
<elocation-id>1992</elocation-id>
<history>
<date date-type="received"><day>17</day><month>05</month><year>2022</year></date>
<date date-type="accepted"><day>12</day><month>07</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>Orientation</title>
<p>Digital technologies are transforming the way business functions operate, and this also applies to the human resource management (HRM) function.</p>
</sec>
<sec id="st2">
<title>Research purpose</title>
<p>The purpose of this study is to determine the extent to which South African organisations have adopted digital HRM strategies across the human resource (HR) value chain and the extent to which these digital strategies are perceived to contribute to the achievement of business objectives.</p>
</sec>
<sec id="st3">
<title>Motivation for the study</title>
<p>This study provides an indication of the trend of the adoption of digital HRM strategies and whether the digital strategies support business goals.</p>
</sec>
<sec id="st4">
<title>Research approach/design and method</title>
<p>A quantitative research design using a cross-sectional survey was used. Data were collected by means of a survey with a questionnaire from 312 HRM professionals and line managers in the automotive industry in the Eastern Cape Province of South Africa. Purposive and snowball sampling was used, and data were analysed using exploratory factor analysis (EFA), descriptive, paired-sample tests, Pearson correlations and regression analysis.</p>
</sec>
<sec id="st5">
<title>Main findings</title>
<p>The findings of this study indicate that Digital HRM Strategies have been moderately adopted across the HR value chain. The perceived contribution of these digital strategies towards attainment of business objectives was high.</p>
</sec>
<sec id="st6">
<title>Practical/managerial implications</title>
<p>Constraints such as lack of digital skills by HRM practitioners, which hinder the adoption of digital HRM strategies across the HR value chain, should be addressed.</p>
</sec>
<sec id="st7">
<title>Contribution/value-add</title>
<p>This research assists HRM practitioners and leaders in South Africa regarding which digital strategies to adopt to contribute to the achievement of organisational objectives.</p>
</sec>
</abstract>
<kwd-group>
<kwd>HRM digitalisation</kwd>
<kwd>digital HRM technologies</kwd>
<kwd>HR value chain</kwd>
<kwd>digital HRM strategies</kwd>
<kwd>organisational objectives/performance</kwd>
<kwd>South Africa</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s0001">
<title>Introduction</title>
<p>Digitalisation, which is caused by continuous inventions and advances in digital technologies of the Fourth Industrial Revolution (4IR), has become a buzzword across many organisational operations, including human resource management (HRM) (World Economic Forum [WEF], <xref ref-type="bibr" rid="CIT0056">2016</xref>). Organisations exploit technologies of the 4IR by digitalising the production and distribution of commodities (WEF, <xref ref-type="bibr" rid="CIT0056">2016</xref>). Digitalisation has been accelerated by the outbreak of the COVID-19 pandemic and its related consequences such as lockdowns (Agrawal, Dutta, Kelly, &#x0026; Mill&#x00E1;n, <xref ref-type="bibr" rid="CIT0002">2021</xref>).</p>
<p>Depending on the degree of embracement of technologies and preparedness for change, organisations have either adopted or are contemplating adopting digital strategies across the human resource (HR) value chain. The force behind the digitalisation of HRM is to improve and sustain efficiency and effectiveness in the delivery of a range of HRM services, which also directly or indirectly improves the employee experience and enables a quick response to the needs of the business (Deloitte, <xref ref-type="bibr" rid="CIT0021">2020</xref>; Jayabalan, Makhbul, Nair, Subramaniam, &#x0026; Ramly, <xref ref-type="bibr" rid="CIT0032">2021</xref>; Thite, <xref ref-type="bibr" rid="CIT0050">2019</xref>).</p>
<p>As a result, some researchers and business leaders express confidence that HRM&#x2019;s strategic role as a business partner could be fulfilled (Jani, Muduli, &#x0026; Kishore, <xref ref-type="bibr" rid="CIT0031">2021</xref>; Schiemann &#x0026; Ulrich, <xref ref-type="bibr" rid="CIT0047">2017</xref>). Other researchers (Bondarouk &#x0026; Brewster, <xref ref-type="bibr" rid="CIT0012">2016</xref>; Poisat &#x0026; Mey, 2019) reveal more doubt about the impact of digital HRM strategies on service delivery, and this is mostly because of a lack of empirical research results. This lack of evidence could serve as a contributing factor to a reluctant and haphazard approach to adopt digital HRM Strategies. In addition, the researchers are basing their arguments on past research that did not specifically probe the impact of HRM on organisational performance (Guest, <xref ref-type="bibr" rid="CIT0027">2011</xref>; Ulrich, <xref ref-type="bibr" rid="CIT0051">1997</xref>). Even in cases where empirical evidence depicts an association between HRM practices and organisational performance (Huselid, <xref ref-type="bibr" rid="CIT0030">1995</xref>), specific strategies and practices of the HRM function that have a significant impact were difficult to determine (Becker &#x0026; Gerhart, <xref ref-type="bibr" rid="CIT0007">1996</xref>; Guest, <xref ref-type="bibr" rid="CIT0027">2011</xref>; Ulrich, <xref ref-type="bibr" rid="CIT0051">1997</xref>; Wright &#x0026; Ulrich, <xref ref-type="bibr" rid="CIT0059">2017</xref>).</p>
<p>While this debate is ongoing, the adoption of digital strategies in HRM, as with any other business operation, is now inevitable whether in developed or undeveloped countries (Deloitte, <xref ref-type="bibr" rid="CIT0019">2016</xref>). Organisations lagging in the digitalisation race are vulnerable, as they may lose relevance (Deloitte, <xref ref-type="bibr" rid="CIT0019">2016</xref>; Jani et al., <xref ref-type="bibr" rid="CIT0031">2021</xref>). Although HRM digitalisation is being discussed at conferences in South Africa and leaders are acknowledging a need to digitalise the HRM function (CHRO South Africa, <xref ref-type="bibr" rid="CIT0015">2021</xref>), there is still a need to ascertain the extent to which organisations in South Africa have adopted digital HRM strategies across the HR value chain (SABPP, <xref ref-type="bibr" rid="CIT0046">2019</xref>). In addition, the business community needs to know the extent to which the digitalisation of HRM contributes to the attainment of business goals. Therefore, this study aims to empirically ascertain the extent to which South African organisations have adopted digital HRM strategies across the HR value chain and the extent to which this has contributed towards the achievement of organisational objectives.</p>
</sec>
<sec id="s0002">
<title>Objectives of the study</title>
<p>This study aims to determine the extent to which organisations in South Africa have adopted digital HRM strategies across the HR value chain and the extent to which these digital strategies are perceived to contribute to the achievement of organisational objectives.</p>
<p>Following this introduction, the study presents the literature review. This is followed by the research methods that were used to undertake the study. Thereafter, the results and their discussion are presented. The link between results and literature is discussed in the discussion section. Following this, practical implication of the results, limitations of the study and recommendations for future research are outlined. Finally, a conclusion drawn from the results is presented.</p>
</sec>
<sec id="s0003">
<title>Literature review</title>
<p>The literature review focuses on the adoption of digital HRM strategies and value that could be gained.</p>
<p>Digital HRM strategies are HRM practices or functions such as digital recruitment and selection that are executed using digital technologies (Barman &#x0026; Das, <xref ref-type="bibr" rid="CIT0006">2018</xref>). A plethora of 4IR technologies can be adopted for the digitalisation of HRM and comprise social media, mobile applications, analytics and cloud computing (SMAC), for example, and other emerging technologies, such as artificial intelligence (AI), blockchain, machine learning, Internet of Things (IoT), virtual reality, gamification and robotics (Bersin, <xref ref-type="bibr" rid="CIT0008">2017</xref>; Thite, <xref ref-type="bibr" rid="CIT0050">2019</xref>).</p>
<p>In South Africa, the following broad digital HRM strategies could be adopted across the HR value chain: digital workforce planning (including digital recruitment and selection); digital performance management; digital learning and development; digital reward and recognition; digital employee wellness management; digital employment relations management; and digital organisational development (SABPP, <xref ref-type="bibr" rid="CIT0045">2014</xref>). These seven identified digital HRM strategies are functional HR value chain elements extracted from the HR architecture depicted in the SABPP HR Management System Model (SABPP, <xref ref-type="bibr" rid="CIT0045">2014</xref>).</p>
<p>In addition, it should be noted that the seven HR value chain elements are supported by 30 HR professional practice standards (SABPP, <xref ref-type="bibr" rid="CIT0045">2014</xref>). Examples of the 30 HR professional practice standards include absenteeism management, collective bargaining, succession planning, recruitment and selection, career management and culture management (SABPP, <xref ref-type="bibr" rid="CIT0045">2014</xref>).</p>
<p>The goal of adopting an HRM strategy across the HR value chain is to assist in achieving business objectives, thus positioning HRM as a value-adding function rather than an expense to the organisation (Wright &#x0026; Ulrich, <xref ref-type="bibr" rid="CIT0059">2017</xref>). Similarly, digital HRM strategies could, for example, enable effective and efficient collection, processing and utilisation of employee data, leading to the identification of potential talent that could contribute to business results (Amla &#x0026; Malhotra, <xref ref-type="bibr" rid="CIT0004">2017</xref>).</p>
<p>Mjomba and Oyagi (<xref ref-type="bibr" rid="CIT0039">2021</xref>) posit that digital HRM strategies contribute to achieving organisational goals by facilitating the collection and provision of talent information to assist HRM practitioners and managers in making informed decisions. The final results are financial results such as increases in sales, profits, market share and market value for the business (Armstrong &#x0026; Taylor, <xref ref-type="bibr" rid="CIT0003">2020</xref>).</p>
<p>Thus, it is expected that digital HRM strategies that could be adopted across the HR value chain in South Africa could contribute to the achievement of business objectives through influencing HR outcomes such as motivation, satisfaction, engagement and commitment. This then influences business outcomes such as productivity, quality and customer satisfaction, and finally improved sales, profits, market share and market value. The following sections discuss digital HRM strategies that could be adopted to ascertain their potential contribution to the attainment of organisational goals.</p>
<sec id="s20004">
<title>Digital workforce/human resource management planning</title>
<p>Digital applications in workforce planning can forecast and audit the talent pool within the organisation (Dulebohn &#x0026; Johnson, <xref ref-type="bibr" rid="CIT0024">2013</xref>). Through workforce analytics, employee data sourced through video and exit interviews can be mined by AI&#x2019;s predictive models to inform intelligent decision-making regarding talent (Jia, Guo, Li, Li, &#x0026; Chen, <xref ref-type="bibr" rid="CIT0033">2018</xref>). Wiblen (<xref ref-type="bibr" rid="CIT0057">2019</xref>) observed that digital workforce planning contributes to the consistent identification of talent eligible to be retained and for development across the organisation.</p>
<p>For example, algorithms could calculate the likelihood of some individual employees leaving the organisation at a future period. In this instance, if the individuals are valuable, the organisation could make proactive strategies to retain them before they leave (Wiblen, <xref ref-type="bibr" rid="CIT0057">2019</xref>). However, there are fears that vendors of technologies could evaluate and determine talent requirements, rather than the organisation&#x2019;s HRM practitioners themselves doing the task. In addition, Thite (<xref ref-type="bibr" rid="CIT0050">2019</xref>) also doubted the authenticity and objectivity of the role of digital planning of the workforce, citing that there are instances where organisations have struggled to develop a unified and accessible talent database.</p>
</sec>
<sec id="s20005">
<title>Digital recruitment and selection</title>
<p>Digital recruitment and selection enable the online execution of tasks via social networking sites, career websites and job portals (Thite, <xref ref-type="bibr" rid="CIT0050">2019</xref>). It is argued that digital recruitment and selection directly influence organisational success. The digitalisation of screening, interviewing, shortlisting and providing feedback to applicants and interviewees reduces the time and costs spent on these tasks by HRM teams, creating time to execute more strategic value tasks (Burbach, <xref ref-type="bibr" rid="CIT0014">2019</xref>).</p>
<p>For example, candidates who match job profile and company culture could be sourced easily from diverse databases using AI which scours and screens resumes (Burbach, <xref ref-type="bibr" rid="CIT0014">2019</xref>). Social media can be used to network with potential talent and screen their profiles, while mobile applications could be used to deliver personalised recruitment and onboarding processes (Holm &#x0026; Haar, <xref ref-type="bibr" rid="CIT0029">2019</xref>). This in turn improves employee engagement and communication within the organisation (Burbach, <xref ref-type="bibr" rid="CIT0014">2019</xref>). However, Holm and Haar (<xref ref-type="bibr" rid="CIT0029">2019</xref>) argue that the adoption of digital technologies makes recruitment and selection complex and costly, as there is a need for recruitment officers and job applicants to have the necessary digital skills and digital applications to be able to use diverse digital channels of the digital recruitment and selection system.</p>
</sec>
<sec id="s20006">
<title>Digital employee performance management</title>
<p>In digital performance management, analytics and AI embedded in HRM performance systems mine employee performance data from diverse sources (Rondeau, <xref ref-type="bibr" rid="CIT0043">2019</xref>). Mobile and cloud-based solutions aid the provision and accessibility of real-time feedback about employee performance, thus reducing resources devoted to the practice as compared to paper-based performance management (Rondeau, <xref ref-type="bibr" rid="CIT0043">2019</xref>). Robotic Process Automation digitalises the performance management administration and generation of reports, resulting in the execution of such tasks quickly, with less bias and few errors (Shrivastava, Kataria, Chabani, Tongkachok, &#x0026; Salameh, <xref ref-type="bibr" rid="CIT0049">2022</xref>).</p>
<p>Bissola and Imperatori (<xref ref-type="bibr" rid="CIT0011">2019</xref>) observed positive correlation between digital performance management and organisational outcomes such as employee engagement and motivation. However, it could be challenging for HRM practitioners and HRM teams to equip themselves with skills in performance management governance and skills needed to evaluate employee performance using technologies. Rondeau (<xref ref-type="bibr" rid="CIT0043">2019</xref>) also points out that digital performance management decreases face-to-face interaction between the employees and supervisors, as supervisors tend to rely more on digitalised performance data. In this way, digitalised employee performance feedback is unlikely to draw the attention and change the behaviour of employees as compared to feedback delivered through interpersonal interaction (Rondeau, <xref ref-type="bibr" rid="CIT0043">2019</xref>).</p>
</sec>
<sec id="s20007">
<title>Digital learning and development</title>
<p>Human resource management practitioners rank digital learning and development as a key priority (Deloitte, <xref ref-type="bibr" rid="CIT0019">2016</xref>, <xref ref-type="bibr" rid="CIT0020">2017</xref>), replacing the conventional classroom or face-to-face learning because of its collaborative and engaging ingredients (Chartered Institute of Personnel and Development [CIPD], <xref ref-type="bibr" rid="CIT0016">2017</xref>). The often-used technologies in digital learning and development comprise learning management systems; virtual classroom, webcasting, video and Zoom conferencing; and Microsoft Teams technology, which is embedded with AI and machine learning solutions to facilitate curation of content, effective and efficient administration and management of learning (Thite, <xref ref-type="bibr" rid="CIT0050">2019</xref>).</p>
<p>Predictive employee analytics could be applied to predict learning and skill gaps within the organisation (Thite, <xref ref-type="bibr" rid="CIT0050">2019</xref>). Mobile applications facilitate convenience delivery and accessibility of learning content. These technologies have the potential to deliver personalised learning across diverse talent groups and facilitate the measurement of the impact of learning and development interventions on organisational performance (Jayabalan et al., <xref ref-type="bibr" rid="CIT0032">2021</xref>; Wasserman &#x0026; Fisher, <xref ref-type="bibr" rid="CIT0055">2020</xref>). However, Thite (<xref ref-type="bibr" rid="CIT0050">2019</xref>) points out that digital learning and development offer fewer opportunities for learners to interact with other learners in discussions. In this regard, learners who rely primarily on instructors would struggle, as there are limited chances to ask for clarifications and feedback from the instructor.</p>
</sec>
<sec id="s20008">
<title>Digital reward and recognition management</title>
<p>The use of AI and machine learning technology, such as a neural network system, enhances the design and structuring of benefits and compensation programmes (Jia et al., <xref ref-type="bibr" rid="CIT0033">2018</xref>). This results in the verification of the accuracy of claim submissions digitalised, while chatbots could facilitate the handling of first-level rewards and benefit queries (Rondeau, <xref ref-type="bibr" rid="CIT0043">2019</xref>). Insights about employees&#x2019; preferences for diverse salary and wage components could be generated using employee analytics, thus revealing the impact of organisational compensation and benefits components on employee attraction, motivation and retention (Jayabalan et al., <xref ref-type="bibr" rid="CIT0032">2021</xref>; Johnson, Stone, &#x0026; Lukaszewski, <xref ref-type="bibr" rid="CIT0034">2020</xref>). The managerial self-service and employee self-service systems are also used in the dissemination of compensation data and information to senior managers and general employees (Thite, <xref ref-type="bibr" rid="CIT0050">2019</xref>). The ability of the digital applications to integrate compensation and reward data with data from other HRM functions promotes the compilation of accurate and unbiased benefits and compensation structures (Rondeau, <xref ref-type="bibr" rid="CIT0043">2019</xref>). In addition, these technologies reduce the time needed to execute such functional tasks (Thite, <xref ref-type="bibr" rid="CIT0050">2019</xref>).</p>
<p>However, digital reward management systems are criticised for being rigid in that they allow final decisions that are the prerogative of the manager to be made by technology (Rondeau, <xref ref-type="bibr" rid="CIT0043">2019</xref>).</p>
</sec>
<sec id="s20009">
<title>Digital employee wellness management</title>
<p>Digital employee wellness management involves using AI and machine learning-powered wearables, digital health devices and mobile applications to collect, generate and monitor employee health and wellness data timeously (Brassey, G&#x00FC;ntner, Isaak, &#x0026; Silberzahn, <xref ref-type="bibr" rid="CIT0013">2021</xref>). This data is used by HRM practitioners to improve wellness and health and to create a sustainable behaviour change in employees (Brassey et al., <xref ref-type="bibr" rid="CIT0013">2021</xref>). In this regard, through employing analytics, insights about employee well-being are generated from the data, resulting in timely employee well-being intervention devised to deal with the affected employees. In addition, digital technologies enable well-being assistance programmes to reach many employees at once, benefiting organisations with few health consultants and thus saving time and resources (Diamandis &#x0026; Kotler, <xref ref-type="bibr" rid="CIT0023">2015</xref>). Using AI-powered robots and chatbots, employees can receive mental health therapy anonymously at any time and at any place (Brassey et al., <xref ref-type="bibr" rid="CIT0013">2021</xref>). However, digital employee wellness management is criticised for aiding the unconsented collection and utilisation of employee information (Rose, Barton, Souza, &#x0026; Platt, <xref ref-type="bibr" rid="CIT0044">2014</xref>). This could negatively affect employee job satisfaction and commitment and could see the organisation facing charges of infringing employees&#x2019; security and privacy (Rose et al., <xref ref-type="bibr" rid="CIT0044">2014</xref>).</p>
</sec>
<sec id="s20010">
<title>Digital employment relations management</title>
<p>In digital employment relations management, the development and deployment of employee engagement surveys, sending of automatic reminders and collating data about employee engagement and job satisfaction levels can be digitalised through AI, analytics, robotics and machine learning technologies (Rondeau, <xref ref-type="bibr" rid="CIT0043">2019</xref>). Employee analytics draw insights on talent engagement levels and appropriate interventions developed (Rondeau, <xref ref-type="bibr" rid="CIT0043">2019</xref>). Digital employment relations management also includes management of trade union and workers&#x2019; committee information, using digital technologies (Palm, Bergman, &#x0026; Rosengren, <xref ref-type="bibr" rid="CIT0040">2020</xref>).</p>
<p>Mobile applications and social media facilitate the dissemination and sharing of information, such as employee relations policies (Shrivastava et al., <xref ref-type="bibr" rid="CIT0049">2022</xref>). Therefore, it is argued that digital employment relations management improves communication and cooperation in individual and collective labour relationships (Palm et al., <xref ref-type="bibr" rid="CIT0040">2020</xref>). However, Burbach (<xref ref-type="bibr" rid="CIT0014">2019</xref>) asserts that the use of technologies in the coordination of the employment relationship could make employees work 24/7 (Burbach, <xref ref-type="bibr" rid="CIT0014">2019</xref>), leading to overwork. This undermines employee morale, productivity and organisational climate. In addition, it diminishes physical interaction between employees and employers (Burbach, <xref ref-type="bibr" rid="CIT0014">2019</xref>). Physical interactions between employees and employers are perceived to sustain positive and productive relationships within the workplace, as they reduce employees&#x2019; feeling of disenfranchisement (Burbach, <xref ref-type="bibr" rid="CIT0014">2019</xref>; Parry &#x0026; Battista, <xref ref-type="bibr" rid="CIT0041">2019</xref>).</p>
</sec>
<sec id="s20011">
<title>Digital organisational development</title>
<p>Using technology, HRM practitioners, as cultural ambassadors, are encouraged to be leaders in embracing a technological culture within the organisations (Fisher &#x0026; Bondarouk, <xref ref-type="bibr" rid="CIT0025">2020</xref>). When HRM practitioners collaborate with leaders across the business functions in this regard, an agile culture in which digitalisation can thrive is created. For example, Kahai (<xref ref-type="bibr" rid="CIT0036">2020</xref>) argues that digitalisation makes team leaders and team members more open to each other and the community, which improves the organisation&#x2019;s brand. Digital leadership is characterised as adaptable and effective in virtual teams, and not averse to risk-taking (Contreras, Baykal, &#x0026; Abid, <xref ref-type="bibr" rid="CIT0018">2020</xref>).</p>
<p>However, the demerits of using digital technologies in organisational development activities are that managers are required to acquire ethical, conflict and change skills in a digitalised workplace (Fisher &#x0026; Bondarouk, <xref ref-type="bibr" rid="CIT0025">2020</xref>). This challenge includes the ability to choose suitable digital technologies favourable for smooth flow of information across the organisational stakeholders. In this regard, HRM practitioners are urged to communicate often and make follow-ups to their messages to reduce misunderstandings and information loss because of diverse digital communication platforms (Kahai, <xref ref-type="bibr" rid="CIT0036">2020</xref>).</p>
<p>The discussion in this section reveals that the adoption of digital HRM strategies across the HR value chain could contribute to the attainment of organisational objectives even though potential negative outcomes were also revealed. Therefore, this study seeks to empirically determine the extent to which organisations in South Africa had adopted digital HRM strategies across the HR value chain and the extent to which these digital strategies contribute to the achievement of organisational objectives.</p>
</sec>
</sec>
<sec id="s0012">
<title>Research methodology</title>
<sec id="s20013">
<title>Research approach</title>
<p>This study adopted the quantitative and cross-sectional methodological approach, using a questionnaire survey as the data collection instrument.</p>
</sec>
<sec id="s20014">
<title>Research participants and sampling</title>
<p>The target population for this study comprised HR directors, HR managers and HRM practitioners and line managers who worked within small, medium and large companies in the automotive manufacturing industry in the municipalities of Nelson Mandela Bay and Buffalo City in Gqeberha and East London in the Eastern Cape Province of South Africa. A nonprobability sampling procedure, which comprised purposive and snowball sampling methods, was used in the study to select participants from the targeted organisations. A total of 425 online questionnaires were distributed, of which 328 were returned, 312 of which were usable, achieving a response rate of 73.41&#x0025;. The demographic profile of the respondents is summarised in <xref ref-type="table" rid="T0001">Table 1</xref>. This information was used to screen respondents to ensure that only data collected from targeted respondents were included for analysis.</p>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>Demographic profile of respondents.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Profile</th>
<th valign="top" align="left">Category</th>
<th valign="top" align="center">Total respondents</th>
<th valign="top" align="center">Frequency</th>
<th valign="top" align="center">Per cent</th>
<th valign="top" align="center">Valid per cent</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="3" valign="top">Industry</td>
<td align="left">Automotive original equipment manufacturing</td>
<td align="center">311</td>
<td align="center">147</td>
<td align="center">47.1</td>
<td align="center">47.3</td>
</tr>
<tr>
<td align="left">Automotive component manufacturing</td>
<td align="center">311</td>
<td align="center">163</td>
<td align="center">52.2</td>
<td align="center">52.4</td>
</tr>
<tr>
<td align="left">Other</td>
<td align="center">-</td>
<td align="center">1</td>
<td align="center">0.3</td>
<td align="center">0.3</td>
</tr>
<tr>
<td align="left" rowspan="3" valign="top">Position</td>
<td align="left">HR director</td>
<td align="center">312</td>
<td align="center">28</td>
<td align="center">90.0</td>
<td align="center">90.0</td>
</tr>
<tr>
<td align="left">HR manager</td>
<td align="center">-</td>
<td align="center">123</td>
<td align="center">39.4</td>
<td align="center">39.4</td>
</tr>
<tr>
<td align="left">HR practitioner</td>
<td align="center">-</td>
<td align="center">48</td>
<td align="center">15.4</td>
<td align="center">15.4</td>
</tr>
<tr>
<td align="left">Manager</td>
<td align="center">-</td>
<td align="center">109</td>
<td align="center">34.9</td>
<td align="center">34.9</td>
</tr>
<tr>
<td align="left">Other</td>
<td align="center">-</td>
<td align="center">4</td>
<td align="center">1.3</td>
<td align="center">1.3</td>
</tr>
<tr>
<td align="left" rowspan="3" valign="top">Department</td>
<td align="left">Human resources</td>
<td align="center">312</td>
<td align="center">187</td>
<td align="center">59.9</td>
<td align="center">59.9</td>
</tr>
<tr>
<td align="left">Finance</td>
<td align="center">-</td>
<td align="center">17</td>
<td align="center">5.4</td>
<td align="center">5.4</td>
</tr>
<tr>
<td align="left">Marketing</td>
<td align="center">-</td>
<td align="center">27</td>
<td align="center">8.7</td>
<td align="center">8.7</td>
</tr>
<tr>
<td align="left">Production and operation</td>
<td align="center">-</td>
<td align="center">38</td>
<td align="center">12.2</td>
<td align="center">12.2</td>
</tr>
<tr>
<td align="left">Information technology</td>
<td align="center">-</td>
<td align="center">19</td>
<td align="center">6.1</td>
<td align="center">6.1</td>
</tr>
<tr>
<td align="left">Research &#x0026; development</td>
<td align="center">-</td>
<td align="center">18</td>
<td align="center">5.8</td>
<td align="center">5.8</td>
</tr>
<tr>
<td align="left">Other</td>
<td align="center">-</td>
<td align="center">6</td>
<td align="center">1.9</td>
<td align="center">1.9</td>
</tr>
<tr>
<td align="left" rowspan="3" valign="top">Geographical area</td>
<td align="left">Nelson Mandela Bay</td>
<td align="center">312</td>
<td align="center">177</td>
<td align="center">56.7</td>
<td align="center">56.7</td>
</tr>
<tr>
<td align="left">Buffalo City</td>
<td align="center">-</td>
<td align="center">131</td>
<td align="center">42</td>
<td align="center">42</td>
</tr>
<tr>
<td align="left">Other</td>
<td align="center">-</td>
<td align="center">4</td>
<td align="center">1.3</td>
<td align="center">1.3</td>
</tr>
<tr>
<td align="left" rowspan="3" valign="top">Length of service (years)</td>
<td align="left">0&#x2013;1</td>
<td align="center">311</td>
<td align="center">22</td>
<td align="center">7.1</td>
<td align="center">7.1</td>
</tr>
<tr>
<td align="left">1&#x2013;5</td>
<td align="center">-</td>
<td align="center">112</td>
<td align="center">35.9</td>
<td align="center">36</td>
</tr>
<tr>
<td align="left">6&#x2013;10</td>
<td align="center">-</td>
<td align="center">124</td>
<td align="center">39.7</td>
<td align="center">39.9</td>
</tr>
<tr>
<td align="left">11&#x2013;15</td>
<td align="center">-</td>
<td align="center">45</td>
<td align="center">14.4</td>
<td align="center">14.5</td>
</tr>
<tr>
<td align="left">More than 15</td>
<td align="center">-</td>
<td align="center">8</td>
<td align="center">2.6</td>
<td align="center">2.6</td>
</tr>
<tr>
<td align="left" rowspan="3" valign="top">Education</td>
<td align="left">Grade 12</td>
<td align="center">312</td>
<td align="center">8</td>
<td align="center">2.6</td>
<td align="center">2.6</td>
</tr>
<tr>
<td align="left">Diploma</td>
<td align="left"></td>
<td align="center">99</td>
<td align="center">31.7</td>
<td align="center">31.7</td>
</tr>
<tr>
<td align="left">Degree</td>
<td align="left"></td>
<td align="center">162</td>
<td align="center">51.9</td>
<td align="center">51.9</td>
</tr>
<tr>
<td align="left">Master&#x2019;s</td>
<td align="left"></td>
<td align="center">39</td>
<td align="center">12.5</td>
<td align="center">12.5</td>
</tr>
<tr>
<td align="left">Doctorate</td>
<td align="left"></td>
<td align="center">2</td>
<td align="center">0.6</td>
<td align="center">0.6</td>
</tr>
<tr>
<td align="left">Other</td>
<td align="left"></td>
<td align="center">2</td>
<td align="center">0.6</td>
<td align="center">0.6</td>
</tr>
<tr>
<td align="left" rowspan="3" valign="top">Age group</td>
<td align="left">19&#x2013;30 years old</td>
<td align="center">312</td>
<td align="center">27</td>
<td align="center">8.7</td>
<td align="center">8.7</td>
</tr>
<tr>
<td align="left">31&#x2013;40 years old</td>
<td align="left"></td>
<td align="center">150</td>
<td align="center">48.1</td>
<td align="center">48.1</td>
</tr>
<tr>
<td align="left">41&#x2013;50 years old</td>
<td align="left"></td>
<td align="center">115</td>
<td align="center">36.9</td>
<td align="center">36.9</td>
</tr>
<tr>
<td align="left">51&#x2013;60 years old</td>
<td align="left"></td>
<td align="center">19</td>
<td align="center">6.1</td>
<td align="center">6.1</td>
</tr>
<tr>
<td align="left">Over 60 years old</td>
<td align="left"></td>
<td align="center">1</td>
<td align="center">0.3</td>
<td align="center">0.3</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>HR, human resource.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s20015">
<title><italic>n</italic> = 312: Research measuring instrument and administration procedure</title>
<p>An online questionnaire was employed that consisted of 34 digital HRM strategies items. Some of the 34 digital HRM strategies items included in the online questionnaire are digital recruitment, digital selection, digital management of the succession planning, digital employee performance management, digital absenteeism management, digital management of employee wellness, et cetera. There was no existing validated questionnaire to measure the phenomenon investigated in this study. As a result, the items included in the questionnaire were derived from the literature review. Thus, the 34 digital HRM strategies items were derived from the HR architecture&#x2019;s seven HR value chain elements depicted in the SABPP HR management system model, including the 30 HR professional practice standards created to support them (SABPP, <xref ref-type="bibr" rid="CIT0045">2014</xref>).</p>
<p>The items were measured on two separate five-point Likert rating scales, namely (1) the extent of use in HRM (USE) and (2) the extent of contribution towards the achievement of business objectives (CONTRIBUTION). The respondents were asked to rate the extent to which the 34 digital HRM strategies were being used in their organisation (USE) and the extent to which each has improved the HRM&#x2019;s contribution towards the achievement of business objectives (CONTRIBUTION). The five-point Likert rating scales ranged from not at all (1), small extent (2), moderate extent (3) great extent (4) and very great extent (5) for both USE and CONTRIBUTION.</p>
<p>The survey was administered using QuestionPro survey software with a link to the questionnaire. The survey link was sent to prospective respondents (HR directors, HR managers, HRM practitioners and line managers) via e-mail. The respondents could complete the online questionnaire by opening their e-mail and clicking on the survey link attached.</p>
</sec>
<sec id="s20016">
<title>Statistical analysis</title>
<p>Both descriptive and inferential statistics were applied, using Statistical Package for Social Sciences (SPSS) version 27, to analyse the collected empirical data. Exploratory factor analysis (EFA) was used to statistically determine the most appropriate structures and latent factors underlying the item variables. Kaiser&#x2013;Meyer&#x2013;Olkin (KMO) measure was used for checking sampling adequacy and Bartlett&#x2019;s test of sphericity (BTS) to check data suitability for EFA (Hair, Babin, Anderson, &#x0026; Black, <xref ref-type="bibr" rid="CIT0028">2018</xref>). Thus, with KMO of 0.929 and 0.944 for both the USE and CONTRIBUTION scales respectively, and BTS of 0.000 for both the USE and CONTRIBUTION scales, was adequate, and data were considered suitable for factor analysis.</p>
<p>Principal Axis Factoring (PAF) was used for factor extraction (Williams, Brown, &#x0026; Onsman, <xref ref-type="bibr" rid="CIT0058">2012</xref>). After that, descriptive statistics such as the mean scores and standard deviations were used to describe extracted factors. Inferential statistics such as the paired sample <italic>t</italic>-tests, Pearson correlations and regression analysis were used to establish and explain the relationship between the variables and to provide inferences on the whole population from which the sample data was drawn (Bhattacherjee, <xref ref-type="bibr" rid="CIT0009">2012</xref>).</p>
</sec>
<sec id="s20017">
<title>Ethical considerations</title>
<p>All ethical protocols required for this study were observed. Participation in the study by the respondents was voluntary. Prospective respondents were informed of the purpose of the study in the covering e-mail letter prior to their consenting to participate. If the prospective respondents were not interested in completing the survey, they could just leave the survey by not clicking the &#x2018;START&#x2019; button.</p>
</sec>
</sec>
<sec id="s0018">
<title>Results</title>
<p>The pattern matrix and related factor loadings showed that four factors emerged for both USE and CONTRIBUTION scales. However, since the objective of having two scales was to compare the USE to CONTRIBUTION, the factor structure for USE was used for CONTRIBUTION. This was validated by performing Confirmatory Factor Analysis (CFA). In this regard, all the parameter estimates were statistically significant (<italic>p</italic> &#x003C; 0.05), and the fit indices indicated an adequate model fit (Hair et al., <xref ref-type="bibr" rid="CIT0028">2018</xref>).</p>
<p>After close examination of the items that loaded onto each factor, and the relationship that existed among them, the four factors for the USE structure were labelled as follows: Factor 1 (Digital Talent Practices), Factor 2 (Digital Organisational Design &#x0026; Culture), Factor 3 (Digital Employment Relations Management) and Factor 4 (Digital Media). All the items were valid as they loaded onto each factor, revealing loadings higher than 0.3, with the highest loading being 1.02 and the lowest 0.374 (Hair et al., <xref ref-type="bibr" rid="CIT0028">2018</xref>). Cronbach&#x2019;s alpha coefficients for the USE factors ranged from 0.807 to 0.944, and for CONTRIBUTION ranged from 0.795 to 0.946, indicating high reliability of the questionnaire and the data collected.</p>
<sec id="s20019">
<title>Factor 1: Digital talent</title>
<p>Digital Talent practices refer to the efficient and effective identification, acquisition, appraisal, development and retention of the right people (talent) in the organisation (Claus, <xref ref-type="bibr" rid="CIT0017">2019</xref>).</p>
</sec>
<sec id="s20020">
<title>Factor 2: Digital org (Design and Culture)</title>
<p>Digital Org (Design and Culture) is a practice related to the management of the organisational culture and design. As a strategic partner with touchpoints at every level, HRM plays a paramount role throughout the organisation. In this regard, Digital Org (Design and Culture) contributes invaluable insights into the organisational design and culture processes.</p>
</sec>
<sec id="s20021">
<title>Factor 3: Digital employment relations management (ERM)</title>
<p>Digital ERM is a practice related to the management of the employment relationship within an organisation. Digital ERM refers to digital practices that enhance the relationship between employers and employees, and among employees, on an individual and collective basis.</p>
</sec>
<sec id="s20022">
<title>Factor 4: Digital media</title>
<p>Digital Media is a practice related to the use of digital media technologies in HRM. These are everyday technologies, applications and platforms that keep employees connected, and that are used for communicating, collaborating and transacting routine HR work in a digitalised workplace (Deloitte, <xref ref-type="bibr" rid="CIT0020">2017</xref>).</p>
<p><xref ref-type="table" rid="T0002">Table 2</xref> summarises the descriptive statistics obtained for the factors. The mean value for Digital Media was 3.69 and Digital Talent was 3.52 for USE, which show that respondents had moderate to high perception on the adoption of these digital strategies within the organisations. Digital Org (Design &#x0026; Culture) (<italic>M</italic> = 3.11) and Digital ERM (<italic>M</italic> = 2.88) show that respondents had moderate perception on the adoption. On the other hand, the mean value for Digital Media was 3.83 and Digital Talent was 3.71 for CONTRIBUTION, which show that respondents had high perception on the contribution of these digital strategies in achieving organisational objectives. Digital Org (Design &#x0026; Culture) (<italic>M</italic> = 3.29) and Digital ERM (<italic>M</italic> = 2.98) show that respondents had moderate perception on the contribution of these digital strategies.</p>
<table-wrap id="T0002">
<label>TABLE 2</label>
<caption><p>Descriptive statistics for the factors.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Factor</th>
<th valign="top" align="center" rowspan="2"><italic>n</italic></th>
<th valign="top" align="center" colspan="2">USE<hr/></th>
<th valign="top" align="center" colspan="2">CONTRIBUTION<hr/></th>
</tr>
<tr>
<th valign="top" align="center">Mean</th>
<th valign="top" align="center">Standard deviation</th>
<th valign="top" align="center">Mean</th>
<th valign="top" align="center">Standard deviation</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" colspan="6"><bold>Digital HRM strategy factors</bold></td>
</tr>
<tr>
<td align="left">Digital talent</td>
<td align="center">312</td>
<td align="center">3.52</td>
<td align="center">0.74</td>
<td align="center">3.71</td>
<td align="center">0.79</td>
</tr>
<tr>
<td align="left">Digital Org (design &#x0026; culture)</td>
<td align="center">312</td>
<td align="center">3.11</td>
<td align="center">0.84</td>
<td align="center">3.29</td>
<td align="center">0.89</td>
</tr>
<tr>
<td align="left">Digital ERM</td>
<td align="center">312</td>
<td align="center">2.88</td>
<td align="center">0.87</td>
<td align="center">2.99</td>
<td align="center">0.88</td>
</tr>
<tr>
<td align="left">Digital media</td>
<td align="center">312</td>
<td align="center">3.69</td>
<td align="center">0.88</td>
<td align="center">3.84</td>
<td align="center">0.84</td>
</tr>
<tr>
<td align="left">Overall adoption of digital HRM strategies</td>
<td align="center">312</td>
<td align="center">3.30</td>
<td align="center">0.71</td>
<td align="center">3.45</td>
<td align="center">0.72</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>HRM, human resource management.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The paired sample statistics computed to determine whether the mean factor scores for CONTRIBUTION were higher than the factor scores for USE in each comparison show that the average mean score for Digital Media (contribution) (<italic>M</italic> = 3.84, SD = 0.84) compared to Digital Media (use) (<italic>M</italic> = 3.69, SD = 0.88) was the highest. Digital Talent (contribution) (<italic>M</italic> = 3.71, SD = 0.79) followed in comparison to Digital Talent (use) (<italic>M</italic> = 3.52, SD = 0.74) (see <xref ref-type="table" rid="T0002">Table 2</xref>). Overall, the factor mean scores for CONTRIBUTION were higher than the factor means scores for USE in each comparison, including for pair 5, which compared overall Digital HRM Strategies (USE) and Digital HRM Strategies (CONTRIBUTION) (see <xref ref-type="table" rid="T0002">Table 2</xref>).</p>
<p>The paired sample <italic>t</italic>-tests in <xref ref-type="table" rid="T0003">Table 3</xref> were performed to determine whether there were statistically significant differences between CONTRIBUTION and USE pairs. The results illustrate that Digital Org (Design &#x0026; Culture) (<italic>t</italic> [311] = &#x2212;9.135, <italic>p</italic> &#x003C; 0.001) had the highest statistically significant difference between USE and CONTRIBUTION, followed by Digital Talent (<italic>t</italic> [311] = &#x2212;8.753, <italic>p</italic> &#x003C; 0.001) and Digital Media (<italic>t</italic> [311] = &#x2212;6.382, <italic>p</italic> &#x003C; 0.001). Digital ERM had the lowest statistically significant difference (<italic>t</italic> [311] = &#x2212;4.201, <italic>p</italic> &#x003C; 0.001). Overall, statistically significant differences were observed across all the pairs, including pair 5 &#x2013; overall Digital HRM Strategies (USE) and Digital HRM Strategies (CONTRIBUTION) (see <xref ref-type="table" rid="T0003">Table 3</xref>).</p>
<table-wrap id="T0003">
<label>TABLE 3</label>
<caption><p>Paired sample <italic>t</italic>-tests and Cohen&#x2019;s <italic>d</italic> for the factors.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="3">Use Pair</th>
<th valign="top" align="left" colspan="4">Paired differences<hr/></th>
<th valign="top" align="center" rowspan="3"><italic>t</italic></th>
<th valign="top" align="center" rowspan="3"><italic>df</italic></th>
<th valign="top" align="center" rowspan="3">Sig. (2-tailed)</th>
<th valign="top" align="center" rowspan="3">Cohen&#x2019;s <italic>d</italic></th>
</tr>
<tr>
<th valign="top" align="center" rowspan="2">Mean</th>
<th valign="top" align="center" rowspan="2">Standard deviation</th>
<th valign="top" align="center" colspan="2">95&#x0025; CI of the difference<hr/></th>
</tr>
<tr>
<th valign="top" align="center">Lower</th>
<th valign="top" align="center">Upper</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left"><bold>Pair 1</bold><break/>Digital Talent (USE) &#x2013; (CONTRIBUTION)</td>
<td align="center">&#x2212;0.18479</td>
<td align="center">0.37291</td>
<td align="center">&#x2212;0.22633</td>
<td align="center">&#x2212;0.14325</td>
<td align="center">&#x2212;8.753</td>
<td align="center">311</td>
<td align="center">0.000</td>
<td align="center">&#x2212;0.496<break/>medium</td>
</tr>
<tr>
<td align="left"><bold>Pair 2</bold><break/>Digital Org (Design &#x0026; Culture) (USE) &#x2013; (CONTRIBUTION)</td>
<td align="center">&#x2212;0.18348</td>
<td align="center">0.35479</td>
<td align="center">&#x2212;0.22301</td>
<td align="center">&#x2212;0.14396</td>
<td align="center">&#x2212;9.135</td>
<td align="center">311</td>
<td align="center">0.000</td>
<td align="center">&#x2212;0.517<break/>medium</td>
</tr>
<tr>
<td align="left"><bold>Pair 3</bold><break/>Digital ERM (USE) &#x2013; (CONTRIBUTION)</td>
<td align="center">&#x2212;0.10089</td>
<td align="center">0.42419</td>
<td align="center">&#x2212;0.14814</td>
<td align="center">&#x2212;0.05363</td>
<td align="center">&#x2212;4.201</td>
<td align="center">311</td>
<td align="center">0.000</td>
<td align="center">&#x2212;0.238<break/>small</td>
</tr>
<tr>
<td align="left"><bold>Pair 4</bold><break/>Digital Media (USE) &#x2013; (CONTRIBUTION)</td>
<td align="center">&#x2212;0.14957</td>
<td align="center">0.41398</td>
<td align="center">&#x2212;0.19569</td>
<td align="center">&#x2212;0.10346</td>
<td align="center">&#x2212;6.382</td>
<td align="center">311</td>
<td align="center">0.000</td>
<td align="center">&#x2212;0.361<break/>small</td>
</tr>
<tr>
<td align="left"><bold>Pair 5</bold><break/>Adoption of digital strategies (USE) &#x2013; (CONTRIBUTION)</td>
<td align="center">&#x2212;0.15468</td>
<td align="center">0.30679</td>
<td align="center">&#x2212;0.18886</td>
<td align="center">&#x2212;0.12051</td>
<td align="center">&#x2212;8.906</td>
<td align="center">311</td>
<td align="center">0.000</td>
<td align="center">&#x2212;0.504<break/>medium</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Moreover, <xref ref-type="table" rid="T0003">Table 3</xref> illustrates paired sample effect sizes computed using Cohen&#x2019;s <italic>d</italic>-test. This statistic was performed to determine the significant effect of the variances, using the sample standard deviation of the mean difference for USE and CONTRIBUTION paired factors. A medium significant effect was recorded for the Digital Org (Design &#x0026; Culture) (<italic>d</italic> = &#x2212;0.517), followed by Digital Talent (<italic>d</italic> = &#x2212;0.496) and Digital Media (<italic>d</italic> = &#x2212;0.361) with close to medium significant effect. Digital ERM (<italic>d</italic> = &#x2212;0.238) registered a small effect size (see <xref ref-type="table" rid="T0003">Table 3</xref>).</p>
<p><xref ref-type="table" rid="T0004">Table 4</xref> outlines the Pearson&#x2019;s correlation statistics for the relationship between Digital HRM Strategies (USE) and (CONTRIBUTION) factors. The results reveal that Digital Org (Design &#x0026; Culture) (0.917) had the most robust correlation between USE and CONTRIBUTION, followed by Digital Media (0.885), Digital Talent (0.884) and Digital ERM (0.884). All correlations were positive and strong. This suggests that the contribution of the digital HRM strategies towards the achievement of business objectives was increasing with every increase in use in HRM, with Digital Org (Design &#x0026; Culture) likely to increase at a higher rate than the other digital strategies. In all instances, correlations were statistically significant at 1&#x0025; level (0.01) (see <xref ref-type="table" rid="T0004">Table 4</xref>).</p>
<table-wrap id="T0004">
<label>TABLE 4</label>
<caption><p>Correlation analysis: Adoption of Digital Human Resource Management Strategies (USE) factors and (CONTRIBUTION) factors.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Variable</th>
<th valign="top" align="center" colspan="9">Correlations<hr/></th>
</tr>
<tr>
<th valign="top" align="center">Digital Talent (USE)</th>
<th valign="top" align="center">Digital Org (Design &#x0026; Culture) (USE)</th>
<th valign="top" align="center">Digital ERM (USE)</th>
<th valign="top" align="center">Digital Media (USE)</th>
<th valign="top" align="center">Digital Talent (CONTRIBUTION)</th>
<th valign="top" align="center">Digital Org (Design &#x0026; Culture) (CONTRIBUTION)</th>
<th valign="top" align="center">Digital ERM (CONTRIBUTION)</th>
<th valign="top" align="center">Digital Media (CONTRIBUTION)</th>
<th valign="top" align="center">Overall Adoption of Digital HRM Strategies (CONTRIBUTION)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Digital Talent (USE)</td>
<td align="center">1</td>
<td align="center">0.714<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.651<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.552<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.884<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.700<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.621<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.517<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.798<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td align="left">Digital Org (Design &#x0026; Culture) (USE)</td>
<td align="center">-</td>
<td align="center">1</td>
<td align="center">0.822<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.565<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.621<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.917<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.741<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.484<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.819<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td align="left">Digital ERM (USE)</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">1</td>
<td align="center">0.507<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.564<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.774<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.883<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.407<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.780<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td align="left">Digital Media (USE)</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">1</td>
<td align="center">0.487<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.558<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.457<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.885<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.703<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td align="left">Digital Talent (CONTRIBUTION)</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">1</td>
<td align="center">0.716<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.650<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.534<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.798<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td align="left">Digital Org (Design &#x0026; Culture) (CONTRIBUTION)</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">1</td>
<td align="center">0.819<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">0.564<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Digital ERM (CONTRIBUTION)</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">1</td>
<td align="center">0.464<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Digital Media (CONTRIBUTION)</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">1</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Overall Adoption of Digital HRM Strategies (USE)</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">0.908<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;</xref></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>HRM, human resource management.</p></fn>
<fn id="TFN0001"><label>&#x002A;&#x002A;</label><p>, Correlation is significant at the 0.01 level (2tailed).</p></fn>
<fn id="TFN0002"><label>&#x002A;</label><p>, Correlation is significant at the 0.05 level (2-tailed).</p></fn>
</table-wrap-foot>
</table-wrap>
<p><xref ref-type="table" rid="T0005">Table 5</xref> illustrates regression analysis results for the effect of the digital HRM strategies (USE) factors on overall digital HRM strategies (CONTRIBUTION) to further provide insight into the relationship and connectedness between USE and CONTRIBUTION.</p>
<table-wrap id="T0005">
<label>TABLE 5a</label>
<caption><p>Regression analysis: Adoption of Digital Human Resource Management Strategies (USE) factors and Adoption of Digital Human Resource Management Strategies (CONTRIBUTION).</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Model</th>
<th valign="top" align="center">R</th>
<th valign="top" align="center">R square</th>
<th valign="top" align="center">Adjusted <italic>R</italic> square</th>
<th valign="top" align="center">Standard error of the estimate</th>
<th valign="top" align="center">Durbin&#x2013;Watson</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" colspan="6"><bold>Model summary<xref ref-type="table-fn" rid="TFN0004">b</xref></bold></td>
</tr>
<tr>
<td align="left">1</td>
<td align="center">0.910<xref ref-type="table-fn" rid="TFN0003">a</xref></td>
<td align="center">0.829</td>
<td align="center">0.826</td>
<td align="center">0.30106</td>
<td align="center">1.154</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>HRM, human resource management.</p></fn>
<fn id="TFN0003"><label>a.</label><p>Predictors: (Constant), Digital Media (use), Digital ERM (use), Digital Talent (use), Digital Org (Design &#x0026; Culture) (use).</p></fn>
<fn id="TFN0004"><label>b.</label><p>Dependent Variable: Adoption of Digital HRM Strategies (CONTRIBUTION).</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T0005a">
<label>TABLE 5b</label>
<caption><p>Regression analysis: Adoption of Digital Human Resource Management Strategies (USE) factors and Adoption of Digital Human Resource Management Strategies (CONTRIBUTION).</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Model</th>
<th valign="top" align="center">Sum of squares</th>
<th valign="top" align="center"><italic>df</italic></th>
<th valign="top" align="center">Mean square</th>
<th valign="top" align="center"><italic>F</italic></th>
<th valign="top" align="center">Sig.</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" colspan="6"><bold>ANOVA<xref ref-type="table-fn" rid="TFN0005">a</xref></bold></td>
</tr>
<tr>
<td align="left" colspan="6"><bold>1</bold></td>
</tr>
<tr>
<td align="left">Regression</td>
<td align="center">134.582</td>
<td align="center">4</td>
<td align="center">33.646</td>
<td align="center">371.212</td>
<td align="center">0.000<xref ref-type="table-fn" rid="TFN0006">b</xref></td>
</tr>
<tr>
<td align="left">Residual</td>
<td align="center">27.826</td>
<td align="center">307</td>
<td align="center">0.091</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="center">162.408</td>
<td align="center">311</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>HRM, human resource management.</p></fn>
<fn id="TFN0005"><label>a.</label><p>Dependent Variable: Adoption of Digital HRM Strategies (CONTRIBUTION).</p></fn>
<fn id="TFN0006"><label>b.</label><p>Predictors: (Constant), Digital Media (use), Digital ERM (use), Digital Talent (use), Digital Org (Design &#x0026; Culture) (use).</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T0005b">
<label>TABLE 5c</label>
<caption><p>Regression analysis: Adoption of Digital Human Resource Management Strategies (USE) factors and Adoption of Digital Human Resource Management Strategies (CONTRIBUTION).</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Model</th>
<th valign="top" align="center" colspan="2">Unstandardised coefficients<hr/></th>
<th valign="top" align="center">Standardised coefficients<hr/></th>
<th valign="top" align="center" rowspan="2"><italic>t</italic></th>
<th valign="top" align="center" rowspan="2">Sig.</th>
</tr>
<tr>
<th valign="top" align="center">B</th>
<th valign="top" align="center">Standard Error</th>
<th valign="top" align="center">Beta</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" colspan="6"><bold>Coefficients<xref ref-type="table-fn" rid="TFN0007">a</xref></bold></td>
</tr>
<tr>
<td align="left" colspan="6"><bold>1</bold></td>
</tr>
<tr>
<td align="left">(Constant)</td>
<td align="center">0.318</td>
<td align="center">0.089</td>
<td align="center">-</td>
<td align="center">3.566</td>
<td align="center">0.000</td>
</tr>
<tr>
<td align="left">Digital Talent (USE)</td>
<td align="center">0.315</td>
<td align="center">0.034</td>
<td align="center">0.323</td>
<td align="center">9.153</td>
<td align="center">0.000</td>
</tr>
<tr>
<td align="left">Digital Org (Design and Culture) (USE)</td>
<td align="center">0.213</td>
<td align="center">0.04</td>
<td align="center">0.248</td>
<td align="center">5.347</td>
<td align="center">0.000</td>
</tr>
<tr>
<td align="left">Digital ERM (USE)</td>
<td align="center">0.192</td>
<td align="center">0.035</td>
<td align="center">0.231</td>
<td align="center">5.497</td>
<td align="center">0.000</td>
</tr>
<tr>
<td align="left">Digital Media (USE)</td>
<td align="center">0.22</td>
<td align="center">0.024</td>
<td align="center">0.267</td>
<td align="center">8.998</td>
<td align="center">0.000</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>HRM, human resource management.</p></fn>
<fn id="TFN0007"><label>a.</label><p>Dependent Variable: Adoption of Digital HRM Strategies (CONTRIBUTION).</p></fn>
</table-wrap-foot>
</table-wrap>
<p>As summarised in <xref ref-type="table" rid="T0005">Table 5</xref>, digital HRM strategies (USE), consisting of four factors, as a predictor explains 82.9&#x0025; of the variance in digital HRM strategies (CONTRIBUTION). Digital Talent (&#x03B2; = 9.153) and Digital Media (&#x03B2; = 8.998) were the highest predictors of the variance, followed by Digital ERM (&#x03B2; = 5.497) and Digital Org (Design &#x0026; Culture) (&#x03B2; = 5.347). Overall, the high unstandardised coefficients and standardised coefficients of all the four factors, and the significant levels (<italic>p</italic> = 0.000), as summarised in <xref ref-type="table" rid="T0005">Table 5</xref>, indicate that the digital HRM strategies (USE) factors significantly predict the variance in digital HRM strategies (CONTRIBUTION).</p>
</sec>
</sec>
<sec id="s0023">
<title>Discussion</title>
<sec id="s20024">
<title>Outline of the results</title>
<p>This study aimed to determine the extent to which organisations in South Africa have adopted digital HRM strategies across the HR value chain and the extent to which these digital strategies are perceived to contribute to the achievement of organisational objectives. The findings of this study indicate that digital HRM strategies (<italic>M</italic> = 3.30) have been moderately adopted across the HR value chain (see <xref ref-type="table" rid="T0002">Table 2</xref>). The perceived contribution of these digital strategies (<italic>M</italic> = 3.45) towards the attainment of business objectives was high (see <xref ref-type="table" rid="T0002">Table 2</xref>).</p>
</sec>
<sec id="s20025">
<title>Adoption of digital human resource management strategies</title>
<p>The findings of this study produced a four-factor model of digital HRM strategies that were moderately adopted across the HR value chain, consisting of (1) Digital Talent, (2) Digital Org (Design &#x0026; Culture), (3) Digital ERM and (4) Digital Media. Comparatively, Digital Media (<italic>M</italic> = 3.69) and Digital Talent (<italic>M</italic> = 3.52) have been the most adopted strategies, whereas Digital Org (Design &#x0026; Culture) (<italic>M</italic> = 3.11) and Digital ERM (<italic>M</italic> = 2.88) were the least adopted among the four digital HRM strategy factors (see <xref ref-type="table" rid="T0002">Table 2</xref>). <xref ref-type="table" rid="T0002">Table 2</xref> also indicates overall digital HRM strategies (USE) (<italic>M</italic> = 3.30) and overall digital HRM strategies (Contribution) (<italic>M</italic> = 3.45). This confirms that digital HRM strategies contribute to organisational performance. These results are not surprising because it is reported that the aspects of the Digital Talent (<italic>M</italic> = 3.52), such as digital recruitment and selection free HRM practitioners from executing mundane administrative duties manually to focus on strategic HRM activities (Sivathanu &#x0026; Pillai, 2018). Digital learning and development practices could increase the motivation and satisfaction of learners, and that training costs will be reduced, whilst training speed and flexibility will be enhanced (Johnson et al., <xref ref-type="bibr" rid="CIT0034">2020</xref>).</p>
<p>In addition, Digital Media (<italic>M</italic> = 3.69) strategies emphasise the importance of using social media and mobile applications to transact HRM work by HRM practitioners and leaders. Human resource management practitioners use these technologies to keep employees and stakeholders connected in the pursuit of organisational goals. Ulrich (<xref ref-type="bibr" rid="CIT0053">2019</xref>) asserts that HRM can add more value to the business by investing in digital strategies that help it access information, connect with stakeholders for better decision-making and to augment employees&#x2019; social experience. Deloitte (<xref ref-type="bibr" rid="CIT0020">2017</xref>) reports that a digital workplace should be accompanied by HR work transacted through social and media platforms.</p>
<p>Digital Org (Design &#x0026; Culture) (<italic>M</italic> = 3.11) and Digital ERM (<italic>M</italic> = 2.88) strategies (see <xref ref-type="table" rid="T0002">Table 2</xref>) were the least adopted among the four digital HRM strategy factors identified from the factor analysis. This means that positive outcomes derived from adopting these strategies towards attaining organisational goals were not exploited fully within the organisations. Yet, it is believed that digital HRM thrives where there is an innovative and an agile-minded workforce (digital workforce), a learning organisation (characterised by constant organisational mindset change) and a flexible culture to foster change (Deloitte, <xref ref-type="bibr" rid="CIT0020">2017</xref>). Accenture (<xref ref-type="bibr" rid="CIT0001">2018</xref>) projects that jobs at risk of disappearing could be reduced if adoption of human&#x2013;machine interaction skills by the South African workforce doubles. The lack of digital skills by HRM practitioners (Deloitte, <xref ref-type="bibr" rid="CIT0020">2017</xref>) could be one of the reasons that led to the lower adoption of these digital strategies. Another reason could be the fear by HRM practitioners and HRM teams and managers to lose face-to-face and human contact between employees and employers because of digitalisation (Burbach, <xref ref-type="bibr" rid="CIT0014">2019</xref>; Thite, <xref ref-type="bibr" rid="CIT0050">2019</xref>).</p>
<p>The nature of physical transactions would change because of digital activity, with some people preferring to engage with their HRM and line managers via digital platforms (Burbach, <xref ref-type="bibr" rid="CIT0014">2019</xref>; Parry &#x0026; Battista, <xref ref-type="bibr" rid="CIT0041">2019</xref>). An unintended consequence is the perception that digital interactions could blur the boundaries between work life and personal life, resulting in stress for employees (Parry &#x0026; Battista, <xref ref-type="bibr" rid="CIT0041">2019</xref>). There are also security concerns about the surveillance of the personal information of employees (Rose et al., <xref ref-type="bibr" rid="CIT0044">2014</xref>). Furthermore, factors such as competing organisational priorities, financial constraints, bureaucracy and hesitant by top management to buy-in could also have contributed to the low adoption of Digital Org (Design &#x0026; Culture) (<italic>M</italic> = 3.11) and Digital ERM (<italic>M</italic> = 2.88) and to the overall moderate adoption rate of digital strategies in HRM (<italic>M</italic> = 3.30) (Azhar, <xref ref-type="bibr" rid="CIT0005">2019</xref>; Burbach, <xref ref-type="bibr" rid="CIT0014">2019</xref>).</p>
</sec>
<sec id="s20026">
<title>Digital human resource management strategies contribution to business objectives</title>
<p>Even though the digital HRM strategies have been moderately adopted (<italic>M</italic> = 3.30), as revealed in the descriptive results of this study (<xref ref-type="table" rid="T0002">Table 2</xref>), it should be commended that their contribution to the attainment of business objectives, as revealed from paired sample tests, Pearson&#x2019;s correlation and regression analysis results (<xref ref-type="table" rid="T0003">Table 3</xref>, <xref ref-type="table" rid="T0004">Table 4</xref> and <xref ref-type="table" rid="T0005">Table 5</xref>), have been perceived to be higher than the adoption rate. For example, the findings from regression analysis reveal that digital HRM strategies (USE), consisting of four factors, as a predictor explains 82.9&#x0025; of the variance in digital HRM strategies (CONTRIBUTION) (see <xref ref-type="table" rid="T0005">Table 5</xref>). This means that positive outcomes, such as efficiency and effectiveness in the execution of HRM operational tasks, strengthening and improvement of the relationship between the organisation&#x2019;s stakeholders (Jani et al., <xref ref-type="bibr" rid="CIT0031">2021</xref>), increased employee engagement, motivation and commitment, which aid the achievement of organisational goals (Thite, <xref ref-type="bibr" rid="CIT0050">2019</xref>), could be realised if HRM adopts the digital HRM strategies.</p>
<p>These findings are not new. Researchers (Bissola &#x0026; Imperatori, <xref ref-type="bibr" rid="CIT0010">2013</xref>; Ma &#x0026; Ye, <xref ref-type="bibr" rid="CIT0037">2015</xref>; Thite, <xref ref-type="bibr" rid="CIT0050">2019</xref>) believe that organisational culture and organisational design processes are HRM transformational activities, which strengthen the strategic role of the HRM towards achieving organisational goals. This refers to Digital Org (Design &#x0026; Culture) strategies. Ulrich (<xref ref-type="bibr" rid="CIT0053">2019</xref>) asserts that more value can be added to the business by investing in digital strategies that help HRM to access information and to connect with stakeholders. This refers to Digital Talent and Digital Media strategies. This fosters HRM to make better decisions and augment employees&#x2019; social experience (Bersin, <xref ref-type="bibr" rid="CIT0008">2017</xref>; Deloitte, <xref ref-type="bibr" rid="CIT0020">2017</xref>; Ulrich, <xref ref-type="bibr" rid="CIT0053">2019</xref>).</p>
</sec>
<sec id="s20027">
<title>Practical implications</title>
<p>As a result of this study, it may be recommended that HRM practitioners and leaders within South African organisations may consider prioritising the adoption of Digital Talent, Digital Media, Digital ERM and Digital Org (Design &#x0026; Culture) strategies across the HR value chain to enhance organisational performance through HRM digitalisation. <xref ref-type="table" rid="T0002">Table 2</xref> results show that respondents had moderate perception on the adoption of Digital Org (Design &#x0026; Culture) (<italic>M</italic> = 3.11) and Digital ERM (<italic>M</italic> = 2.88). Azhar (<xref ref-type="bibr" rid="CIT0005">2019</xref>) and Burbach (<xref ref-type="bibr" rid="CIT0014">2019</xref>) suggest that obstacles such as fear and lack of digital skills by HRM practitioners, competing organisational priorities and financial constraints, among others, are the factors that influence the low adoption rate of digital strategies. Therefore, HRM practitioners may have to eliminate all obstacles that may hinder the adoption of digital strategies across the HR value chain.</p>
<p>Furthermore, this study reveals that HRM digitalisation correlates with the achievement of business objectives by 82.9&#x0025; variance (<xref ref-type="table" rid="T0005">Table 5</xref>) in South African organisations regardless of the moderate adoption rate. Therefore, the belief that HRM digitalisation has little or no impact on organisational performance could be dispelled. Thus, HRM practitioners, managers and leaders within organisations may be compelled to embrace digitalisation and start rolling out programmes to increase and aid the successful adoption of digital HRM strategies. Existing literature revealed scant empirical research to ascertain the contribution of digital HRM strategies to organisational performance (Marler &#x0026; Parry, <xref ref-type="bibr" rid="CIT0038">2016</xref>). However, positive results revealed in this study could accelerate and broaden the adoption rate of digital HRM strategies across the HR value chain within South African organisations.</p>
<p>Still, Ulrich (<xref ref-type="bibr" rid="CIT0053">2019</xref>) cautioned that HRM should adopt digital HRM strategies that align with overall digital agenda of the business. This suggest that HRM practitioners should empower themselves with digital competencies like digital skills and data mining skills, and be endowed with credible activism, strategic and paradox management skills (Deloitte, <xref ref-type="bibr" rid="CIT0022">2021</xref>; Ulrich, Kryscynski, Ulrich, &#x0026; Brockbank, <xref ref-type="bibr" rid="CIT0054">2017</xref>). These skills will enable HRM practitioners to navigate the 4IR technological complexities and adopt lucrative and viable digital strategies across the HR value chain (Bersin, <xref ref-type="bibr" rid="CIT0008">2017</xref>; Deloitte, <xref ref-type="bibr" rid="CIT0022">2021</xref>; Ulrich et al., <xref ref-type="bibr" rid="CIT0054">2017</xref>). Notably, Joseph, Thomas, and Abbott (<xref ref-type="bibr" rid="CIT0035">2021</xref>) identified digital competencies that will enable entry-level HRM professionals contribute to strategic business partnering, namely technologising employee processes, processing data expertly and translating external trends. Similarly, Schultz (<xref ref-type="bibr" rid="CIT0048">2021</xref>) identified roles of HRM practitioners in the 4IR, namely that they should be technology- and data-driven and embrace human&#x2013;machine collaboration. In addition, it should also be noted that other generic competencies needed by HRM practitioners such as communication and problem-solving skills, analytical skills, creativity and team player skills are not excluded in this context (Garavan, Carbery, &#x0026; Rock, <xref ref-type="bibr" rid="CIT0026">2012</xref>). Likewise, the need for HRM practitioners to be ethical, resilient, change- and business-driven were also identified in Schultz&#x2019;s (<xref ref-type="bibr" rid="CIT0048">2021</xref>) study.</p>
</sec>
<sec id="s20028">
<title>Limitations of the research</title>
<p>This study involved organisations in the automotive manufacturing industry in the Nelson Mandela Bay and Buffalo City municipalities in Gqeberha and East London in the Eastern Cape Province of South Africa. If this study had been carried out beyond the automotive industry and the Eastern Cape province, more profound insights into the findings of this research could have been obtained.</p>
</sec>
<sec id="s20029">
<title>Recommendations for future research</title>
<p>It is recommended that future research on the same phenomenon could be extended beyond the current research&#x2019;s geographical area and organisational industry and beyond the borders of South Africa. This research of digital HRM strategies adoption across the HR value chain seems to be the first of its kind in South Africa; thus, more studies could strengthen the findings obtained in this study (SABPP, <xref ref-type="bibr" rid="CIT0046">2019</xref>).</p>
<p>The findings of this study revealed that Digital Org (Design &#x0026; Culture) and Digital ERM strategies were challenging to adopt across the HR value chain, as compared to Digital Talent and Digital Media strategies. As these strategies, particularly Digital Org (Design &#x0026; Culture) strategies, contribute to the attainment of business objectives, it is recommended that the factors that may impede their smooth adoption such as fear and lack of digital skills by HRM practitioners, competing organisational priorities and financial constraints, among others, be studied in detail. This could see HRM practitioners become empowered with strategies to enhance the adoption rate.</p>
<p>The study implies that Digital Talent and Digital Media strategies were the easiest to adopt. Therefore, it is recommended that best practices relating to the adoption of these digital strategies be studied further to benefit from simple, ingenious and appealing ways of leveraging them to maximise value contribution towards organisational performance. In addition, possible barriers such as fear and lack of digital skills by HRM practitioners, competing organisational priorities and financial constraints should be studied to find ways to overcome them. The current study&#x2019;s findings as revealed by the descriptive statistics, generally, indicate that the adoption rate of digital HRM strategies was perceived to be moderate within the surveyed organisations. However, the contribution of digital HRM strategies to the attainment of business objectives was perceived to be higher than adoption rate as revealed from the paired sample tests, Pearson&#x2019;s correlation and regression analysis results.</p>
</sec>
<sec id="s20030">
<title>Conclusion</title>
<p>In the new world of work (the 4IR), organisations are forced to adopt digital strategies across various operational chains in an endeavour to achieve optimum efficiency in the execution of tasks. Human resources is not excluded from this context, hence the need to adopt digital strategies across the HR value chain for efficiency and to contribute to the attainment of organisational goals. Because of limited empirical research that ascertained the adoption of digital HRM strategies and their contribution to organisational performance, researchers and leaders within organisations were sceptical of the potential contribution of HRM digitalisation towards the attainment of organisational goals.</p>
<p>However, despite the limitations, the results of this study may contribute to ending this debate, perhaps compelling researchers and practitioners to accept that HRM digitalisation contributes to the attainment of organisational goals. In addition, it may arouse the curiosity of other researchers to conduct more research to confirm the results of this study and explore appealing ways of digitalising HRM. Further, the results of this study have contributed to the body of knowledge pertaining to the relationship between the digitalisation of HRM and organisational performance in the South African workplace.</p>
</sec>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>The authors would like to thank Ms Carmen Stindt, who assisted with data processing.</p>
<sec id="s20031" sec-type="COI-statement">
<title>Competing interests</title>
<p>The authors declare that they have no financial or personal relationship(s) that may have inappropriately influenced them in writing this article.</p>
</sec>
<sec id="s20032">
<title>Authors&#x2019; contributions</title>
<p>M.C. was the main writer of the manuscript. M.R.M. and A.W. contributed to the writing of the manuscript.</p>
</sec>
<sec id="s20033">
<title>Ethical considerations</title>
<p>Ethical clearance to conduct this study was obtained from Nelson Mandela University Research Ethics Committee (ref. no. H20-BES-HRM-016).</p>
</sec>
<sec id="s20034">
<title>Funding information</title>
<p>This research received no specific grant from any funding agency in the public, commercial or not-for profit sector.</p>
</sec>
<sec id="s20035">
<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="s20036">
<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>
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<fn><p><bold>How to cite this article:</bold> Chapano, M., Mey, M.R., &#x0026; Werner, A. (2022). Adoption of digital strategies across the human resource value chain. <italic>SA Journal of Human Resource Management/SA Tydskrif vir Menslikehulpbronbestuur, 20</italic>(0), a1992. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/sajhrm.v20i0.1992">https://doi.org/10.4102/sajhrm.v20i0.1992</ext-link></p></fn>
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