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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">JTSCM</journal-id>
<journal-title-group>
<journal-title>Journal of Transport and Supply Chain Management</journal-title>
</journal-title-group>
<issn pub-type="ppub">2310-8789</issn>
<issn pub-type="epub">1995-5235</issn>
<publisher>
<publisher-name>AOSIS</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">JTSCM-17-847</article-id>
<article-id pub-id-type="doi">10.4102/jtscm.v17i0.847</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Enhancing supply chain agility through e-procurement in a volatile frontier market</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-2559-5576</contrib-id>
<name>
<surname>Makudza</surname>
<given-names>Forbes</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/0000-0002-8930-1242</contrib-id>
<name>
<surname>Jaravaza</surname>
<given-names>Divaries C.</given-names>
</name>
<xref ref-type="aff" rid="AF0002">2</xref>
<xref ref-type="aff" rid="AF0004">4</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-6441-1763</contrib-id>
<name>
<surname>Govha</surname>
<given-names>Tariro</given-names>
</name>
<xref ref-type="aff" rid="AF0003">3</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-6264-6574</contrib-id>
<name>
<surname>Mukucha</surname>
<given-names>Paul</given-names>
</name>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-2139-1966</contrib-id>
<name>
<surname>Saruchera</surname>
<given-names>Fanny</given-names>
</name>
<xref ref-type="aff" rid="AF0004">4</xref>
</contrib>
<aff id="AF0001"><label>1</label>Department of Business Enterprise and Management, Faculty of Commerce, University of Zimbabwe, Harare, Zimbabwe</aff>
<aff id="AF0002"><label>2</label>Department of Marketing, Faculty of Commerce, Bindura University of Science Education, Bindura, Zimbabwe</aff>
<aff id="AF0003"><label>3</label>Department of Business Management, Faculty of Business Sciences, Chinhoyi University of Technology, Chinhoyi, Zimbabwe</aff>
<aff id="AF0004"><label>4</label>Wits Business School, Faculty of Commerce and Law, University of the Witwatersrand, Johannesburg, South Africa</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Fanny Saruchera, <email xlink:href="fanny.saruchera@wits.ac.za">fanny.saruchera@wits.ac.za</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>27</day><month>01</month><year>2023</year></pub-date>
<pub-date pub-type="collection"><year>2023</year></pub-date>
<volume>17</volume>
<elocation-id>847</elocation-id>
<history>
<date date-type="received"><day>04</day><month>10</month><year>2022</year></date>
<date date-type="accepted"><day>21</day><month>11</month><year>2022</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2023. The Authors</copyright-statement>
<copyright-year>2023</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>The business environment is increasingly becoming volatile, uncertain, complex and ambiguous (VUCA) because of globalisation, increased competition, random consumer tastes changes and environmental factors. Traditional procurement strategies are becoming increasingly redundant because of the volatility of the global business environment. The market has thus called for increased agility to conquer the VUCA nature of the supply chain environment.</p>
</sec>
<sec id="st2">
<title>Objectives</title>
<p>The study sought to examine the role that e-procurement plays in augmenting the agility of supply chains. The four determinants of e-procurement, that is, e-design, e-sourcing, e-evaluation and e-negotiation, were linked directly with supply chain agility.</p>
</sec>
<sec id="st3">
<title>Method</title>
<p>A census approach was taken to gather data from 219 supply chain and procurement employees of Zimbabwe&#x2019;s telecommunications and technology industry. A self-administered survey questionnaire was used based on a scientifically developed and validated supply chain agility measurement scale from the extant literature.</p>
</sec>
<sec id="st4">
<title>Results</title>
<p>Using structural equation modelling (SEM), the study&#x2019;s results confirmed that e-procurement significantly predicts supply chain agility. All determinants of e-procurement were statistically significantly explaining supply chain agility in a volatile business environment.</p>
</sec>
<sec id="st5">
<title>Conclusion</title>
<p>The study concludes that e-procurement augments the agility of the supply chain in volatile business environments, as e-procurement can increase swiftness and agility as it fosters ubiquitous business processes on a seamless real-time basis. It emerged from the study that the supply chain vulnerabilities volatile industries face could be eliminated through supply chain agility, augmented through e-procurement systems. The study&#x2019;s findings also implore supply network members from upstream to downstream to adopt e-procurement.</p>
</sec>
<sec id="st6">
<title>Contribution</title>
<p>The study has practical implications for all supply network members from upstream to downstream. It implores these members to adopt e-procurement to revive supply networks amid environmental volatility and alleviate miscommunication. Study also offers theoretical implications for e-procurement and supply chain management. The study also contributes to the body of knowledge by extending the existing theories on e-procurement and supply chains in the context of environmental volatility.</p>
</sec>
</abstract>
<kwd-group>
<kwd>E-procurement</kwd>
<kwd>supply chain agility</kwd>
<kwd>performance</kwd>
<kwd>volatile market</kwd>
<kwd>VUCA</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s0001">
<title>Introduction</title>
<p>The business environment has become volatile, uncertain, complex and ambiguous (VUCA) because of globalisation, intense competition, ever-changing customer tastes and environmental factors (Persis, Venkatesh &#x0026; Raja <xref ref-type="bibr" rid="CIT0047">2021</xref>). Global pandemics such as coronavirus disease 2019 (COVID-19) aggravated the situation, causing unprecedented volatility along the supply chain. The global political landscape is equally witnessing a shift in the balance of power from the West to the East. China is pulling the levers from its corner, challenging the dominance of the United States and its alliance partners (Fridgeirsson et al. <xref ref-type="bibr" rid="CIT0018">2021</xref>). As a result of the increased business volatility, there have been production delays, difficulties with outsourcing and increased supply chain vulnerability, resulting in decreased supply chain performance.</p>
<p>Traditional procurement strategies that used to be effective, such as formal tendering systems and face-to-face procurement committee meetings, have been deemed redundant because of the COVID-19 pandemic (Yang, Wang &#x0026; Hu <xref ref-type="bibr" rid="CIT0065">2021</xref>). Traditional procurement methods of going around shopping, sight-seeing and visiting plants are now less likely, as product life cycles become shorter and competition is increasing. Where the bargaining power of large suppliers is high, procurement of component supplies is negatively affected by unequivocal negotiation terms. It was therefore prudent for Huang, Li and Zhang (<xref ref-type="bibr" rid="CIT0022">2021</xref>) to conclude that the volatility in the business has mainly affected the stability of the supply chain through the procurement aspect. Conversely, the same notion was supported by Cen et al. (<xref ref-type="bibr" rid="CIT0009">2018</xref>), who view traditional procurement as under attack.</p>
<p>Emerging trends, however, posit that e-procurement may drive supply chain effectiveness and efficiency by promoting agility in response to environmental volatility. A more agile supply chain is flexible and adaptable (Irfan, Wang &#x0026; Akhtar <xref ref-type="bibr" rid="CIT0025">2019</xref>). In an agile supply chain, component products are outsourced faster, vendors are well connected to the organisation, and they can respond to requisitions quickly before any significant changes take place downstream of the value chain. As the consumer is increasingly becoming nomadic in taste and preference, an agile supply chain enhances the performance of the entire chain through the satisfaction of the customers in real time.</p>
<p>While some scholars have examined traditional procurement, logistics and supply chain challenges from developing economies&#x2019; perspectives (Langa &#x0026; Naude <xref ref-type="bibr" rid="CIT0030">2022</xref>; Manyathi, Burger &#x0026; Moritmer <xref ref-type="bibr" rid="CIT0039">2021</xref>; Saruchera <xref ref-type="bibr" rid="CIT0052">2020</xref>; Tukuta &#x0026; Saruchera <xref ref-type="bibr" rid="CIT0058">2015</xref>), some have partially examined the differential role of e-procurement on supply chain agility (Faheem &#x0026; Siddiqui <xref ref-type="bibr" rid="CIT0015">2020</xref>; Huang et al. <xref ref-type="bibr" rid="CIT0022">2021</xref>; Persis et al. <xref ref-type="bibr" rid="CIT0047">2021</xref>; Yang et al. <xref ref-type="bibr" rid="CIT0065">2021</xref>). However, there does not seem to be much focus specifically on turbulent developing countries, let alone Zimbabwe. Zoogah, Peng and Woldu (<xref ref-type="bibr" rid="CIT0067">2015</xref>) succinctly noted that Africa has not been on researchers&#x2019; radar screens despite the unique peculiarities of African institutions, resources and organisational effectiveness. Of the studies that examined these variables, none ever examined the effect of the association between e-procurement and supply chain agility in a volatile business environment. This study therefore aims to address both the practical and the knowledge problems of e-procurement and supply chain agility in the volatile business environments of frontier markets.</p>
</sec>
<sec id="s0002">
<title>Literature review</title>
<sec id="s20003">
<title>Electronic procurement</title>
<p>Electronic procurement (e-procurement) is the application of the Internet and digital technological systems for the purchasing function of the organisation (Ibem, Aduwo &#x0026; Afolabi <xref ref-type="bibr" rid="CIT0023">2021</xref>). E-procurement replaces the traditional procurement function and covers all stages of the procurement process, such as search, sourcing, negotiation, ordering, receipt and postpurchase review (Chen et al. <xref ref-type="bibr" rid="CIT0012">2021</xref>). Sain, Owens and Hill (<xref ref-type="bibr" rid="CIT0051">2014</xref>) concur with the definition of Ibem et al. (<xref ref-type="bibr" rid="CIT0023">2021</xref>) and add that e-procurement is an order management function of using digital technology in searching for supplies, taking orders and processing orders. A simplified way of understanding e-procurement is procurement conducted using electronic resources (Faheem &#x0026; Siddiqui <xref ref-type="bibr" rid="CIT0015">2020</xref>).</p>
<p>Therefore, it is crucial to understand that e-procurement is an information technology&#x2013;based purchasing system located at the supply chain&#x2019;s input end (Presutti <xref ref-type="bibr" rid="CIT0048">2018</xref>). The use and adoption of digital technologies have therefore necessitated the use and application of e-procurement (Firmansyah, Halimah &#x0026; Dai <xref ref-type="bibr" rid="CIT0017">2021</xref>). Lee, Vanui and Chai (<xref ref-type="bibr" rid="CIT0031">2021</xref>) considered e-procurement to be the acquisition and sale of products and services using the Internet and other information and networking systems like electronic data interchange (EDI) and enterprise resource planning. Wangui (<xref ref-type="bibr" rid="CIT0063">2018</xref>) concludes that e-procurement is the value-added use of the Internet and e-commerce. It involves streamlining, integrating and facilitating the procurement process from buyer to supplier and back.</p>
<p>Koorn and Gariba (<xref ref-type="bibr" rid="CIT0027">2019</xref>) indicate the various forms of e-procurement, including e-tendering, e-marketplace, e-auction or reverse auction and e-catalogue. Presutti (<xref ref-type="bibr" rid="CIT0048">2018</xref>) also adds that some critical aspects of e-procurement include e-ordering, e-bidding, e-sourcing and e-information. In line with other scholars, Ibrahim (<xref ref-type="bibr" rid="CIT0024">2020</xref>) posits that e-procurement is a function of e-sourcing, e-design, e-negotiation and e-evaluation. The e-procurement application can be viewed more broadly as an end-to-end solution that integrates and streamlines many procurement processes throughout the organisation (Koorn &#x0026; Gariba <xref ref-type="bibr" rid="CIT0027">2019</xref>).</p>
</sec>
<sec id="s20004">
<title>Supply chain agility</title>
<p>Supply chain agility refers to the ability of the supply network to respond swiftly to an unpredictable environment and succeed by exploiting business opportunities (Irfan et al. <xref ref-type="bibr" rid="CIT0025">2019</xref>). It is a network of suppliers of component products and services who are adaptable, fast and flexible in response to internal or external influence (Chen <xref ref-type="bibr" rid="CIT0011">2019</xref>). For that reason, Irfan et al. (<xref ref-type="bibr" rid="CIT0025">2019</xref>) concluded that a more agile supply chain is flexible and adaptable. In an agile supply chain, component products are outsourced faster, vendors are well connected to the organisation, and they can speedily respond to requisitions before any significant changes take place downstream of the value chain (Zhu, Shah &#x0026; Sarkis <xref ref-type="bibr" rid="CIT0066">2018</xref>). As the consumer is increasingly becoming nomadic in taste and preference, an agile supply chain enhances the performance of the entire chain through the satisfaction of the customers in real time (Chen <xref ref-type="bibr" rid="CIT0011">2019</xref>). For an agile supply chain, flexibility and adaptability are two fundamental aspects added to a typical supply chain (Chen <xref ref-type="bibr" rid="CIT0011">2019</xref>). The source of dexterity, in this case, is a combined effort of all players on the supply network, not just one.</p>
<p>Therefore, for the supply chain to be agile and flexible, the whole network of suppliers upstream of the value chain should have the same culture (Eckstein et al. <xref ref-type="bibr" rid="CIT0014">2015</xref>). The opposing aspect of agility is supply chain rigidity, which is anchored on stability against flexibility. Usually, rigid supply chains take ages to respond to environmental dynamics, yet agile supply chains respond swiftly (Zhu et al. <xref ref-type="bibr" rid="CIT0066">2018</xref>).</p>
<p>Thus, supply chain agility is the firms&#x2019; capability, in conjunction with suppliers and other stakeholders, to confront market challenges and respond quickly to disruptions in demand (Irfan et al. <xref ref-type="bibr" rid="CIT0025">2019</xref>). If one firm is agile on its own, that does not make the entire supply chain network agile (Gligor et al. <xref ref-type="bibr" rid="CIT0019">2019</xref>). Supply chain agility is a function of the combined flexibility of the entire value chain, not just one focal firm on a network of suppliers (Gligor et al. <xref ref-type="bibr" rid="CIT0019">2019</xref>).</p>
</sec>
<sec id="s20005">
<title>Volatile business environment</title>
<p>When a business environment is volatile, it is not stable with turbulent internal and/or external forces (Persis et al. <xref ref-type="bibr" rid="CIT0047">2021</xref>). Business environmental volatility refers to large-scale, frequent changes in the internal, micro and macro environments with no predictable pattern (Bennett &#x0026; Lemoine <xref ref-type="bibr" rid="CIT0004">2014</xref>). Organisations operating in volatile markets require robust structures to obtain and process reliable and current information to be buoyed by the stringent demands of such environments (Felin &#x0026; Powell <xref ref-type="bibr" rid="CIT0016">2016</xref>). Organisations have historically depended on expertise, routines, learning and scale in stable settings. However, the business environment&#x2019;s volatility is forcing organisations to connect with stakeholders beyond external borders, bringing them into the process of learning and innovation (Felin &#x0026; Powell <xref ref-type="bibr" rid="CIT0016">2016</xref>).</p>
<p>While change is quite likely in a volatile environment, its timing and scope are still undetermined. Volatility is a statistical measure which describes an amount of uncertainty. On the other hand, it refers to a phenomenon&#x2019;s speed, volume, nature and magnitude that may or may not be in a pattern form (O&#x2019;Sullivan &#x0026; Tomljanovich <xref ref-type="bibr" rid="CIT0043">2012</xref>). Volatility instances include stock market fluctuations, centralisation or decentralisation trends in organisations, radical innovations and digitalisation, and much more (Persis et al. <xref ref-type="bibr" rid="CIT0047">2021</xref>).</p>
<p>A volatile business environment is less desirable for many companies. It follows that in a volatile business environment, business threats are high, and typical opportunities prevalent in stable business environments are scarce (Rimita, Hoon &#x0026; Levasseur <xref ref-type="bibr" rid="CIT0049">2020</xref>). In most volatile business environments, inflation is usually high, and economic fundamentals are negatively affected (Ahmed et al. <xref ref-type="bibr" rid="CIT0002">2019</xref>). When the economy crumbles, it becomes difficult for companies on the supply chain network to function correctly. Another key driver of environmental volatility is the political landscape of the country. Political instability, such as wars, uprisings and general political instability, is tantamount to environmental volatility and uncertainty (Rimita et al. <xref ref-type="bibr" rid="CIT0049">2020</xref>).</p>
</sec>
<sec id="s20006">
<title>Theories of e-procurement and supply chain agility</title>
<p>The study was primarily informed by the configuration theory (Miller <xref ref-type="bibr" rid="CIT0041">1986</xref>). The supply chain agility and information technology (IT) dimensions may be thoroughly examined using the configuration theory. &#x2018;The configuration approach involves dominant gestalts or configurations of observable characteristics or behaviours that may lead to an outcome&#x2019; (Madzimure, Mafini &#x0026; Dhurip <xref ref-type="bibr" rid="CIT0036">2020</xref>:2). The theory posits that if the systems and structures of a firm are well configured and supported with technology and human interaction, firms can handle complicated organisational aspects in an agile and flexible manner (Sinha et al. <xref ref-type="bibr" rid="CIT0055">2005</xref>).</p>
<p>The configuration theory was further refined to be incorporated into supply chain management (Sinha et al. <xref ref-type="bibr" rid="CIT0055">2005</xref>). The ability of several companies on the supply chain to be well configured, networked and integrated is the function of IT and the need to respond swiftly to environmental demands. Through the configuration theory, technology enhances the supply chain&#x2019;s unity and adaptability (Sinha et al. <xref ref-type="bibr" rid="CIT0055">2005</xref>). However, the configuration theory has some major drawbacks emanating from the theory&#x2019;s assumptions, especially the assumptions of equifinality and holistic synthesis. These assumptions make it very difficult to determine an objective model when the premise of equifinality posits numerous means of reaching an end. The permutations of configurations among personal, structural, strategy and environmental variables become empirically too complex.</p>
<p>Another theory of interest is the agile supply chain model, which was introduced by Van Hoek (<xref ref-type="bibr" rid="CIT0060">2001</xref>) and further refined by Lin, Chiu and Chu (<xref ref-type="bibr" rid="CIT0032">2006</xref>). The model considers supply chain agility a competitive advantage for the survival of nodes on the supply network. The agile supply chain model indicates that changes in the market drive supply chain agility. Environmental volatility is the primary driver and is informed by market factors, competitive aspects, technology and social factors (Makudza, Sandada &#x0026; Madzikanda <xref ref-type="bibr" rid="CIT0038">2021</xref>). For an agile supply chain to be implemented effectively, there is a need for agility enablers which include collaboration, integration and customer sensitivity. The model further explains the characteristics of an agile supply chain as accountability, competency, flexibility and speed. The effect and goals of agile supply chains include cost-saving, time-saving and satisfaction of customers (Lin et al. <xref ref-type="bibr" rid="CIT0032">2006</xref>).</p>
<p>According to the paradigm, e-procurement is using technology to make organisational purchases. According to Chang, Wang and Chiu (<xref ref-type="bibr" rid="CIT0010">2008</xref>), e-procurement comprises four components: e-design, e-sourcing, e-negotiation and e-evaluation. Different steps of e-procurement provide variables used as constructs in the e-procurement and supply chain performance model (Faheem &#x0026; Siddiqui <xref ref-type="bibr" rid="CIT0015">2020</xref>). Supply chain performance, which was characterised as the capacity of the supply chain network to provide desired outcomes, served as the model&#x2019;s dependent variable.</p>
<p>The model defines e-design as preparing the requirements of all organisational purchases through an electronic procurement system. E-sourcing was defined in the model as selecting a list of available suppliers in the market, collecting information about them, analysing the information and selecting the best supplier among several through an electronic procurement system. E-negotiations were understood as creating a contractual agreement with the selected supplier through an electronic procurement system. In contrast, e-evaluation was defined as the collection of information about pledged suppliers and their progress for evaluation and planning for further transactions (Chang et al. <xref ref-type="bibr" rid="CIT0010">2008</xref>; Faheem &#x0026; Siddiqui <xref ref-type="bibr" rid="CIT0015">2020</xref>).</p>
</sec>
<sec id="s20007">
<title>Conceptualising the effect of e-procurement on supply chain agility in a volatile business environment</title>
<p>The study looked at the body of research on e-procurement and supply chain agility. No model has ever connected e-procurement to supply chain agility in a volatile pre-emerging market. Thus, there must be a glaring theoretical gap. The 2013 model by Chang, Tsai and Hsum helped to clarify the e-procurement factors. However, it could not establish a connection between the four variables &#x2013; e-design, e-sourcing, e-negotiation and e-evaluation &#x2013; and supply chain agility. Instead, their concept was connected to the efficiency of the supply chain. In contrast, the supply chain agility components and the business environment&#x2019;s volatility are better described by the Van Hoek (<xref ref-type="bibr" rid="CIT0060">2001</xref>) and Lin et al. (<xref ref-type="bibr" rid="CIT0032">2006</xref>) models, which were quiet regarding the predictive e-procurement factors. Similarly, the Miller (<xref ref-type="bibr" rid="CIT0041">1986</xref>) and Sinha et al. (<xref ref-type="bibr" rid="CIT0055">2005</xref>) models highlight the effects of configurations and volatility of the environment but were also silent about the actual variables of e-procurement and supply chain agility.</p>
<p>Guided by the deductive approach, a theory can be extended to close an emerging theoretical gap (Siti 2016). In extending the existing theory, the study adopts and adapts Chang et al.&#x2019;s (<xref ref-type="bibr" rid="CIT0010">2008</xref>) e-procurement variables and links them with Van Hoek&#x2019;s (<xref ref-type="bibr" rid="CIT0060">2001</xref>) supply chain agility scale. In so doing, Miller&#x2019;s (<xref ref-type="bibr" rid="CIT0041">1986</xref>) configurations within a supply chain network are augmented, and the effect of environmental volatility is taken into consideration. The conceptual framework is thus presented in <xref ref-type="fig" rid="F0001">Figure 1</xref>.</p>
<fig id="F0001">
<label>FIGURE 1</label>
<caption><p>The conceptual framework.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="JTSCM-17-847-g001.tif"/>
</fig>
</sec>
<sec id="s20008">
<title>Hypotheses development</title>
<sec id="s30009">
<title>E-procurement and supply chain agility in a volatile business environment</title>
<p>Supply chains were equally thwarted and negatively affected by environmental volatility (Waithaka &#x0026; Kimani <xref ref-type="bibr" rid="CIT0062">2021</xref>). The major drawback experienced in history is the closure of some key supply chain players because of environmental volatility. In that manner, critical supplies of component products could not be procured as the value chain was distorted (Wu <xref ref-type="bibr" rid="CIT0064">2019</xref>). That calls for e-procurement, an antecedent driver for supply chain agility (Alobaidi <xref ref-type="bibr" rid="CIT0003">2021</xref>). Through e-procurement, sourcing can be performed online as e-sourcing, tendering becomes an online process through e-tendering and even negotiations can go virtual. Payments can be simply processed online (Alobaidi <xref ref-type="bibr" rid="CIT0003">2021</xref>). Such e-procurement practices then enhance the agility of supply chains amid increased environmental volatility.</p>
<p>Downstream volatility, which emanates from customers and is customer-driven, is also an integral part of supply chain distortions which have affected traditional procurement, leading to the need for e-procurement to enhance supply chain agility (Wu <xref ref-type="bibr" rid="CIT0064">2019</xref>). When customers&#x2019; demand is poorly construed upstream as a result of environmental volatility, the supply chain is likely to develop and produce a product and/or service that will likely be rejected by the customer (Madhani <xref ref-type="bibr" rid="CIT0035">2017</xref>). However, when the supply chain adopts technology in supply chain management, e-procurement may be applied, which easily drives purchase efficiency and supply chain agility (Waithaka &#x0026; Kimani <xref ref-type="bibr" rid="CIT0062">2021</xref>). Fast and swift responses drive supply chain agility to downstream volatility (Yang et al. <xref ref-type="bibr" rid="CIT0065">2021</xref>).</p>
<p>The association between e-procurement and supply chain agility was previously tested by some scholars (Faheem &#x0026; Siddiqui <xref ref-type="bibr" rid="CIT0015">2020</xref>; Madzimure et al. <xref ref-type="bibr" rid="CIT0036">2020</xref>). According to Faheem and Siddiqui (<xref ref-type="bibr" rid="CIT0015">2020</xref>), there is a direct and positive association between e-procurement and supply chain agility. This acts as a promoter for e-procurement adoption, as the more supply chain players embrace e-procurement, the more their network of suppliers becomes agile. The same positive association between supply chain agility and e-procurement was discovered by Madzimure et al. (<xref ref-type="bibr" rid="CIT0036">2020</xref>), who then concluded that every supply chain needs to be flexible to provide the value that consumers want. Companies may be flexible by looking outside of their own organisation. We therefore hypothesise that:</p>
<disp-quote>
<p><bold>H<sub>1</sub>:</bold> E-procurement positively and significantly affects supply chain agility in a volatile business environment.</p>
</disp-quote>
</sec>
<sec id="s30010">
<title>E-design and supply chain agility in a volatile business environment</title>
<p>E-design is the process of building a system for online purchasing goods and services (Chang et al. <xref ref-type="bibr" rid="CIT0010">2008</xref>). E-design entails electronic order specification and order description. Given that the procurement function works closely with the supplier, there is a need for a good working relationship to design the procurement order. Thus, e-design has been brought up as a modern business process re-engineering technological strategy that enhances effective online procurement functions (Makudza, Muridzi &#x0026; Chirima <xref ref-type="bibr" rid="CIT0037">2019</xref>).</p>
<p>E-design makes it easier for suppliers to participate in product specification development. In addition, eliminating the silo effect of the conventionally sequential design operations makes it possible for shorter time-to-market cycles (Presutti <xref ref-type="bibr" rid="CIT0048">2018</xref>). Thus, the relationship between the supplier and the procurer is augmented through the practical application of e-design systems in procurement. Madzimure et al. (<xref ref-type="bibr" rid="CIT0036">2020</xref>) also noted that e-design enhances collaborations between the two industrial companies, the buying and selling companies. Improvements in dyadic working relationships are instrumental in enhancing the quality of the order and satisfaction of customers downstream (Chang et al. <xref ref-type="bibr" rid="CIT0010">2008</xref>).</p>
<p>In an unstable business market, product prices change constantly, consumer taste is highly nomadic and the survival of businesses is on the brink (Rimita et al. <xref ref-type="bibr" rid="CIT0049">2020</xref>). It is therefore worth noting that Madzimure et al. (<xref ref-type="bibr" rid="CIT0036">2020</xref>) indicate that e-design aids speed in processing the order. This entails a fast and adaptable way of setting purchasing requirements. Speed in order specification through e-design systems is directly related to supply chain agility (Presutti <xref ref-type="bibr" rid="CIT0048">2018</xref>). As supply chain agility entails the need for fast-moving and adaptable structures, e-design develops such, guaranteeing agility for all the supply chain players who embrace it.</p>
<p>Suppose supply chain players use e-design systems and incorporate strategic collaboration partners in their product design process that could further reduce the time and cost of developing and introducing new products, thereby enhancing the agility of the entire supply chain (Chang et al. <xref ref-type="bibr" rid="CIT0010">2008</xref>). Therefore, there is a direct positive association between e-design systems and supply chain agility (Chang et al. <xref ref-type="bibr" rid="CIT0010">2008</xref>).</p>
<p>In light of the preceding discussion, the study presents the following hypothesis:</p>
<disp-quote>
<p><bold>H<sub>2</sub>:</bold> E-design positively and significantly affects supply chain agility in a volatile business environment.</p>
</disp-quote>
</sec>
<sec id="s30011">
<title>E-sourcing and supply chain agility in a volatile business environment</title>
<p>Electronic sourcing involves soliciting new potential suppliers using digital technologies to cut costs (Lysons &#x0026; Farrington <xref ref-type="bibr" rid="CIT0033">2012</xref>). E-sourcing is the application of digital technologies and Internet platforms to search for potential suppliers of products and services or component products (Madzimure et al. <xref ref-type="bibr" rid="CIT0036">2020</xref>). Traditionally, supplier sourcing was associated with shopping around and making physical site visits comparing supplier offers. However, with technological advancements in e-procurement, companies can perform all strategic sourcing of components online to enhance supply chain agility (Yang et al. <xref ref-type="bibr" rid="CIT0065">2021</xref>).</p>
<p>The e-sourcing&#x2013;supply chain agility relationship is therefore deemed positive and closely related (Chang et al. <xref ref-type="bibr" rid="CIT0010">2008</xref>). As supply chain players select the most appropriate suppliers through information and digital system, flexibility is enhanced. This is typical of e-procurement systems such as Scoduv&#x00AE;, which allows various suppliers of a component product to register their offers to the system (Rowland <xref ref-type="bibr" rid="CIT0050">2022</xref>). Each supplier creates a portal online of their products and services, pricing and other augmented services. The buying companies will merely peruse through Scoduv&#x00AE;. Scoduv&#x00AE; also has a comparative view and multibrowsing system, thereby allowing buyers to electronically search and source for supplies in an agile and adaptive manner.</p>
<p>However, although e-sourcing has more benefits in a volatile business environment, it has also suffered major drawbacks. Some technology-savvy suppliers may present an eye-catching show of their services online, which may not be essentially aligned with the actual product offerings (Valashiya <xref ref-type="bibr" rid="CIT0059">2019</xref>). That delays the entire supplier chain, as returns and replacement policies are affected. In electronic buying, the product will likely be felt and tested at delivery (Masengu et al. <xref ref-type="bibr" rid="CIT0040">2022</xref>). The purchased and the delivered order may vary in quality, strength and performance. This is typical in international business management, where a product is shipped and only verified on receipt in the foreign buying country. For that reason, Rowland (<xref ref-type="bibr" rid="CIT0050">2022</xref>) advocates for a blended approach whereby e-sourcing is used in line with physical supplier visits.</p>
<p>Based on the previous discussion, the following proposition is presented for analysis:</p>
<disp-quote>
<p><bold>H<sub>3</sub>:</bold> E-sourcing positively and significantly affects supply chain agility in a volatile business environment.</p>
</disp-quote>
</sec>
<sec id="s30012">
<title>E-negotiation and supply chain agility in a volatile business environment</title>
<p>Electronic commerce (e-commerce) is understood as the direct application of digital and Internet technologies in negotiations between the supplier and the customer (Madzimure et al. <xref ref-type="bibr" rid="CIT0036">2020</xref>). E-negotiation, according to Simkova and Smutny (<xref ref-type="bibr" rid="CIT0054">2021</xref>), is the process of carrying out talks between business partners using electronic means. Business partners negotiating online or using IT platforms is known as &#x2018;e-negotiation&#x2019; (Madzimure et al. <xref ref-type="bibr" rid="CIT0036">2020</xref>). Because it facilitates the participation of several vital parties, notably suppliers, e-negotiation is a crucial instrument in e-procurement. E-negotiation is thus the role of communication between supply chain participants to optimise the whole supply chain (Simkova &#x0026; Smutny <xref ref-type="bibr" rid="CIT0054">2021</xref>). Neatly weaved and optimised supply chains are more adaptable, highly flexible and agile.</p>
<p>Supply chain agility and flexibility are greatly improved through e-negotiations. This is essentially true of the recent COVID-19 pandemic, which has introduced business volatility and barricades of face-to-face physical meetings (Persis et al. <xref ref-type="bibr" rid="CIT0047">2021</xref>). Therefore, amid COVID-19-induced volatility, flexibility and agility are boosted through communications online. In most countries, governments impose travelling restrictions to curb the spread of COVID-19. That halted some static supply chains, yet those with online communication and negotiation platforms remained viable. As supply networks embraced the new normal in the COVID-19-induced business volatility, flexibility was enhanced (Rimita et al. <xref ref-type="bibr" rid="CIT0049">2020</xref>).</p>
<p>However, e-negotiations are filled with deceptive practices because of the absence of nonverbal cues. This is typical for nonvideo discussions, such as Internet voice-only calls. In recent days, however, video teleconferencing procedures have been used more, and they address the weaknesses of voice-only conversations. Even when negotiations are settled on paper, as written negotiations, the actual values of strategic bidding, negotiations and justifications are limited, owing to the absence of human interaction. Therefore, a more blended negotiation system is encouraged, where one part can occur online, and the other may be arranged face to face. However, with the COVID-19 restrictions prevalent in most countries, these days may deter physical site negotiations, thereby affecting the agility of the entire supply and value chain, upwards and downstream (Braz et al. <xref ref-type="bibr" rid="CIT0006">2018</xref>; Chang et al. <xref ref-type="bibr" rid="CIT0010">2008</xref>; Madzimure et al. <xref ref-type="bibr" rid="CIT0036">2020</xref>; Presutti <xref ref-type="bibr" rid="CIT0048">2018</xref>).</p>
<p>Guided by the foregoing discussion, the study presents the following hypothesis:</p>
<disp-quote>
<p><bold>H<sub>4</sub>:</bold> E-negotiations positively and significantly impact supply chain agility in a volatile business environment.</p>
</disp-quote>
</sec>
<sec id="s30013">
<title>E-evaluation and supply chain agility in a volatile business environment</title>
<p>E-evaluation is gathering in-depth data about suppliers online in preparation for future assessments and online transactions (Chang et al. <xref ref-type="bibr" rid="CIT0010">2008</xref>). Presutti (<xref ref-type="bibr" rid="CIT0048">2018</xref>) asserts that an organisation must assess and enhance its purchasing procedure to reap the full benefits of deploying e-procurement solutions. The final phase in the purchasing process is evaluating and rating e-suppliers, which calls for detailed and precise performance data (Madzimure et al. <xref ref-type="bibr" rid="CIT0036">2020</xref>). E-procurement systems offer data warehousing capabilities that record and retrieve data to carry out effective and efficient supplier performance assessments, in contrast to the conventional paper-based method (Wagner &#x0026; Sweeney <xref ref-type="bibr" rid="CIT0061">2020</xref>). Whether in an offline or online procurement system, e-evaluation is a necessary component. Nonproductive suppliers are dropped from the online procurement system, or they are blacklisted, so they do not keep infiltrating the procurement process online. Effective evaluations and screening of poorly performing supply chain players are vital steps toward maintaining fast, adaptable and agile players, thereby promoting the creation of an agile supply network, even in harsh business environments (Zhu et al. <xref ref-type="bibr" rid="CIT0066">2018</xref>).</p>
<p>An in-house e-evaluation system builds the entire agility of the entire supply chain. This follows the recommendation of Faheem and Siddiqui (<xref ref-type="bibr" rid="CIT0015">2020</xref>), who found out that a supply network is built by individual companies that act as nodes. Thus, the connection of these nodes develops a supply chain (Buttle <xref ref-type="bibr" rid="CIT0007">2015</xref>). Hence, if a supply chain is made up of adaptable and agile players who e-evaluate their suppliers, it leads to solid and agile supply chains which can respond to environmental challenges and volatility in a more adaptable, flexible and faster manner.</p>
<p>In light of the foregoing discussion, the following hypothesis is presented:</p>
<disp-quote>
<p><bold>H<sub>5</sub>:</bold> E-evaluation positively and significantly affects supply chain agility in a volatile business environment.</p>
</disp-quote>
</sec>
</sec>
</sec>
<sec id="s0014">
<title>Methodology</title>
<p>The positivist research philosophy drove the study. The research questionnaire was developed so that the data collected could be quantified in line with the quantification requirement of the positivism philosophy. To that end, close-ended questions were used to enhance objectivity and the quantification process, as required by the philosophy adopted.</p>
<sec id="s20015">
<title>Population and sampling</title>
<p>The target population for the study was comprised of supply chain and procurement employees of the telecommunications and technology industry in Zimbabwe, comprising 219 such employees. The targeting of the telecommunications and technology industry was justified because the industry has been adversely affected by environmental volatility and supply chain distortions that warrant an agile and adaptive supply chain. Core supply chain investments, such as base station technology and adoption of next-generation network technology, which shift from 2G to 4G, and from 4G to 5G, operate in a highly volatile supply environment. Only supply chain employees were considered as the target group because they were the ones who dealt directly with supply chain and e-procurement aspects. Information from these employees would be more credible than from any other source. Therefore, their selection was justifiable to enhance the credibility of the results and minimise bias and research errors that could emanate from collecting data from the wrong group. The study used the census approach to collect data from the target population, given that the target population was not huge. According to Saunders, Lewis and Thornhill (<xref ref-type="bibr" rid="CIT0053">2016</xref>), the census approach to data collection is where all cases of the target population are considered. All 219 respondents were therefore sampled for this study.</p>
</sec>
<sec id="s20016">
<title>Data collection instrument</title>
<p>The research objectives and the conceptual framework governed the development of the questionnaire. The questions were crafted to clearly address the study&#x2019;s independent variables as follows: e-design (ED 1 to ED 5), e-sourcing (ES 1 to ES 5), e-negotiation (EN 1 to EN 4) and e-evaluation (EE 1 to EE 5). The measurement scales for the independent variables were adapted from Chang et al. (<xref ref-type="bibr" rid="CIT0010">2008</xref>). The dependent variable, supply chain agility, was well covered with five items (SCA 1 to SCA 5). The supply chain agility measurement scale was adapted from Macclever, Annan and Boahen (<xref ref-type="bibr" rid="CIT0034">2017</xref>).</p>
</sec>
</sec>
<sec id="s0017">
<title>Results</title>
<sec id="s20018">
<title>Sample characteristics</title>
<p>The sample statistics recorded gender, age and qualifications as presented in <xref ref-type="table" rid="T0001">Table 1</xref>.</p>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>Demographic profile of the respondents.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Variable</th>
<th valign="top" align="left">Category</th>
<th valign="top" align="center"><italic>N</italic></th>
<th valign="top" align="center">Percentage (&#x0025;)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="2" valign="top">Gender</td>
<td align="left">Male</td>
<td align="center">90</td>
<td align="center">41</td>
</tr>
<tr>
<td align="left">Female</td>
<td align="center">129</td>
<td align="center">59</td>
</tr>
<tr>
<td align="left" rowspan="5" valign="top">Age (years)</td>
<td align="left">18&#x2013;25</td>
<td align="center">7</td>
<td align="center">3</td>
</tr>
<tr>
<td align="left">26&#x2013;35</td>
<td align="center">90</td>
<td align="center">41</td>
</tr>
<tr>
<td align="left">36&#x2013;45</td>
<td align="center">70</td>
<td align="center">32</td>
</tr>
<tr>
<td align="left">46&#x2013;55</td>
<td align="center">52</td>
<td align="center">24</td>
</tr>
<tr>
<td align="left">Above 55</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left" rowspan="3" valign="top">Qualifications</td>
<td align="left">Undergraduate degree</td>
<td align="center">118</td>
<td align="center">54</td>
</tr>
<tr>
<td align="left">Master&#x2019;s degree</td>
<td align="center">96</td>
<td align="center">44</td>
</tr>
<tr>
<td align="left">Post-master&#x2019;s qualification</td>
<td align="center">5</td>
<td align="center">2</td>
</tr>
<tr>
<td align="left" rowspan="5" valign="top">E-procurement experience</td>
<td align="left">Below 1 year</td>
<td align="center">2</td>
<td align="center">1</td>
</tr>
<tr>
<td align="left">1&#x2013;4 years</td>
<td align="center">18</td>
<td align="center">8</td>
</tr>
<tr>
<td align="left">5&#x2013;8 years</td>
<td align="center">103</td>
<td align="center">47</td>
</tr>
<tr>
<td align="left">9&#x2013;12 years</td>
<td align="center">69</td>
<td align="center">32</td>
</tr>
<tr>
<td align="left">Above 12 years</td>
<td align="center">27</td>
<td align="center">12</td>
</tr>
<tr>
<td align="left" rowspan="5" valign="top">E-procurement gadgets</td>
<td align="left">Smartphone</td>
<td align="center">62</td>
<td align="center">28</td>
</tr>
<tr>
<td align="left">Phablets</td>
<td align="center">2</td>
<td align="center">1</td>
</tr>
<tr>
<td align="left">Tablet</td>
<td align="center">32</td>
<td align="center">15</td>
</tr>
<tr>
<td align="left">Computer</td>
<td align="center">123</td>
<td align="center">56</td>
</tr>
<tr>
<td align="left">Non-smartphone</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The survey attracted 219 responses, which were adequate for structural equation modelling (SEM) (Hair, Gabriel &#x0026; Patel <xref ref-type="bibr" rid="CIT0021">2014</xref>). There were rejections of questionnaires. Male respondents made up 41&#x0025; of all replies, while female respondents made up 59&#x0025;. This demonstrates the gender gap in the workforce in the supply chain and procurement of the telecommunications and technology industry in Zimbabwe. Such statistics support the increased number of women preferring &#x2018;soft&#x2019; professions that do not require stamina (Chisholm-Burns et al. <xref ref-type="bibr" rid="CIT0013">2017</xref>). Responses were obtained from different age groups. The modal age group was 26 to 35 years (41&#x0025;). This means that young adults were mainly the ones in the procurement departments of the telecommunications and technology industry in Zimbabwe. All study respondents had a minimum of a first degree, with a majority frequency of 54&#x0025;. A significant number of respondents had master&#x2019;s degree qualifications, with a good frequency percentage of 44&#x0025;. Only 2&#x0025; of all respondents had a post-master&#x2019;s graduation qualification. All respondents had procured goods or services using e-procurement services before. In addition, all respondents confirmed that they work in procurement departments and had knowledge about their companies&#x2019; supply chains. Essentially, the majority of respondents had 5 to 8 years of experience (<italic>n</italic> = 47&#x0025;). A considerable number of respondents also had e-procurement experience of 9 to 12 years (frequency 32&#x0025;). Few respondents had experience above 12 and below 4 years. These results provide supporting statistics that the respondents had good experience with e-procurement. The majority of respondents used computers for e-procurement purposes (56&#x0025;), followed by smartphones (28&#x0025;), tablets (15&#x0025;) and phablets (1&#x0025;). Although the instrument had a category for non-smartphones, no takers were recorded. Therefore, the study concludes that computers were mainly used by supply chain professionals in Zimbabwe.</p>
</sec>
<sec id="s20019">
<title>Measurement model fit</title>
<p>Data for the study were analysed using a two-step data analysis procedure in line with the recommendation of Hair et al. (<xref ref-type="bibr" rid="CIT0020">2010</xref>). A two-step procedure for data analysis involves subjecting data to confirmatory factor analysis and SEM (Byrne <xref ref-type="bibr" rid="CIT0008">2013</xref>).</p>
<p>The confirmatory factor analysis (CFA) results indicated a good model fit: minimum discrepancy divided by degree of freedom (CMIN/DF) = 1.84, goodness-of-fit index (GFI) = 0.941, adjusted goodness-of-fit index (AGFI) = 0.923, comparative fit index (CFI) = 0.952, root mean square error of approximation (RMSEA) = 0.052. The model fit statistics were within acceptable ranges stipulated by Hair et al. (<xref ref-type="bibr" rid="CIT0021">2014</xref>) and Byrne (<xref ref-type="bibr" rid="CIT0008">2013</xref>), which validated the study&#x2019;s measurement model.</p>
</sec>
<sec id="s20020">
<title>Unidimensionality</title>
<p>Using the results in <xref ref-type="fig" rid="F0002">Figure 2</xref>, unidimensionality was inspected using the standardised factor loadings. A threshold of 0.5 was applied, which was informed by Hair et al. (<xref ref-type="bibr" rid="CIT0020">2010</xref>). A closer examination of the results shows that all factor loadings were above 0.50. The least loading was 0.672, while the highest loading was 0.915.</p>
<fig id="F0002">
<label>FIGURE 2</label>
<caption><p>The measurement model.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="JTSCM-17-847-g002.tif"/>
</fig>
</sec>
<sec id="s20021">
<title>Convergent validity</title>
<p>The study further examined the average variances explained (AVEs) for convergent validity. Hair et al. (<xref ref-type="bibr" rid="CIT0020">2010</xref>) suggest that AVE represents the variance shared by the indicators on the latent variable. The acceptable cut-off threshold for the AVE is 0.5 (Hair et al. <xref ref-type="bibr" rid="CIT0020">2010</xref>).</p>
<p>All AVE coefficients for the measurement model were higher than 0.5, with e-sourcing recording the least AVE of 0.582, while the highest AVE was recorded for e-negotiation (0.774). Therefore, all items of the measurement model had the least share of 58&#x0025; of the total variance of the latent variables.</p>
</sec>
<sec id="s20022">
<title>Discriminant validity</title>
<p>According to Hair et al. (<xref ref-type="bibr" rid="CIT0021">2014</xref>), discriminant validity is guaranteed if the shared variance between a pair of constructs is greater than their average variance extracted. Results for discriminant validity are shown in <xref ref-type="table" rid="T0002">Table 2</xref>.</p>
<table-wrap id="T0002">
<label>TABLE 2</label>
<caption><p>Discriminant validity.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Factor</th>
<th valign="top" align="center">E-evaluation</th>
<th valign="top" align="center">E-sourcing</th>
<th valign="top" align="center">E-design</th>
<th valign="top" align="center">E-negotiation</th>
<th valign="top" align="center">SC agility</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">E-evaluation</td>
<td align="center"><bold>0.818</bold></td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">E-sourcing</td>
<td align="center">0.474</td>
<td align="center"><bold>0.763</bold></td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">E-design</td>
<td align="center">0.356</td>
<td align="center">0.443</td>
<td align="center"><bold>0.847</bold></td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">E-negotiation</td>
<td align="center">0.059</td>
<td align="center">0.049</td>
<td align="center">0.007</td>
<td align="center"><bold>0.879</bold></td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">SC agility</td>
<td align="center">0.547</td>
<td align="center">0.719</td>
<td align="center">0.541</td>
<td align="center">0.390</td>
<td align="center"><bold>0.850</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>SC, supply chain.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Results in <xref ref-type="table" rid="T0002">Table 2</xref> demonstrate evidence for discriminant validity. An examination of the results in <xref ref-type="table" rid="T0002">Table 2</xref> shows that all shared variance is more significant than the individual AVE. Thus, the study concludes that each latent variable was distinct and measured its unique aspects.</p>
</sec>
<sec id="s20023">
<title>Reliability</title>
<p>In addition, <xref ref-type="table" rid="T0003">Table 3</xref> shows the Cronbach&#x2019;s alpha (CA) and construct reliability (CR) results. These two tests are used to measure the reliability and internal consistency of the measurement model. In conclusive studies, a cut-off of 0.7 is expected for composite reliability and CA tests. <xref ref-type="table" rid="T0003">Table 3</xref> shows that all items recorded higher CA and composite reliability scores, which were all above 0.7, with the least being 0.87.</p>
<table-wrap id="T0003">
<label>TABLE 3</label>
<caption><p>Measurement model statistical output.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Factor</th>
<th valign="top" align="left">Item</th>
<th valign="top" align="center">SFL</th>
<th valign="top" align="center">CA (&#x03B1;)</th>
<th valign="top" align="center">CR</th>
<th valign="top" align="center">AVE</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="5" valign="top">E-evaluation</td>
<td align="left">EE1</td>
<td align="center">0.746</td>
<td align="center">0.908</td>
<td align="center">0.909</td>
<td align="center">0.669</td>
</tr>
<tr>
<td align="left">EE2</td>
<td align="center">0.817</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">EE3</td>
<td align="center">0.883</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">EE4</td>
<td align="center">0.79</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">EE5</td>
<td align="center">0.846</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" rowspan="5" valign="top">E-sourcing</td>
<td align="left">ES1</td>
<td align="center">0.672</td>
<td align="center">0.872</td>
<td align="center">0.874</td>
<td align="center">0.582</td>
</tr>
<tr>
<td align="left">ES2</td>
<td align="center">0.833</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">ES3</td>
<td align="center">0.815</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">ES4</td>
<td align="center">0.771</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">ES5</td>
<td align="center">0.713</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" rowspan="5" valign="top">E-design</td>
<td align="left">ED1</td>
<td align="center">0.902</td>
<td align="center">0.926</td>
<td align="center">0.927</td>
<td align="center">0.717</td>
</tr>
<tr>
<td align="left">ED2</td>
<td align="center">0.857</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">ED3</td>
<td align="center">0.826</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">ED4</td>
<td align="center">0.8</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">ED5</td>
<td align="center">0.846</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" rowspan="4" valign="top">E-negotiation</td>
<td align="left">EN1</td>
<td align="center">0.875</td>
<td align="center">0.932</td>
<td align="center">0.931</td>
<td align="center">0.774</td>
</tr>
<tr>
<td align="left">EN2</td>
<td align="center">0.915</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">EN3</td>
<td align="center">0.878</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">EN4</td>
<td align="center">0.849</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" rowspan="5" valign="top">Supply chain agility</td>
<td align="left">SCA1</td>
<td align="center">0.801</td>
<td align="center">0.925</td>
<td align="center">0.929</td>
<td align="center">0.723</td>
</tr>
<tr>
<td align="left">SCA2</td>
<td align="center">0.822</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">SCA3</td>
<td align="center">0.84</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">SCA4</td>
<td align="center">0.875</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">SCA5</td>
<td align="center">0.909</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>SFL, standardised factor loading; AVE, average variance explained; CR, construct reliability.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s20024">
<title>Hypotheses testing</title>
<p>The cause-and-effect associations between e-procurement and its determinants on supply chain agility in a volatile business environment were tested in this study using the structural model. The results are shown in <xref ref-type="fig" rid="F0003">Figure 3</xref> and summarised in <xref ref-type="table" rid="T0004">Table 4</xref>. However, before the tests, Hair et al. (<xref ref-type="bibr" rid="CIT0020">2010</xref>) recommend that data pass normality and multicollinearity assumptions. Multicollinearity was diagnosed using the variance inflation factor (VIF) and tolerance tests. The study variables&#x2019; tolerance values were higher than the minimum threshold of 0.2 (Laed <xref ref-type="bibr" rid="CIT0028">2017</xref>).</p>
<fig id="F0003">
<label>FIGURE 3</label>
<caption><p>The structural model.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="JTSCM-17-847-g003.tif"/>
</fig>
<table-wrap id="T0004">
<label>TABLE 4</label>
<caption><p>Hypotheses testing summary.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" colspan="3" align="left">Causal path</th>
<th valign="top" align="center">Estimate</th>
<th valign="top" align="center">SE</th>
<th valign="top" align="center"><italic>T</italic></th>
<th valign="top" align="center"><italic>P</italic></th>
<th valign="top" align="left">Label</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Supply chain agility</td>
<td align="left">&#x2190;</td>
<td align="left">E-evaluation</td>
<td align="center">0.269</td>
<td align="center">0.027</td>
<td align="center">7.007</td>
<td align="center"><xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="left">Accepted</td>
</tr>
<tr>
<td align="left">Supply chain agility</td>
<td align="left">&#x2190;</td>
<td align="left">E-sourcing</td>
<td align="center">0.563</td>
<td align="center">0.027</td>
<td align="center">11.602</td>
<td align="center"><xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="left">Accepted</td>
</tr>
<tr>
<td align="left">Supply chain agility</td>
<td align="left">&#x2190;</td>
<td align="left">E-design</td>
<td align="center">0.313</td>
<td align="center">0.021</td>
<td align="center">8.115</td>
<td align="center"><xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="left">Accepted</td>
</tr>
<tr>
<td align="left">Supply chain agility</td>
<td align="left">&#x2190;</td>
<td align="left">E-negotiation</td>
<td align="center">0.409</td>
<td align="center">0.018</td>
<td align="center">10.282</td>
<td align="center"><xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="left">Accepted</td>
</tr>
<tr>
<td align="left">Supply chain agility</td>
<td align="left">&#x2190;</td>
<td align="left">E-procurement</td>
<td align="center">0.651</td>
<td align="center">0.0.19</td>
<td align="center">13.856</td>
<td align="center"><xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;&#x002A;</xref></td>
<td align="left">Accepted</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TFN0001"><label>&#x002A;&#x002A;&#x002A;</label><p>, <italic>p</italic> = significant at <italic>p</italic> &#x003C; 0.001.</p></fn>
<fn><p>SE, standard error.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Conversely, using the VIF test, all variables recorded values below the acceptable cut-off of 5.0 (Laed <xref ref-type="bibr" rid="CIT0028">2017</xref>). Thus, the study passed the multicollinearity assumption and concluded that data were not too correlated. In addition, the normality assumption was passed, as data were subjected to the univariate normality test using the skewness and kurtosis values. All values were within acceptable ranges of &#x2212;2 to +2 for skewness and kurtosis (Kline <xref ref-type="bibr" rid="CIT0026">2005</xref>).</p>
<p>The model fit statistics assessed for the structural model in <xref ref-type="fig" rid="F0003">Figure 3</xref> were all within the acceptable region: CMIN/DF = 2.86, CFI = 0.926, GFI = 0.911 and RMSEA = 0.063. The coefficient of determination of 0.65 means that e-procurement&#x2019;s model variables explained 65&#x0025; of the aspects that affect supply chain agility. Consequently, <xref ref-type="table" rid="T0004">Table 4</xref> presents the results of the hypotheses.</p>
<p>Structural equation modelling analysis revealed that supply chain agility is significantly predicted by e-valuation (&#x03B2; = 0.269, <italic>T</italic> = 7.007, <italic>p</italic> &#x003C; 0.001); e-sourcing (&#x03B2; = 0.563, <italic>T</italic> = 11.602, <italic>p</italic> &#x003C; 0.001); e-design, (&#x03B2; = 0.313, <italic>T</italic> = 8.115, <italic>p</italic> &#x003C; 0.001); e-negotiations (&#x03B2; = 0.409, <italic>T</italic> = 10.282, <italic>p</italic> &#x003C; 0.001); and e-procurement (&#x03B2; = 0.651, <italic>T</italic> = 13.856, <italic>p</italic> &#x003C; 0.001).</p>
</sec>
<sec id="s20025">
<title>Discussion</title>
<p>The study predicted that e-procurement positively affects supply chain agility in a volatile business environment. That proposition (H<sub>1</sub>) was accepted in this study (&#x03B2; = 0.651; <italic>P</italic> = 0.00). The study thus concludes that e-procurement has a strong positive impact on supply chain agility. The interpretation of the results is that e-procurement determines the level of agility of the supply chain. Section 4.1 shows that the business environment is highly volatile, and therefore to augment the swiftness and flexibility of supply chains, there is an impending need to use e-procurement. The results affirmed past findings in literature, as other scholars confirmed a positive statistical effect between e-procurement and supply chain agility in a volatile business environment (Ahmed et al. <xref ref-type="bibr" rid="CIT0002">2019</xref>; Benzidia &#x0026; Makaoui <xref ref-type="bibr" rid="CIT0005">2020</xref>). Yang et al. (<xref ref-type="bibr" rid="CIT0065">2021</xref>) found that traditional procurement strategies that used to be effective, such as formal tendering systems and procurement committee meetings, have been deemed redundant because of the COVID-19-induced volatility, hence the need for e-procurement systems to improve swiftness. Conversely, Braz et al. (<xref ref-type="bibr" rid="CIT0006">2018</xref>) found that an agile supply chain, driven through e-procurement, is instrumental in managing the volatility that causes the bullwhip effect.</p>
<p>The study&#x2019;s second hypothesis (H2) posits that e-design positively and significantly affects supply chain agility in a volatile business environment. Using the results in <xref ref-type="table" rid="T0004">Table 4</xref>, the proposition that e-design affects supply chain agility (H<sub>2</sub>) was accepted (&#x03B2; = 0.313, <italic>P</italic> = 0.00, <italic>r</italic> = 0.541). Thus, when e-procurement is implemented through e-design systems, supply chain agility is further enhanced. E-design systems may gather information at the procurement request stage, formulate order creation digitally, receive internal purchase requests and design the purchase requirement. According to Madzimure et al. (<xref ref-type="bibr" rid="CIT0036">2020</xref>), effective implementation of e-design systems increases supply chains&#x2019; prospects of integrating and working with their suppliers, which might reduce supply chain costs and improve supply chain performance. When e-design introduces a high degree of supplier&#x2013;buyer dependency, integration and collaboration, the agility of the entire supply network is improved while the entire network&#x2019;s performance is enhanced, even in a volatile business environment (Irfan et al. <xref ref-type="bibr" rid="CIT0025">2019</xref>).</p>
<p>The third hypothesis (H<sub>3</sub>) suggests that e-sourcing positively affects supply chain agility in a volatile business environment. <xref ref-type="table" rid="T0004">Table 4</xref> shows that e-sourcing significantly impacts supply chain agility in a volatile business environment (&#x03B2; = 0.563, <italic>P</italic> = 0.00, <italic>r</italic> = 0.719, <italic>P</italic> = 0.00). This therefore follows that if e-sourcing systems are improved, environmental volatility is managed through supply chain agility. Actually, of all the determinants of e-procurement, e-sourcing has the greatest impact on supply chain agility. Tripathi and Gupta (<xref ref-type="bibr" rid="CIT0057">2020</xref>) found related results. They found that e-sourcing is a direct determinant of supply chain agility regardless of the volatility of the environment because of the ability of e-sourcing to gather demand proposals and other relevant information through the system. The same result was found by other researchers, too (Valashiya <xref ref-type="bibr" rid="CIT0059">2019</xref>; Yang et al. <xref ref-type="bibr" rid="CIT0065">2021</xref>).</p>
<p>The fourth hypothesis (H<sub>4</sub>) predicted that e-negotiations positively and significantly impact supply chain agility in a volatile business environment (&#x03B2; = 0.409, <italic>P</italic> = 0.00, <italic>r</italic> = 0.390). The fourth hypothesis was thus accepted. The results mean that negotiating with suppliers on electronic platforms effectively ensures supply chain agility in a volatile business environment. Prior studies made the same conclusion. Persis et al. (<xref ref-type="bibr" rid="CIT0047">2021</xref>) found that supply chain agility and flexibility are greatly improved through e-negotiations. E-negotiations also aid supply chain agility in international procurement (Chang et al. <xref ref-type="bibr" rid="CIT0010">2008</xref>). Chen (<xref ref-type="bibr" rid="CIT0011">2019</xref>) also found that an agile supply chain minimises time and effort in all stages of the procurement process.</p>
<p>The fifth hypothesis (H<sub>5</sub>) indicated that e-evaluation has a positive and significant effect on supply chain agility in a volatile business environment (&#x03B2; = 0.269, <italic>P</italic> = 0.00, <italic>r</italic> = 0.547). The study found a weak-to-moderately strong positive and significant impact of e-evaluations on supply chain agility (&#x03B2; = 0.313, <italic>P</italic> = 0.00). Accepting the alternate hypothesis means that supply chain evaluations are critical in augmenting the flexibility and adaptability of supply chains in turbulent business environments. E-evaluations effectively eliminate all supply chain bottlenecks, thereby promoting an adaptable supply network (Rowland <xref ref-type="bibr" rid="CIT0050">2022</xref>). Wagner and Sweeney (<xref ref-type="bibr" rid="CIT0061">2020</xref>) also found that through e-evaluations, nonproductive suppliers are dropped from the online procurement system, or they are blacklisted so that they do not keep infiltrating the procurement process online. That promotes efficiency and agility of the supply chain. In addition, Faheem and Siddiqui (<xref ref-type="bibr" rid="CIT0015">2020</xref>) found that using an in-house e-evaluation system builds the entire supply chain&#x2019;s agility because a supply network is built by individual companies that act as nodes.</p>
</sec>
</sec>
<sec id="s0026">
<title>Managerial implications</title>
<p>The study results inform procurement strategies for the telecommunications and technology industry. Amid the COVID-19 pandemic, which has negatively impacted business (Pathak <xref ref-type="bibr" rid="CIT0044">2022</xref>) and other environmental volatility drivers, there is a need to implement e-procurement strategies. In implementing e-procurement systems, the study recommends considering the four elements of e-procurement analysed in this study. The swift adoption of e-procurement through e-design, e-sourcing, e-negotiations and e-evaluations comes after.</p>
<p>By doing this, a business ensures that it will support the supplier network&#x2019;s overall agility, flexibility, adaptability and ultimate resilience (Mukucha &#x0026; Chari <xref ref-type="bibr" rid="CIT0042">2022</xref>). The study also has implications for all supply network members from upstream to downstream. There is an impending need for all supply network members to adopt e-procurement as a way of life. That will help revive supply networks amid environmental volatility and alleviate miscommunication (Pathak &#x0026; Ahmad <xref ref-type="bibr" rid="CIT0045">2016</xref>, <xref ref-type="bibr" rid="CIT0046">2018</xref>). Supply network agility can only be achieved when all parties to a supply network are agile. Hence, this study has offered reasons to unfreeze the status quo and drive supply network members towards agility and adaptability through electronic procurement adoption.</p>
<p>The study also offers theoretical implications for e-procurement and supply chain management. The study contributes to the body of knowledge by extending the existing theories on e-procurement and supply chains. In extending the existing theory, the study adopts and adapts Chang et al.&#x2019;s (<xref ref-type="bibr" rid="CIT0010">2008</xref>) e-procurement variables and links them with Van Hoek&#x2019;s (<xref ref-type="bibr" rid="CIT0060">2001</xref>) supply chain agility scale. In so doing, Miller&#x2019;s (<xref ref-type="bibr" rid="CIT0041">1986</xref>) configurations within a supply chain network are augmented, and the effect of environmental volatility is taken into consideration.</p>
</sec>
<sec id="s0027">
<title>Limitations and future research</title>
<p>The study suffered a theoretical limitation. There has never been any testing of the model utilised in this work. The model was developed using a deductive and theory extension strategy. This offers limitations on the applicability of the model and its reliability. To counter such a limitation, the study used reliability statistics to validate the model&#x2019;s reliability.</p>
<p>The study focused only on four determinants of e-procurement. Future studies could focus on broadening the model to include other variables of e-procurement, such as e-tendering, e-marketplace, e-auction or reverse auction and e-catalogue. In addition, the study recommends that future studies retest the conceptual model used in this study in related environments to substantiate it and augment its reliability. There is a need to unravel the behavioural attributes of e-procurement personnel, taking a cultural perspective in terms of beliefs and values. Future studies could also consider procurement categories (see Aboelmaged <xref ref-type="bibr" rid="CIT0001">2010</xref>) and e-procurement in the context of direct and indirect sourcing. Public procurement regulations (Laikram &#x0026; Pathak <xref ref-type="bibr" rid="CIT0029">2021</xref>) could also be studied in terms of how they can be enhanced through e-technologies.</p>
</sec>
<sec id="s0028">
<title>Conclusion</title>
<p>In light of the above findings, the study concludes that e-procurement augments the agility of the supply chain in volatile business environments. This is because e-procurement can increase swiftness and agility as it fosters ubiquitous business processes on a seamless real-time basis. Of the determinants of e-procurement, the study validates and concludes that e-sourcing, e-negotiations, e-design and e-evaluation, in that order, significantly drive agility and flexibility of supply chain in volatile business environments. The Zimbabwean business environment was also validated to be volatile based on economic unrest, COVID-19 instabilities, competition, inflation, poor investor relations, technological volatility and political and social unrest.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>The authors appreciate the contributions emanating from the respondents and the blind reviewers.</p>
<sec id="s20029" sec-type="COI-statement">
<title>Competing interests</title>
<p>The author(s) declare that they have no financial or personal relationship(s) that may have inappropriately influenced them in writing this article.</p>
</sec>
<sec id="s20030">
<title>Authors&#x2019; contributions</title>
<p>The authors equally contributed to the manuscript.</p>
</sec>
<sec id="s20031">
<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="s20032">
<title>Funding information</title>
<p>This research received no specific grant from any funding agency in the public, commercial or not-for-profit sectors.</p>
</sec>
<sec id="s20033">
<title>Data availability</title>
<p>The data set for the study can be provided on request for academic purposes only. The request must be made in writing to the corresponding author specifying the purpose of the request.</p>
</sec>
<sec id="s20034">
<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> Makudza, F., Jaravaza, D.C., Govha, T., Mukucha, P. &#x0026; Saruchera, F., 2023, &#x2018;Enhancing supply chain agility through e-procurement in a volatile frontier market&#x2019;, <italic>Journal of Transport and Supply Chain Management</italic> 17(0), a847. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/jtscm.v17i0.847">https://doi.org/10.4102/jtscm.v17i0.847</ext-link></p></fn>
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