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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-15-532</article-id>
<article-id pub-id-type="doi">10.4102/jtscm.v15i0.532</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>The effects of supply chain cooperation on humanitarian relief operations: A case of Cyclone Idai in Zimbabwe</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-8878-410X</contrib-id>
<name>
<surname>Chari</surname>
<given-names>Felix</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/0000-0001-5155-8694</contrib-id>
<name>
<surname>Muzinda</surname>
<given-names>Ozwell</given-names>
</name>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-6998-7160</contrib-id>
<name>
<surname>Novukela</surname>
<given-names>Cawe</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/0000-0002-1507-7583</contrib-id>
<name>
<surname>Ngcamu</surname>
<given-names>Bethuel S.</given-names>
</name>
<xref ref-type="aff" rid="AF0003">3</xref>
</contrib>
<aff id="AF0001"><label>1</label>Department of Governance and Management, Faculty of Business Management, Walter Sisulu University, East London, South Africa</aff>
<aff id="AF0002"><label>2</label>Department of Supply Chain Management, Halo Zimbabwe, Harare, Zimbabwe</aff>
<aff id="AF0003"><label>3</label>Department of Public Management and Leadership, Faculty of Humanities, Nelson Mandela University, Port Elizabeth, South Africa</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Felix Chari, <email xlink:href="charifelix93@gmail.com">charifelix93@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>11</day><month>03</month><year>2021</year></pub-date>
<pub-date pub-type="collection"><year>2021</year></pub-date>
<volume>15</volume>
<issue>0</issue>
<elocation-id>532</elocation-id>
<history>
<date date-type="received"><day>14</day><month>07</month><year>2020</year></date>
<date date-type="accepted"><day>22</day><month>01</month><year>2021</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2021. The Authors</copyright-statement>
<copyright-year>2021</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 increased frequency of occurrence and complexity of disasters, the world over, have called for increased cooperation amongst stakeholders to deliver humanitarian aid.</p>
</sec>
<sec id="st2">
<title>Objectives</title>
<p>This study came as a result of the growing interest focussed on creating and implementing cooperation to facilitate management of supply chain-related activities in the humanitarian sector. This study therefore sought to gain a better understanding of the effectiveness of supply chain cooperation in aid delivery performance variables, specifically in the context of Cyclone Idai humanitarian relief operations in Zimbabwe.</p>
</sec>
<sec id="st3">
<title>Method</title>
<p>A pragmatic research paradigm was adopted, where the researchers took a mixed approach informed by both quantitative and qualitative research tools.</p>
</sec>
<sec id="st4">
<title>Results</title>
<p>Findings of this study show a significant and positive impact of humanitarian supply chain (HSC) cooperation in achieving output, resource and flexibility performance in the delivery of aid. These findings will change the shape of humanitarian response to have more cooperation amongst organisations rather than responding as single entities.</p>
</sec>
<sec id="st5">
<title>Conclusion</title>
<p>This study will therefore contribute to how humanitarian organisations improve their approach to future disasters through cooperation in their supply chain activities. Theoretically, the study will show how supply chain cooperation is key to humanitarian responses, thus improving effectiveness of HSC when put into practice. Policymakers can use these findings to develop a standard framework of how humanitarian organisations should collectively respond to disasters.</p>
</sec>
</abstract>
<kwd-group>
<kwd>cyclone</kwd>
<kwd>humanitarian logistics</kwd>
<kwd>relief operations</kwd>
<kwd>supply chain</kwd>
<kwd>supply chain cooperation</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s0001">
<title>Introduction</title>
<p>The world over, disasters are now much larger, frequent and more complex than before. The Southern African region is not exempted and continues to be impacted by severe and extreme natural disasters, especially weather-related events (Save the Children <xref ref-type="bibr" rid="CIT0036">2019</xref>). The increased frequency of cyclone occurrences has become a pronounced issue in the Southern African region as evidenced by the occurrence of Cyclone Eline in the year 2000, Cyclone Favio in the year 2007, Cyclone Japhet in the year 2002, Cyclone Dineo in the year 2017 and recently Cyclone Idai of 2019 (Mhlanga, Muzingili &#x0026; Mpambela <xref ref-type="bibr" rid="CIT0025">2019</xref>). These cyclones result in starvations, hunger, death, economic dilapidation, trade malfunctioning, interrupted distribution networks and environmental destruction calling for humanitarian intervention (The Government Office for Science <xref ref-type="bibr" rid="CIT0042">2012</xref>). Humanitarian responses often involve large numbers of national and international actors who frequently work in the same geographical areas towards achieving the same broader goals. This huge and complicated supply network of diverse actors includes donors, non-governmental organisations (NGOs), government, military, the private sector, philanthropists, the community and suppliers who cooperate in delivering aid to the affected communities (Adem et al. <xref ref-type="bibr" rid="CIT0001">2018</xref>). This study came as a result of an exponentially growing interest amongst authors (Chari &#x0026; Ngcamu <xref ref-type="bibr" rid="CIT0009">2017</xref>; Mushanyuri &#x0026; Ngcamu <xref ref-type="bibr" rid="CIT0027">2020</xref>; Wankm&#x00FC;ller &#x0026; Reiner <xref ref-type="bibr" rid="CIT0046">2020</xref>) to evaluate the effects of cooperation as an enabler to facilitate management of supply chain-related activities in the humanitarian sector. It is therefore in these researchers&#x2019; interest to get a better insight into these disasters to evaluate the effects of humanitarian supply chain (HSC) cooperation on aid delivery performance variables, specifically in the context of Cyclone Idai humanitarian relief operations in Zimbabwe.</p>
<p>Tropical Cyclone Idai, the worst cyclone to hit the Southern Hemisphere, caused a catastrophic damage to the infrastructure in Madagascar, Mozambique, Zimbabwe and Malawi, leaving more than 1300 people dead, 3 million people in need of emergency assistance and many more missing (European Commission <xref ref-type="bibr" rid="CIT0011">2019</xref>; UNICEF <xref ref-type="bibr" rid="CIT0043">2019</xref>). The cyclone shook both private sector and HSCs in Mozambique, extending inland to some provinces and districts of Malawi and Zimbabwe. Zimbabwe was hit leaving behind a death toll of over 268 people and appealing for international and domestic organisations to help in disaster relief (UNICEF <xref ref-type="bibr" rid="CIT0043">2019</xref>). Humanitarian relief operations are characterised by numerous supply chain uncertainties that need to be mitigated during catastrophic events in the affected countries. During and after Cyclone Idai, supply chain risks such as infrastructure, economic and social risks played a big role in interrupting the delivery of basic services such as water and electricity. These interruptions adversely affected the responsiveness of different organisations to disaster management excellence in the affected countries (Chari, Ngcamu &#x0026; Novukela <xref ref-type="bibr" rid="CIT0010">2020</xref>). Wankm&#x00FC;ller and Reiner (<xref ref-type="bibr" rid="CIT0046">2020</xref>) noted that cooperation in relief supply chain management (RSCM) has the potential to address these risks and achieve HSC objectives. In related studies, Chari et al. (<xref ref-type="bibr" rid="CIT0010">2020</xref>) established the risk factors in supply chain in Zimbabwe. However, there is lack of studies that have established the effects of HSC cooperation on performance objectives of humanitarian organisations. This study therefore addresses the following overall research objective: <italic>To establish the effects of HSC cooperation on output, resource and flexibility performance.</italic> This will help to examine the different ways in which organisations work together in disaster preparedness and response and how this contributes to the performance variables of HSC.</p>
<p>The remaining part of this article is organised as follows. The second section reviews the literature on HSC cooperation and humanitarian logistics performance variables of output, resource and flexibility and the developed hypotheses. The third section focusses on research methods whilst the fourth section presents and discusses the results of the study. The fifth section presents conclusions and recommendations of the study. Finally, the sixth section gives implications of results on theory and practice, limitations of the study and recommendations for further studies.</p>
</sec>
<sec id="s0002">
<title>Literature review</title>
<p>This section covers the literature on HSC, cooperation and risks as well as a brief overview of HSC performance variables.</p>
<sec id="s20003">
<title>Humanitarian supply chains, risks and cooperation</title>
<p>Humanitarian supply chain involves a set of logistical activities carried out during disaster response operations with the aim of attaining coordinated logistics excellence (Herrmann <xref ref-type="bibr" rid="CIT0015">2007</xref>). It consists of a network of interaction between donors, governments, international and locally based agencies, suppliers and numerous other stakeholders that coordinate and oversee the flow of supplies, services and information for responding to beneficiary needs (Chari &#x0026; Ngcamu <xref ref-type="bibr" rid="CIT0009">2017</xref>). These activities involve a task of transporting large volumes of supplies and materials that are essential during disaster relief response (Tatham &#x0026; Pettit <xref ref-type="bibr" rid="CIT0040">2010</xref>). The main challenge after a disaster has occurred is to fulfil the mandate of RSCM team for getting the right amount of resources to the place of disaster to cover the initial needs of survivors in less amount of time.</p>
<p>However, humanitarian relief operations have been hampered by supply chain risks. The world currently faces new and increasingly volatile disaster-driven risks such as communication, economy, transport and politics (Mushanyuri &#x0026; Ngcamu <xref ref-type="bibr" rid="CIT0027">2020</xref>).</p>
<p>This study is hitched on the social exchange theory. The concept of social exchange has suggested that interdependence reduces risks and encourages cooperation to achieve successful logistics relationships (Lambe, Wittmann &#x0026; Spekman <xref ref-type="bibr" rid="CIT0021">2001</xref>; Pai &#x0026; Yeh <xref ref-type="bibr" rid="CIT0032">2015</xref>). In this regard, the study will focus on a variety of ways that different organisations work together in preparedness, disaster response and recovery stages of disaster management at a country level. It considers bilateral relationships between organisations, as well as relationships amongst multiple organisations that work together in humanitarian relief operations. To overcome risks and to find new ways to explain relational exchange, researchers of inter-organisational relationships have recently drawn attention increasingly on social exchange theory (Lambe et al. <xref ref-type="bibr" rid="CIT0021">2001</xref>). Cooperation is gaining momentum on the importance of understanding successful humanitarian relationships (Wankmuller &#x0026; Reiner <xref ref-type="bibr" rid="CIT0047">2019</xref>). The number of organisations involved in humanitarian relief work is growing, thus creating new complexity.</p>
<p>Most hazards that require international assistance are too large for any one organisation to address. By working together, organisations can cover broad geographical areas and address a variety of sectoral needs. Working in clusters and other coordination bodies has been shown to be an effective way to avoid geographical and sectoral duplication and to decrease the gaps in a response (Schulz &#x0026; Blecken <xref ref-type="bibr" rid="CIT0037">2010</xref>). This high complexity and volatility of disasters in recent decades have called for public, nonprofit and private organisations to partner in disaster response. The diversity of actors operating along relief chains is extremely high depending on the magnitude or severity of disasters. Examples include hundreds of organisations in Haiti after the 2010 earthquake and more than 700 different NGOs after the Tsunami in 2004 (Nolte &#x0026; Boenigk <xref ref-type="bibr" rid="CIT0030">2013</xref>). Whilst there are different forms of inter-organisational partnering that can be represented on a continuum of increased inter-organisational embeddedness in partnering activities, which are communication, cooperation, coordination and collaboration (Schulz &#x0026; Blecken <xref ref-type="bibr" rid="CIT0037">2010</xref>), this study focusses on cooperation.</p>
<p>Cooperation refers to short-term, often informal and voluntary, relationships between NGOs amongst other humanitarian actors in the preparedness and response phases to disasters characterised by low levels of intensity and risk (Brown &#x0026; Keast <xref ref-type="bibr" rid="CIT0006">2003</xref>; McMaster &#x0026; Baber <xref ref-type="bibr" rid="CIT0024">2012</xref>; &#x00D6;dlund <xref ref-type="bibr" rid="CIT0031">2010</xref>; Schulz &#x0026; Blecken <xref ref-type="bibr" rid="CIT0037">2010</xref>).</p>
<p>Cooperation amongst NGOs or other humanitarian organisations, the military, government, philanthropists and private business is increasingly needed in the HSCs despite each part&#x2019;s experiences (Van Wassenhove <xref ref-type="bibr" rid="CIT0044">2006</xref>). Cooperation incorporates working together, alongside other NGOs towards a common mission, and sharing information to provide humanitarian assistance to disaster victims (Chandes &#x0026; Pache <xref ref-type="bibr" rid="CIT0008">2019</xref>; Schulz &#x0026; Blecken <xref ref-type="bibr" rid="CIT0037">2010</xref>). Cooperative coordination can involve a variety of activities, from agreeing to follow common guidelines to gathering information through joint assessments (Martin <xref ref-type="bibr" rid="CIT0023">2016</xref>). The main reasons to cooperate with other organisations during an emergency are to work towards a common mission and to avoid programme duplication (Kapucu <xref ref-type="bibr" rid="CIT0019">2006</xref>). They are more formalised than just sharing information and require organisations to make more of a commitment to contributing to the process and adjusting their own plans to fit any group&#x2019;s decision. However, cooperative coordination still leaves organisations with a very high degree of autonomy. Whilst organisations are more likely to hold one another to account for, agreements are generally non-binding and continually negotiable. They also tend to affect only some aspects of work, such as location or technical aspects of programming, leaving organisations free to work as they wish in other respects.</p>
<p>Empirical studies on humanitarian response to Tsunami 2004 indicated that cooperation experiences were positive in output, resource and flexibility performance. It however demonstrated that cooperation was more successful in meeting needs on an ad hoc basis but less effective in the meeting of ongoing needs. The primary reason being that whilst many organisations reported cooperation with other humanitarian organisations in the delivery of relief, the results of various cooperation requirements were mixed as organisations struggled to get balance of their internal operations requirements with desire to work with others (Fritz Institute <xref ref-type="bibr" rid="CIT0012">2005</xref>).</p>
</sec>
<sec id="s20004">
<title>Humanitarian supply chain performance</title>
<p>Measuring performance in the private sector is more straightforward because financial metrics are used, which in most cases are clear and accessible indicators of performance (Government of India <xref ref-type="bibr" rid="CIT0013">2009</xref>).</p>
<p>Organisational performance is the final achievement of an organisation and constitutes various factors such as the attainment of certain targets that include period of time efficiency and effectiveness (Almatrooshi, Kumar &#x0026; Farouk <xref ref-type="bibr" rid="CIT0002">2016</xref>; Iyer <xref ref-type="bibr" rid="CIT0017">2011</xref>). Organisational performance is the measure of an organisation&#x2019;s or individual&#x2019;s productivity in terms of profit, quality product, market share, expansion and survival. It is used to make adjustments on accomplished goals more efficiently and effectively (Narasimhan &#x0026; Jayaram <xref ref-type="bibr" rid="CIT0028">1998</xref>).</p>
<p>However, unlike commercial supply chains, Pettit and Baresford (<xref ref-type="bibr" rid="CIT0033">2009</xref>) identified relief output performance in terms of saving lives and flexibility as key success factors in HSC. Pettit and Baresford (<xref ref-type="bibr" rid="CIT0033">2009</xref>) further argue that efficiency, in terms of minimising resources used by supply chain actors, is one of the main criteria of HSC network design especially in sensitive phases such as the preparedness and response phase. The subsections here discuss details of the output, flexibility and resource performance variables.</p>
<sec id="s30005">
<title>Output performance</title>
<p>Output performance metrics measure the effectiveness with which supply chains are able to supply (Pettit &#x0026; Baresford <xref ref-type="bibr" rid="CIT0033">2009</xref>). Effectiveness is defined as the extent to which customer requirements are met, as opposed to efficiency, which measure how economically the resources are utilised when providing a given level of effectiveness (Neely, Gregory &#x0026; Platts <xref ref-type="bibr" rid="CIT0029">1995</xref>). Ideally, output performance metrics correspond to an organisation&#x2019;s strategic goals and to its customers&#x2019; goals and values (Beamon <xref ref-type="bibr" rid="CIT0004">1999</xref>). Examples of output metrics include per cent on-time deliveries and customer responsiveness, manufacturing lead time, the number of back-orders or stock-outs per cycle, quality and the quantity of final product produced. In HSC management, output performance metrics include relief chain response time and the number of relief items supplied to aid recipients (Beamon &#x0026; Balcik <xref ref-type="bibr" rid="CIT0005">2008</xref>). Therefore, shorter lead times and high supply availability and resilience are highly desirable in relief response supply chain management (Beamon &#x0026; Balcik <xref ref-type="bibr" rid="CIT0005">2008</xref>). According to Pettiti and Beresford (2009), the success of humanitarian response heavily depends on the effectiveness of the supply chain, both inbound and outbound. However, unlike commercial supply chains where the main objective is to achieve profitability, HSC management aims at being more responsive to meet the demand desperately needed. Many authors (Beamon &#x0026; Balcik <xref ref-type="bibr" rid="CIT0005">2008</xref>; Hedlund &#x0026; Clarke <xref ref-type="bibr" rid="CIT0014">2011</xref>; Pettiti &#x0026; Beresford 2009) have advocated for cooperation amongst humanitarian actors as the panacea to improve effectiveness by increasing the speed of response and availability of relief aid. For example, international NGOs working with national NGOs that are closer to the ground become more effective (Hedlund &#x0026; Clarke <xref ref-type="bibr" rid="CIT0014">2011</xref>). The fact of working together creates higher levels of communication and so makes more information available to humanitarian actors, allowing them to make more informed decisions. It is therefore hypothesised that:</p>
<disp-quote>
<p>H<sub>1</sub>: Humanitarian supply chain cooperation significantly improves supply chain effectiveness.</p>
</disp-quote>
</sec>
<sec id="s30006">
<title>Resource performance</title>
<p>The resource performance metrics measure the level of resources used to meet the system&#x2019;s objectives (Beamon &#x0026; Balcik <xref ref-type="bibr" rid="CIT0005">2008</xref>). Resources are generally measured in terms of the minimum quantity requirements or a composite efficiency metric and are explicitly tied to flexibility and output (Beamon <xref ref-type="bibr" rid="CIT0004">1999</xref>). Examples of resource performance metrics include the number of person-hours required for an activity, inventory holding costs and heating and air-conditioning costs. In HSC management, efficiency metrics are dominated by three costs: the cost of supplies, distribution costs and inventory-holding costs. Another efficiency indicator in HSC is delivery time that measures how long it takes for an item to be delivered after a donor has pledged to donate it. Cooperation amongst humanitarian actors should mean more cost-effective logistics operations and improved operational efficiency to benefit aid recipients (Kovacs &#x0026; Spens <xref ref-type="bibr" rid="CIT0020">2017</xref>). According to Simatupang and Sridharan (<xref ref-type="bibr" rid="CIT0039">2015</xref>) and Whipple and Rusell (<xref ref-type="bibr" rid="CIT0048">2007</xref>), cooperation improved networks and can result in improved delivery and customer&#x2019;s satisfaction. Barringer and Harrison (<xref ref-type="bibr" rid="CIT0003">2000</xref>) and Whipple and Russell (<xref ref-type="bibr" rid="CIT0048">2007</xref>) also argued that the network and relationships would improve on time of deliveries. Cooperation between international actors and local NGOs often achieves decreased project costs, making provision of aid cheaper (Ramalingam, Gray &#x0026; Cerruti <xref ref-type="bibr" rid="CIT0035">2013</xref>). Cooperation in procurement and service activities can reduce duplication and achieve economies of scale. A good example of this is the coordinated provision of services through the Logistics Cluster (Majewski et al. <xref ref-type="bibr" rid="CIT0022">2012</xref>). It is therefore hypothesised that:</p>
<disp-quote>
<p>H<sub>2</sub>: Humanitarian supply chain cooperation significantly improves supply chain resource efficiency.</p>
</disp-quote>
</sec>
<sec id="s30007">
<title>Flexibility</title>
<p>As a result of high environmental uncertainty, it is of essence that organisations must not only build resilience but also build supply chain flexibility (Kamalahmadi &#x0026; Mellat-Parast <xref ref-type="bibr" rid="CIT0018">2016</xref>). Flexibility metrics, as applied to supply chain analysis, describe the range of possible operating conditions that are profitably achievable by the chain (Beamon <xref ref-type="bibr" rid="CIT0004">1999</xref>; Muntaka, Haruna &#x0026; Mensah <xref ref-type="bibr" rid="CIT0026">2017</xref>). Flexibility is one of the critical elements in HSC management because of greater demand uncertainties and the need to save human health and life. Examples of flexibility metrics in HSC include the number of aid units that a plant can deliver in given hours and the shortest delivery lead time that the distribution centre can profitably achieve. There is a potential for cooperation amongst humanitarian organisation to enhance supply chain flexibility (Schulz &#x0026; Blecken <xref ref-type="bibr" rid="CIT0037">2010</xref>). It is therefore hypothesised that:</p>
<disp-quote>
<p>H<sub>3</sub>: Humanitarian supply chain cooperation significantly improves supply chain flexibility.</p>
</disp-quote>
</sec>
</sec>
</sec>
<sec id="s0008">
<title>Methodology</title>
<p>This study used pragmatic paradigm where the researchers adopted a mixed approach informed by both quantitative and qualitative research tools presented in <xref ref-type="app" rid="app001">Appendix 1</xref>. The use of a mixed approach to data collection ensured reliability and validity of research instruments, thereby increasing confidence in the findings (Polit et al. <xref ref-type="bibr" rid="CIT0034">2001</xref>). In an attempt to address the research objectives, data were gathered by using a questionnaire survey of humanitarian actors made up of international NGOs and United Nations (UN) agencies. Some of the questionnaires were repeatedly distributed to the same participants to test reliability through checking consistency on their answers (Heale &#x0026; Twycross <xref ref-type="bibr" rid="CIT0016">2015</xref>).</p>
<p>Cronbach&#x2019;s alpha coefficients were calculated to ascertain the reliability of the questionnaire and any values above 0.70 are acceptable implying that the instrument was reliable (Walliman <xref ref-type="bibr" rid="CIT0045">2011</xref>). A sample size of 22 humanitarian organisations was randomly selected from 27 humanitarian actors who participated in the relief operations. Simple random sampling yielded an accurate representation of the population making generalisations to larger groups possible (Sekaran &#x0026; Bourgie <xref ref-type="bibr" rid="CIT0038">2016</xref>). A further 10 respondents were purposively drawn from the 22 humanitarian organisations, who had answered the questionnaire, to respond to an interview questions. The interviews were limited to 10 as the researchers observed that further data collection was unnecessary because of data saturation as interviewers kept getting similar themes over and over again (Bryman <xref ref-type="bibr" rid="CIT0007">2012</xref>; Walliman <xref ref-type="bibr" rid="CIT0045">2011</xref>).</p>
<p>The interviews enabled the researchers to have an in-depth understating of how HSC cooperation in Cyclone Idai relief operations impacted on performance in the humanitarian aid response sector.</p>
<p>The use of triangulation also enabled the researcher to accurately distinguish the correct information amongst many pieces of information provided (Sekaran &#x0026; Bourgie <xref ref-type="bibr" rid="CIT0038">2016</xref>). Issues with regard to confidentiality were honoured by the researchers as all confidential information was used for the stated and required purposes only (Walliman <xref ref-type="bibr" rid="CIT0045">2011</xref>). Furthermore, the researchers made it clear to the respondents that they had an unconditional right to refuse, to participate and to withdraw from the study at any time to ensure that the data collection involved only those who were genuinely willing to take part and prepared to offer data freely.</p>
<p>Hypotheses H<sub>1</sub>, H<sub>2</sub> and H<sub>3</sub> test the effect of cooperation on performance metrics of output, efficiency and flexibility, respectively. To understand the effect of cooperation on performance variables the following ordinary least square (OLS) regression models were proposed:
<disp-formula id="FD1"><alternatives><mml:math display="block" id="M1"><mml:mrow><mml:msub><mml:mtext>Y</mml:mtext><mml:mrow><mml:mn>1</mml:mn><mml:mtext>I</mml:mtext><mml:mo>=</mml:mo></mml:mrow></mml:msub><mml:msub><mml:mi>&#x03B1;</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mtext>&#x2009;Cooperation</mml:mtext><mml:mo>+</mml:mo><mml:mi>&#x03BC;</mml:mi></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="JTSCM-15-532-e001.tif"/></alternatives><label>[Eqn 1]</label></disp-formula>
where Y<sub>1I</sub> represents the output performance metric. The variable <italic>cooperation</italic> represents an index of various forms of cooperation by HSC stakeholders, &#x00B5; is the residual term and &#x03B1;<sub>1</sub> is the constant. It equals the value of Y<sub>1I</sub> when cooperation is 0, and &#x03B2;<sub>1</sub> represents how much Y<sub>1I</sub> changes for each one-unit change in cooperation:
<disp-formula id="FD2"><alternatives><mml:math display="block" id="M2"><mml:mrow><mml:msub><mml:mtext>Y</mml:mtext><mml:mrow><mml:mn>2</mml:mn><mml:mtext>I</mml:mtext><mml:mo>=</mml:mo></mml:mrow></mml:msub><mml:msub><mml:mi>&#x03B1;</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mtext>&#x2009;Cooperation</mml:mtext><mml:mo>+</mml:mo><mml:mi>&#x03BC;</mml:mi></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="JTSCM-15-532-e002.tif"/></alternatives><label>[Eqn 2]</label></disp-formula>
where Y<sub>2J</sub> represents the resource performance metric. The variable <italic>cooperation</italic> again represents an index of various forms of cooperation by HSC stakeholders and &#x00B5; is the residual term. Whilst &#x03B1;<sub>2</sub> is the constant, it equals the value of Y<sub>2</sub><sub>J</sub> when cooperation is 0, and &#x03B2;<sub>2</sub> represents how much Y<sub>2J</sub> changes for each one-unit change in cooperation:
<disp-formula id="FD3"><alternatives><mml:math display="block" id="M3"><mml:mrow><mml:msub><mml:mtext>Y</mml:mtext><mml:mrow><mml:mn>3</mml:mn><mml:mtext>K</mml:mtext><mml:mo>=</mml:mo></mml:mrow></mml:msub><mml:msub><mml:mi>&#x03B1;</mml:mi><mml:mn>3</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mn>3</mml:mn></mml:msub><mml:mtext>&#x2009;Cooperation</mml:mtext><mml:mo>+</mml:mo><mml:mi>&#x03BC;</mml:mi></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="JTSCM-15-532-e003.tif"/></alternatives><label>[Eqn 3]</label></disp-formula>
where Y<sub>3K</sub> is the flexibility performance metric. The variable <italic>cooperation</italic> is an index of various forms of cooperation by HSC stakeholders, &#x00B5; is the residual term and &#x03B1;<sub>3</sub> is the constant. It equals the value of Y<sub>3K</sub> when cooperation is 0, and &#x03B2;<sub>3</sub> represents how much Y<sub>3K</sub> changes for each one-unit change in cooperation.</p>
<p>Ordinary least square regression analysis was conducted for quantitative data by using STATA Version 12 whilst qualitative data were analysed by using NVivo to identify themes (forms of cooperation and performance metrics) emerging from the data and consequently identify relationships between themes (Taylor-Powell &#x0026; Renner <xref ref-type="bibr" rid="CIT0041">2003</xref>). The results were presented in tabular form for quantitative results whilst qualitative results were presented in vignettes.</p>
<sec id="s20009">
<title>Ethical considerations</title>
<p>This article followed all ethical standards for research without direct contact with human and animal subjects.</p>
</sec>
</sec>
<sec id="s0010">
<title>Results and discussion</title>
<sec id="s20011">
<title>Reliability statistics for the questionnaire</title>
<p>The reliability coefficients for Likert scales in the questionnaire are presented in <xref ref-type="table" rid="T0001">Table 1</xref>.</p>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>Reliability statistics.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Likert scale</th>
<th valign="top" align="center">Cronbach&#x2019;s alpha</th>
<th valign="top" align="center">No. of items</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Output performance</td>
<td align="center">0.808</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">Resource performance</td>
<td align="center">0.751</td>
<td align="center">6</td>
</tr>
<tr>
<td align="left">Flexibility</td>
<td align="center">0.784</td>
<td align="center">4</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Results in <xref ref-type="table" rid="T0001">Table 1</xref> show that all the variables on the questionnaire have Cronbach&#x2019;s alpha values above 0.7, which is an acceptable level of reliability justifying the reliability of the research instrument (Walliman <xref ref-type="bibr" rid="CIT0045">2011</xref>).</p>
</sec>
<sec id="s20012">
<title>Inferential results</title>
<p>The results of the OLS regression estimation of Equations (<xref ref-type="disp-formula" rid="FD1">1</xref>&#x2013;<xref ref-type="disp-formula" rid="FD3">3</xref>) are presented in <xref ref-type="table" rid="T0002">Table 2</xref>. The OLS estimation shows how HSC cooperation, used in Cyclone Idai relief operations, impacted on performance variables.</p>
<table-wrap id="T0002">
<label>TABLE 2</label>
<caption><p>The impact of humanitarian strategies on performance variables 1&#x2013;3.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Variables</th>
<th valign="top" align="center">1 Output performance</th>
<th valign="top" align="center">2 Resource performance</th>
<th valign="top" align="center">3 Flexibility performance</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Cooperation (<italic>b</italic>)</td>
<td align="center">0.457***<break/>(0.132)</td>
<td align="center">0.275***<break/>(0.0952)</td>
<td align="center">0.598***<break/>(0.0995)</td>
</tr>
<tr>
<td align="left">Constant</td>
<td align="center">&#x2212;3.531*<break/>(1.933)</td>
<td align="center">&#x2212;0.964<break/>(1.352)</td>
<td align="center">&#x2212;5.685***<break/>(1.450)</td>
</tr>
<tr>
<td align="left">Observations</td>
<td align="center">23</td>
<td align="center">23</td>
<td align="center">23</td>
</tr>
<tr>
<td align="left"><italic>R</italic>-squared</td>
<td align="center">0.355</td>
<td align="center">0.186</td>
<td align="center">0.577</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>Note: Robust standard errors in parentheses.</p></fn>
<fn><p>Level of significance: ***, significant at 1&#x0025;; **, significant at 5&#x0025;; *, significant at 10&#x0025;.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The results are analysed, interpreted and discussed in subsequent subsections.</p>
<sec id="s30013">
<title>Impact of humanitarian supply chain cooperation in achieving output performance</title>
<p><xref ref-type="table" rid="T0002">Table 2</xref> shows the impact of HSC cooperation in achieving output performance. According to column 1 of <xref ref-type="table" rid="T0002">Table 2</xref>, there is a positive significant relationship (<italic>b</italic> = 0.457***) between HSC cooperation and output performance. The interpretation points out that cooperation&#x2019;s influence was significant at 99&#x0025; confidence interval. This result corroborates with interview results, which noted that cooperation enabled humanitarian actors to provide shelter, clothing and basic water and sanitation as demanded by cyclone victims. One logistics officer said:</p>
<disp-quote>
<p>&#x2018;Cooperation helped the situation in a great way; cooperation between government, humanitarian agencies and NGOs and the private sector ensured effectiveness of humanitarian efforts. We were able to reach many victims with relief goods, including tents, water containers, water purifiers, plastic sheet, tarpaulins and generators.&#x2019; (Interviewee 4, male, Interviewed at Harare, 08 January 2020)</p>
</disp-quote>
<p>Furthermore, respondents indicated that the presence of all forms of cooperation, horizontal and vertical, along the HSC helped to identify the most critical needs. An officer with Harare-based organisation said:</p>
<disp-quote>
<p>&#x2018;In the early days of our relief operations we relied on Econet Wireless for drones that assessed the extent of the humanitarian situation in the area. We are then able to determine what aid to deliver to the affected areas. The army went a long way in assisting us as they used their helicopters to assess need as well as deliver some of the aid to critical areas.&#x2019; (Interviewee 10, male, Interviewed at Harare, 08 January 2020)</p>
</disp-quote>
<p>The findings concur with most empirical studies (Hedlund &#x0026; Clarke <xref ref-type="bibr" rid="CIT0014">2011</xref>; Wankumuller &#x0026; Reina <xref ref-type="bibr" rid="CIT0047">2019</xref>), recommending that because of common demand uncertainties during disaster response, different forms of cooperation implemented by responding partners and along the whole supply chain were of essence in making sure relevant goods and services were delivered.</p>
</sec>
<sec id="s30014">
<title>Impact of supply chain cooperation on resource performance</title>
<p><xref ref-type="table" rid="T0002">Table 2</xref> column 2 shows the impact of supply chain cooperation on cost efficiency of disaster response. Results show a significant positive relationship between HSC cooperation and cost efficiency at 1&#x0025; level of significance. According to column 2 of the <xref ref-type="table" rid="T0002">Table 2</xref>, <italic>b</italic> = 0.275*** indicate that implementation of HSC cooperation significantly improves cost efficiency. Results from interviewees support these quantitative results. They all agreed that cooperation between humanitarian actors and government officers, which included the police and the army, minimised theft and pilferage and facilitated cost efficient vehicle routing.</p>
<p>Extensive cooperation led to load consolidation achieving full truck loads thereby saving on fuel. They further said that cooperation within the supply chain alleviated non-value adding practices. One of the Harare-based interviewees said:</p>
<disp-quote>
<p>&#x2018;The operation benefited immensely from cooperation with the army and the police. They provided security to in-transit aid as well as safeguard inventory in warehouses, reducing loss through theft, which we normally experienced in other aid distribution.&#x2019; (Interviewee 6, male, Interviewed at Harare, 10 January 2020)</p>
</disp-quote>
<p>One of the interviewees is also quoted:</p>
<disp-quote>
<p>&#x2018;Through working together all orders within the nearest proximity were collected and consolidated, full truckloads were achieved and the final distribution of goods and services to the final beneficiaries was achieved at very low costs.&#x2019; (Interviewee 9, female, Interviewed at Mutare, 22 January 2020)</p>
</disp-quote>
<p>The results are also consistent with previous studies (Ramalingam et al. <xref ref-type="bibr" rid="CIT0035">2013</xref>; Simatupang &#x0026; Sridharan <xref ref-type="bibr" rid="CIT0039">2015</xref>; Whipple &#x0026; Rusell <xref ref-type="bibr" rid="CIT0048">2007</xref>) that find cooperation between international actors and local NGOs achieves decreased project costs making provision of aid cheaper. The results further corroborate with Barringer and Harrison (<xref ref-type="bibr" rid="CIT0003">2000</xref>) who also claim that the network and relationships will improve on time of deliveries. These results are consistent with previous studies about the response to Tsunami 2004 where responding partners duplicated the efforts of delivering too much food stuffs and clothing whilst leaving out provision of shelter and helicopter transport operations for rescue purposes.</p>
</sec>
<sec id="s30015">
<title>Impact of supply chain cooperation on flexibility performance</title>
<p>Results shown in <xref ref-type="table" rid="T0002">Table 2</xref> column 3 indicate that cooperation had a positive and significant influence (<italic>b</italic> = 0.598***) on flexibility performance in Cyclone Idai relief operations in Zimbabwe. The standard error of only 1&#x0025; shows that there is a strong and significant impact of HSC cooperation on flexibility performance in relief operations. Most key informants from humanitarian actors also concurred with the given result as they all agreed that demand for some aid goods and services, during Cyclone Idai relief operation, was unforeseen and through cooperation flexibility was achieved. One key informant said:</p>
<disp-quote>
<p>&#x2018;Sometimes demand for aid was unforeseen, because of the inaccessibility of some of the areas affected by the cyclone. When organisations first moved into Chimanimani and Chipinge, the affected areas, they were not aware of the numbers of people affected. However, with time the number of victims swelled. We worked together with other stakeholders through sharing of information and each organisation was allocated a region to operate in and were able to cope with unforeseen demand and deal with surging demand for aid.&#x2019; (Interviewee 7, female, Interviewed at Mutare, 22 January 2020)</p>
</disp-quote>
<p>This concurred with one of the interviewees who informed that:</p>
<disp-quote>
<p>&#x2018;Through cooperation we were able to change the amount of aid delivered as at times we were able to consolidate our consignment with other relief organisations; we were able to bring a variety of goods in response to changes in relief aid recipients&#x2019; needs as each organisation would bring a product/service they specialise in; and sometimes new beneficiary needs would arise; however, organisations were able to supply the new relief items requested by the beneficiaries.&#x2019; (Interviewee 8, male, Interviewed at Chimanimani, 21 January 2020)</p>
</disp-quote>
<p>These results confirm the findings by Whipple and Russell (<xref ref-type="bibr" rid="CIT0048">2007</xref>) that cooperation improved networks, resulting in improved delivery and customer satisfaction. This is further corroborated by Schulz and Blecken (<xref ref-type="bibr" rid="CIT0037">2010</xref>) who argued for cooperation amongst humanitarian organisation to enhance supply chain flexibility.</p>
</sec>
</sec>
</sec>
<sec id="s0016">
<title>Conclusion and recommendations</title>
<p>The results of this study conclude that there is a significant positive impact of humanitarian cooperation of supply chain stakeholders on flexibility, resource and output performance as evidenced by strong and significant coefficients in the results. This is also supported by qualitative responses from various interviews, which point out that cooperation in HSC management has improved coordination of activities, enhanced cost efficiency and helped to alleviate non-value adding activities.</p>
<p>The concept of HSC management, although it has been long born, is still largely at its infancy in developing world and has attracted few researchers in the last decade. On the theoretical aspect, the study will contribute to the body of knowledge through literature and the thematic issues that will result in principles being developed from the study. The findings of this study will enable both the government and humanitarian organisations in Zimbabwe to understand and embrace supply management practices and incorporate them in the management for their respective supply chains.</p>
<p>The study will also be beneficial to the humanitarian organisations in terms of planning for future disasters. The study will further provide insights into the challenges during the field of operations of both the existing and developing humanitarian organisations. The results will also be handy to the government and the people of Zimbabwe in policy formulation and decision-making to mitigate the effects of future disasters.</p>
</sec>
<sec id="s0017">
<title>Limitations and recommendations for future studies</title>
<p>This study looks at the impact of cooperation in HSC activities on flexibility, resource and output performance in Cyclone Idai relief operations in Zimbabwe. However, the study omitted other countries that also experienced the horrible effects of Cyclone Idai. The study can be extended to other countries, Madagascar, Mozambique and Malawi, that were also hit by Cyclone Idai. Comparative case studies on inter-organisational cooperation in operations in at least two of these countries may be needed. Further studies are needed on how stakeholder cooperation impacts on HSC resilience as resilience has become a topical issue in supply chain management.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>The authors would like to acknowledge the contribution from all the respondents in this study.</p>
<sec id="s20018" sec-type="COI-statement">
<title>Competing interests</title>
<p>The authors have declared that no competing interests exist.</p>
</sec>
<sec id="s20019">
<title>Authors&#x2019; contributions</title>
<p>All authors contributed equally to this work.</p>
</sec>
<sec id="s20020">
<title>Funding information</title>
<p>The research received no specific grant from any funding agency in the public, commercial or not-for-profit sector.</p>
</sec>
<sec id="s20021">
<title>Data availability statement</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="s20022">
<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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</ref-list>
<app-group>
<app id="app001">
<title>Appendix 1</title>
<sec id="s0023">
<title>Questionnaire</title>
<p><bold>Section A:</bold> To what extent did your organisation rely on the following supply chain cooperation strategies in Cyclone Idai response?</p>
<table-wrap id="T0003">
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" colspan="6" align="left">Section A: Humanitarian supply chain cooperation strategies</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">1. Resource and information sharing</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">2. Conducting joint projects</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">3. Geographical division of tasks</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">4. Cluster-based division of tasks (water, health, education &#x2026;)</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">5. Centralised decision-making</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>1, not at all; 2, to a small extent; 3, to some extent; 4, to a moderate extent; 5, to a great extent.</p></fn>
</table-wrap-foot>
</table-wrap>
<p><bold>Section B:</bold> Indicate the extent to which cooperation amongst humanitarian actors has affected the achievement of output performance in Cyclone Idai relief operations in Zimbabwe. Please use the following scale to answer the given questions: 1, not at all; 2, to a small extent; 3, to some extent; 4, to a moderate extent; 5, to a great extent</p>
<table-wrap id="T0004">
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" colspan="6">Section B: Output performance<hr/></th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">1. Deliver the right supplies</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">2. Poverty alleviation/decrease human suffering</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">3. Restore community normalcy</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">4. Achieve resilience</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">5. Save lives</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
</tbody>
</table>
</table-wrap>
<p><bold>Section C:</bold> Indicate the extent to which cooperation amongst humanitarian actors has affected the achievement of resource performance in Cyclone Idai relief operations in Zimbabwe. Please use the following scale to answer the given questions: 1, not at all; 2, to a small extent; 3, to some extent; 4, to a moderate extent; 5, to a great extent.</p>
<table-wrap id="T0005">
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" colspan="6">Section C: Resource performance<hr/></th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">1. Reduced cost of supplies</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">2. Reduced distribution costs</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">3. Reduced inventory holding costs</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">4. Reduced the number of workers per aid recipient</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">5. Reduced the number of hours spent serving an aid recipient</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">6. Reduced the total dollars spent per aid recipient</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
</tbody>
</table>
</table-wrap>
<p><bold>Section D:</bold> Indicate the extent to which cooperation amongst humanitarian actors has affected the achievement of flexibility performance in Cyclone Idai relief operations in Zimbabwe. Please use the following scale to answer the given questions: 1, not at all; 2, to a small extent; 3, to some extent; 4, to a moderate extent; 5, to a great extent.</p>
<table-wrap id="T0006">
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" colspan="6">Section D: Flexibility performance
<hr/></th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">1. Ability to respond changes in volume of aid demanded</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">2. Ability to respond to changes in delivery times</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">3. Ability to respond to changes in variety of aid demanded</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">4. Ability to introduce new products to meet the needs of disaster victims</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4</td>
<td align="center">5</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s20024">
<title>Interview guide</title>
<p>What cooperation strategies did you rely on in mitigating humanitarian supply chain risk in delivery relief aid to Cyclone Idai victims?</p>
</sec>
<sec id="s20025">
<title>Probe:</title>
<list list-type="bullet">
<list-item><p>Resource and information sharing</p></list-item>
<list-item><p>Conducting joint projects</p></list-item>
<list-item><p>Cluster-based division of tasks</p></list-item>
<list-item><p>Geographical division of tasks</p></list-item>
<list-item><p>Centralised decision-making</p></list-item>
</list>
</sec>
<sec id="s20026">
<title>Performance</title>
<p>How effective was each of the humanitarian supply chain management cooperation forms that you employed in achieving your intervention objectives of output, flexibility and resource performance in Cyclone Idai?</p>
</sec>
<sec id="s20027">
<title>Probe:</title>
<list list-type="alpha-lower">
<list-item><p>Output performance
<list list-type="bullet">
<list-item><p>Deliver the right supplies</p></list-item>
<list-item><p>Decrease human suffering</p></list-item>
<list-item><p>Restore community normalcy</p></list-item>
<list-item><p>Achieve resilience</p></list-item>
<list-item><p>Save lives</p></list-item>
</list></p></list-item>
<list-item><p>Flexibility performance
<list list-type="bullet">
<list-item><p>Ability to respond to changes in volume of aid demanded</p></list-item>
<list-item><p>Ability to respond to changes in delivery times</p></list-item>
<list-item><p>Ability to respond to changes in variety of combination of aid demanded</p></list-item>
<list-item><p>Ability to introduce new products to the needs of disaster victims</p></list-item>
</list></p></list-item>
<list-item><p>Resource performance
<list list-type="bullet">
<list-item><p>Reduced cost of supplies</p></list-item>
<list-item><p>Reduced distribution costs</p></list-item>
<list-item><p>Reduced inventory holding costs</p></list-item>
<list-item><p>Reduced the number of workers per aid recipient</p></list-item>
<list-item><p>Reduced the number of hours spent serving an aid recipient</p></list-item>
<list-item><p>Reduced the total dollars spent per aid recipient.</p></list-item>
</list></p></list-item>
</list>
</sec>
<sec id="s20028">
<title>The End</title>
<p>&#160;</p>
</sec>
</sec>
</app>
</app-group>
<fn-group>
<fn><p><bold>How to cite this article:</bold> Chari, F., Muzinda, O., Novukela, C. &#x0026; Ngcamu, B.S., 2021, &#x2018;The effects of supply chain cooperation on humanitarian relief operations: A case of Cyclone Idai in Zimbabwe&#x2019;, <italic>Journal of Transport and Supply Chain Management</italic> 15(0), a532. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/jtscm.v15i0.532">https://doi.org/10.4102/jtscm.v15i0.532</ext-link></p></fn>
</fn-group>
</back>
</article>