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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Sustain. Food Syst.</journal-id>
<journal-title>Frontiers in Sustainable Food Systems</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Sustain. Food Syst.</abbrev-journal-title>
<issn pub-type="epub">2571-581X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fsufs.2022.852178</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Sustainable Food Systems</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>International research on labor in agri-food value chains: A bibliometric review from web of science</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Malanski</surname> <given-names>Priscila Duarte</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1626847/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Schiavi</surname> <given-names>Sandra Mara de Alencar</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1542450/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Dedieu</surname> <given-names>Beno&#x000EE;t</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1536947/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Damansceno</surname> <given-names>Julio C&#x000E9;sar</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Administration, State University of Maring&#x000E1;</institution>, <addr-line>Maring&#x000E1;</addr-line>, <country>Brazil</country></aff>
<aff id="aff2"><sup>2</sup><institution>INRAE, French National Research Institute for Agriculture, Food and Environment (INRAE), Tropical and Mediterranean Animal Production Systems Unit (SELMET)</institution>, <addr-line>Montpellier</addr-line>, <country>France</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Animal Science, State University of Maring&#x000E1;</institution>, <addr-line>Maring&#x000E1;</addr-line>, <country>Brazil</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Flavio Boccia, University of Naples Parthenope, Italy</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: &#x00160;tefan Bojnec, University of Primorska, Slovenia; Guillaume Soullier, Centre de Coop&#x000E9;ration Internationale en Recherche Agronomique pour le D&#x000E9;veloppement (CIRAD), France</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Priscila Duarte Malanski <email>priscilamalanski2&#x00040;gmail.com</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Social Movements, Institutions and Governance, a section of the journal Frontiers in Sustainable Food Systems</p></fn></author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>10</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>6</volume>
<elocation-id>852178</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>09</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2022 Malanski, Schiavi, Dedieu and Damansceno.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Malanski, Schiavi, Dedieu and Damansceno</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license> </permissions>
<abstract>
<p>Value chains are an important driver for the current labor dynamics in the agri-food sector, and agri-food value chain sustainability strongly depends on decent work conditions. An increasing literature body have been investigated the interactions between chain agents and how it impacted labor issues. Our aim was to map the scientific landscape of the scientific knowledge on labor in agri-food value chains. We performed a bibliometric review of 343 articles indexed in the Web of Science based on descriptive and network analysis of articles metadata, which covered authors, journals, citation times, keywords and countries. We showed that labor in agri-food value chains has an international audience, despite that knowledge production was largely built by a restraint leading scientific network. Overall, the scientific knowledge is organized into four main research domains on labor in agri-food value chains: (1) labor governance in global value chains through standards, (2) employment in value chains and impacts on socioeconomic conditions of rural areas, (3) gender issues and value chains, (4) labor and upgrading in global value chains. The controversies in the international literature regarding labor issues in the agri-food value chains, and blind spots of current research are discussed.</p></abstract>
<kwd-group>
<kwd>work</kwd>
<kwd>agriculture</kwd>
<kwd>value chains</kwd>
<kwd>governance</kwd>
<kwd>standards</kwd>
<kwd>gender</kwd>
<kwd>food</kwd>
<kwd>employment</kwd>
</kwd-group>
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<contract-sponsor id="cn001">Coordena&#x000E7;&#x000E3;o de Aperfei&#x000E7;oamento de Pessoal de N&#x000ED;vel Superior<named-content content-type="fundref-id">10.13039/501100002322</named-content></contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="67"/>
<page-count count="12"/>
<word-count count="7316"/>
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</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Global agri-food trade grows 3.8% per year since 1990 and reached a value of USD 1.37 trillion in 2019 (Poonyth, <xref ref-type="bibr" rid="B49">2021</xref>). This important economic activity have been connecting agricultural production and food consumption in different countries through the agri-food value chains, which we understand as &#x0201C;the full range of farms and firms and their successive coordinated value-adding activities that produce particular raw agricultural materials and transform them into particular food products that are sold to final consumers and disposed of after use&#x0201D; (Kaplinsky and Morris, <xref ref-type="bibr" rid="B28">2000</xref>; FAO, <xref ref-type="bibr" rid="B16">2014</xref>).</p>
<p>The performance of these coordinated activities requires labor force and create employment opportunities across the value chain (FAO, <xref ref-type="bibr" rid="B16">2014</xref>; OECD, <xref ref-type="bibr" rid="B44">2021</xref>), considering that agriculture is a labor-intensive sector, and agri-food value chain is a major employer (Christiaensen et al., <xref ref-type="bibr" rid="B12">2020</xref>; OECD, <xref ref-type="bibr" rid="B44">2021</xref>).</p>
<p>On the one hand, value chains are important drivers for current rural labor dynamics, such as the increasing use of contracting labor to outsource tasks in farms (Barrientos, <xref ref-type="bibr" rid="B7">2013</xref>; Zhang et al., <xref ref-type="bibr" rid="B66">2017</xref>; Forget et al., <xref ref-type="bibr" rid="B18">2019</xref>), the inclusion of rural youth in agri-food employment positions (OECD, <xref ref-type="bibr" rid="B44">2021</xref>), and the movement of farm workforce to food processing and services in low and middle income countries (Christiaensen et al., <xref ref-type="bibr" rid="B12">2020</xref>). On the other hand, agri-food value chain sustainability strongly rely on decent work conditions, such as creation of employment opportunities and high-quality jobs, increasing wages and income, supporting labor productivity, providing safety working conditions, and complying with workers&#x00027; rights (FAO, <xref ref-type="bibr" rid="B16">2014</xref>).</p>
<p>In this sense, we understand that agri-food value chain agents address labor issues to manage decent work conditions through mechanisms of chain coordination and governance. In global value chains, agents located in different countries depend on different labor regulations, which reinforce the importance of mechanisms of coordination. These mechanisms work through the dyadic interaction between upstream and downstream agents, which are both impacting and being impacted by labor issues.</p>
<p>Therefore, in value chain approach, labor is not considered just as a resource required to bring a product from production to consumption, nor an outcome of agri-food activities, which is the case of other approaches (i.e., supply chain and food system). Instead, labor is considered in a broader way, as observed in several agri-food value chain studies performed in diverse circumstances across the world. In order to illustrate that, we can highlight some examples from the literature: the case of employment conditions of hired workers in production and processing plants in the horticultural global value chain connecting Kenyan large-farms and packhouses (upstream) to United Kingdom retailers (downstream) (Dolan, <xref ref-type="bibr" rid="B14">2004</xref>); the map of the gendered division of labor covering all stages between production in smallholder farms and consumption in local market in the cassava value chain in Tanzania (Masamha et al., <xref ref-type="bibr" rid="B37">2018</xref>); the working conditions of farmers and hired workers in production and processing in coffee value chain connecting farmers, cooperatives and exporters in Nicaragua to international importers (Valkila and Nygren, <xref ref-type="bibr" rid="B63">2010</xref>); and labor rights of boat crew in the fish value chain linking South Korean fishers to New Zealand firms (Stringer et al., <xref ref-type="bibr" rid="B60">2014</xref>).</p>
<p>Labor governance was identified in a recent bibliometric review as an emergent topic linking the international literature between work in agriculture and value chains, but not deepened (Malanski et al., <xref ref-type="bibr" rid="B36">2021a</xref>). Despite the increasing literature body using the value chain approach to investigate the interactions between chain agents and how they are impacted by labor, there are no studies summarizing the advances of value chains approaches related to the broad scope of labor studies in agri-food value chains. Our aim is to map the landscape of the scientific knowledge on labor in agri-food value chains through a bibliometric review in the Web of Science.</p>
<p>In the next session we describe the methodology design that allowed us to characterize the international scientific landscape and identify the main research domains related to labor in agri-food value chains. The controversies in the international literature regarding labor issues in the agri-food value chains, and blind spots of current research are discussed.</p></sec>
<sec id="s2">
<title>Methodology design</title>
<p>We performed the bibliometric analysis according to the PRISMA guidelines for reviews (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) (Moher et al., <xref ref-type="bibr" rid="B40">2009</xref>; <xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Methodological design of the bibliometric analysis structured in three main steps: (1) identification of articles; (2) screening to exclude off-topic articles; (3) final selection of articles and analysis. Adapted from Moher et al. (<xref ref-type="bibr" rid="B40">2009</xref>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fsufs-06-852178-g0001.tif"/>
</fig>
<p>We used the Web of Science Core Collection Citation Index to identify the articles and build our database. First of all, we build the query to identify the articles. The keywords were identified through Thesaurus Agrovoc from FAO to standardize the terms and obtain greater accuracy in the search, resulting in the identification of relevant articles for our topic. Regarding &#x0201C;labor,&#x0201D; the similar terms identified were: &#x0201C;work,&#x0201D; &#x0201C;job,&#x0201D; &#x0201C;employment,&#x0201D; and &#x0201C;occupation.&#x0201D; Regarding &#x0201C;value chain,&#x0201D; we remained with the same term, as it encompasses global value chains. All time available was considered (from 1945 to 2020) in order to have an overview of the theme. Articles in English were selected in order to analyze international publications. Therefore, we not included in the query secondary papers summarizing or introducing topics, such as reviews and editorials, nor gray literature (i.e., proceedings papers). We used the topic-oriented search (title, abstract, keywords) to identify a greater number of articles than by title-oriented search. Thus, the search on the Web of Science was based in the following query: [TS = (&#x0201C;value chain<sup>&#x0002A;</sup>&#x0201D;) AND (work<sup>&#x0002A;</sup> OR labo?r OR job<sup>&#x0002A;</sup> OR employ<sup>&#x0002A;</sup> OR occupation<sup>&#x0002A;</sup>)]. According to those criteria, we identified 2,383 articles.</p>
<p>These articles were then manually screened by reading the title and abstract, and checking whether the articles fit our theme. Off-topic articles related to non-agricultural (e.g., garment) sector or non-food production (e.g., fiber and fuel) were excluded. We finally selected 343 articles published between 2000 and 2020. Then, we performed a normalization of authors&#x00027; keywords to retain only one keyword between singular and plural (e.g., value chain/value chains), British and American English (e.g., labor/labor), lowercase and uppercase letter (e.g., employment/Employment). Finally, we obtained 934 keywords.</p>
<p>The variables of our database included the metadata of the selected articles: authors, title, journal, keywords, publication year, citation times, and country. When authors&#x00027; keywords are not indicated in the article, we used the words from the title to fulfill this information in order to maintain the article in our database, since keywords are central in our analysis.</p>
<p>The descriptive analysis was performed using the Web of Science tool &#x0201C;Analyze results,&#x0201D; which is based on the frequency of authors, journals, and countries to identify the main publishers related to labor in agri-food value chains. Results are displayed in a Treemap ranking the number of articles identified in our database by categories in the variable analyzed.</p>
<p>The keyword analysis was performed using the &#x0201C;Network Analysis&#x0201D; tool in the CorText Platform, which is based on keywords co-occurrence frequency. Distributional metrics was calculated using the Louvain algorithm, which is based on hierarchical and iterative detection of communities in a complex network by measuring density within and between communities (Blondel et al., <xref ref-type="bibr" rid="B8">2008</xref>). Results are presented in a network graph composed by nodes represented by triangles (e.g., keywords) whose size indicates frequency. Linkages between keywords are represented by a gray line, and high-frequency co-occurrence of a group of keywords are displayed in a cluster (e.g., colored circle). The results provided an overview of the international scientific production, helping us to identify the main research domains related to labor in agri-food value chains.</p></sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec>
<title>Mapping the international community developing research on labor in agri-food value chains</title>
<p>Despite value chains approach have been developed since the years 1990, labor in agri-food value chains is a relative new topic discussed by the international scientific community, as the 343 articles identified have been published since 2000 (<xref ref-type="fig" rid="F2">Figure 2</xref>). However, we observed an increasing number of publication overtime. Until 2011, the new topic is launched with few articles published and cited by year. Between 2012 and 2016, the interest of researchers continues to rise, as the number of articles and citations were twice as high as the previous period. Since 2017, the consolidation of the topic is ongoing, considering that the number of articles and citations strongly increased. According to this trend, labor in agri-food value chains is a topic under construction by the international scientific community, with a promising expansion and consolidation in the next years.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Increasing number of articles published and citations between 2000 and 2020 related to labor in agri-food value chains.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fsufs-06-852178-g0002.tif"/>
</fig>
<p>The identified articles included research from 82 countries. The countries that published at least 10 papers between 2000 and 2020 are displayed in <xref ref-type="fig" rid="F3">Figure 3</xref>. England, United States and Germany are the high publishers, since they are responsible for 55% of articles. Kenya, India, South Africa, Ethiopia, and Mexico are among the high publishers, despite developed countries are prevalent.</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Top countries developing research about labor in agri-food value chains between 2000 and 2020. Number above the country indicate the number of total publications identified in our database.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fsufs-06-852178-g0003.tif"/>
</fig>
<p>Almost 200 journals and more than 1,000 authors published about labor in agri-food value chains over the past 21 years, which indicates that this is a theme with a large audience. Regarding the journals, the multidisciplinary or interdisciplinary perspective are prevalent among the high publisher ones, whether they are focused in the upstream (e.g., agricultural production) or downstream (e.g., food) part of the chain. However, 80% of journals published at most two articles between 2000 and 2020 (<xref ref-type="fig" rid="F4">Figure 4</xref>).</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p>Reference journals publishing about labor in agri-food value chains between 2000 and 2020. Number above journal title indicates the total of publications identified in our database.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fsufs-06-852178-g0004.tif"/>
</fig>
<p>Regarding the authors, the high publisher ones are responsible for 18% of overall publications. However, 98% of authors published at most two articles over the past 21 years, which shows a strong punctual and fragmented contributions regarding analysis of labor in agri-food value chains (<xref ref-type="fig" rid="F5">Figure 5</xref>).</p>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p>Reference authors on labor in agri-food value chains that published at least four articles between 2000 and 2020. Number above author&#x00027;s name indicates the total of publications.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fsufs-06-852178-g0005.tif"/>
</fig>
<p>The reference articles are displayed in <xref ref-type="table" rid="T1">Table 1</xref>, which were mainly published in multidisciplinary journals related to development studies (i.e., World Development, Journal of Development Studies&#x02026;) or journals related to economics (i.e., Ecological Economics, Annual Review of Resource Economics). Based on keywords, we observed that international community was strongly interested by labor standards and other types of standards (e.g., private standards, private social standards, sustainability, codes of conduct, corporate codes, certification), global value chain governance, and contract labor (<xref ref-type="table" rid="T1">Table 1</xref>). Four of the reference authors (Barrientos S., Riisgaard L., Tallontire A., Mutersbaugh, T.) had articles among the high cited ones. Moreover, Gereffi G., author of seminal articles for the value chains approach, is co-author in two high cited articles.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Description of the high cited articles related to labor in agri-food value chains published between 2000 and 2020.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>References</bold></th>
<th valign="top" align="left"><bold>Title</bold></th>
<th valign="top" align="left"><bold>Keywords</bold></th>
<th valign="top" align="center"><bold>Citation times</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Barrientos et al. (<xref ref-type="bibr" rid="B5">2011a</xref>)</td>
<td valign="top" align="left">Economic and social upgrading in global production networks: A new paradigm for a changing world</td>
<td valign="top" align="left">Economic upgrading; social upgrading; global production networks; new paradigm<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref></td>
<td valign="top" align="center">370</td>
</tr>
<tr>
<td valign="top" align="left">Barrientos et al. (<xref ref-type="bibr" rid="B4">2003</xref>)</td>
<td valign="top" align="left">A gendered value chain approach to codes of conduct in African horticulture</td>
<td valign="top" align="left">Africa; gender; code of conduct; employment; export horticulture</td>
<td valign="top" align="center">209</td>
</tr>
<tr>
<td valign="top" align="left">Raynolds et al. (<xref ref-type="bibr" rid="B52">2007</xref>)</td>
<td valign="top" align="left">Regulating sustainability in the coffee sector: A comparative analysis of third-party environmental and social certification initiatives</td>
<td valign="top" align="left">Certification; coffee; fair trade; labeling; organic; shade-grown; sustainable</td>
<td valign="top" align="center">197</td>
</tr>
<tr>
<td valign="top" align="left">Lee et al. (<xref ref-type="bibr" rid="B30">2012</xref>)</td>
<td valign="top" align="left">Global value chains and agrifood standards: Challenges and possibilities for smallholders in developing countries</td>
<td valign="top" align="left">Food safety; agrifood supply chain; value chain governance</td>
<td valign="top" align="center">184</td>
</tr>
<tr>
<td valign="top" align="left">Herrero et al. (<xref ref-type="bibr" rid="B24">2013</xref>)</td>
<td valign="top" align="left">The roles of livestock in developing countries</td>
<td valign="top" align="left">Livestock; developing world; environment; poverty reduction; food security; livelihoods</td>
<td valign="top" align="center">157</td>
</tr>
<tr>
<td valign="top" align="left">Mutersbaugh (<xref ref-type="bibr" rid="B42">2005</xref>)</td>
<td valign="top" align="left">Fighting standards with standards: Harmonization, rents, and social accountability in certified agrofood networks</td>
<td valign="top" align="left">Standards; harmonization, rents; social accountability; certification; agrofood networks<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref></td>
<td valign="top" align="center">151</td>
</tr>
<tr>
<td valign="top" align="left">Riisgaard (<xref ref-type="bibr" rid="B55">2009</xref>)</td>
<td valign="top" align="left">Global Value Chains, Labor Organization and Private Social Standards: Lessons from East African Cut Flower Industries</td>
<td valign="top" align="left">Africa; Kenya; Tanzania; global value chains; labor organizations; private social standards; flower</td>
<td valign="top" align="center">130</td>
</tr>
<tr>
<td valign="top" align="left">Barrientos (<xref ref-type="bibr" rid="B7">2013</xref>)</td>
<td valign="top" align="left">Labor Chains&#x00027;: Analyzing the Role of Labor Contractors in Global Production Networks</td>
<td valign="top" align="left">Global production network; labor contracting; unfree labor; South Africa; United Kingdom; horticulture</td>
<td valign="top" align="center">118</td>
</tr>
<tr>
<td valign="top" align="left">Rich and Wanyoike (<xref ref-type="bibr" rid="B53">2010</xref>)</td>
<td valign="top" align="left">An Assessment of the Regional and National Socio-Economic Impacts of the 2007 Rift Valley Fever Outbreak in Kenya</td>
<td valign="top" align="left">Assessment; Socio-Economic Impacts; Rift Valley fever; Kenya<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref></td>
<td valign="top" align="center">115</td>
</tr>
<tr>
<td valign="top" align="left">Barrientos (<xref ref-type="bibr" rid="B2">2008</xref>)</td>
<td valign="top" align="left">Contract Labor: The &#x00027;Achilles Heel&#x00027; of Corporate Codes in Commercial Value Chains</td>
<td valign="top" align="left">Contract labor; corporate codes; commercial value chains<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref></td>
<td valign="top" align="center">103</td>
</tr>
<tr>
<td valign="top" align="left">Riisgaard and Hammer (<xref ref-type="bibr" rid="B56">2011</xref>)</td>
<td valign="top" align="left">Prospects for Labor in Global Value Chains: Labor Standards in the Cut Flower and Banana Industries</td>
<td valign="top" align="left">Labor; global value chain; labor standards; banana industry, cut flower industry</td>
<td valign="top" align="center">97</td>
</tr>
<tr>
<td valign="top" align="left">Ponte (<xref ref-type="bibr" rid="B48">2009</xref>)</td>
<td valign="top" align="left">Governing through Quality: Conventions and Supply Relations in the Value Chain for South African Wine</td>
<td valign="top" align="left">Governance; quality; conventions; value chain; Africa; wine</td>
<td valign="top" align="center">82</td>
</tr>
<tr>
<td valign="top" align="left">Schouten and Bitzer (<xref ref-type="bibr" rid="B57">2015</xref>)</td>
<td valign="top" align="left">The emergence of Southern standards in agricultural value chains: A new trend in sustainability governance?</td>
<td valign="top" align="left">Private governance; sustainability standards; legitimacy; global value chains</td>
<td valign="top" align="center">69</td>
</tr>
<tr>
<td valign="top" align="left">Smith and Barrientos (<xref ref-type="bibr" rid="B58">2005</xref>)</td>
<td valign="top" align="left">Fair trade and ethical trade: Are there moves toward convergence?</td>
<td valign="top" align="left">Fair trade; supermarket; agriculture; global value chain; ethical trade</td>
<td valign="top" align="center">62</td>
</tr>
<tr>
<td valign="top" align="left">Kritzinger et al. (<xref ref-type="bibr" rid="B29">2004</xref>)</td>
<td valign="top" align="left">Global production and flexible employment in South African horticulture: Experiences of contract workers in fruit exports</td>
<td valign="top" align="left">Global production; flexible employment; South Africa; horticulture; contract workers; fruit; exports<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref></td>
<td valign="top" align="center">58</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TN1"><label>&#x0002A;</label><p>Due to absence of authors&#x00027; keyword in the article, we used the words from the title to fulfill this information.</p></fn>
</table-wrap-foot>
</table-wrap></sec>
<sec>
<title>Research domains on labor in agri-food value chains</title>
<p>The network analysis of keywords allowed us to identify four research domains on labor in agri-food value chains: (1) labor governance in global agri-food value chains through standards, (2) employment in agri-food value chains and impacts on socioeconomic conditions of rural areas, (3) gender issues and agri-food value chains, (4) labor and upgrading in global agri-food value chains (<xref ref-type="fig" rid="F6">Figure 6</xref>).</p>
<fig id="F6" position="float">
<label>Figure 6</label>
<caption><p>Network map of scientific knowledge on labor in agri-food value chains for the period 2000&#x02013;2020. Four research domains are identified: (1) labor governance in global agri-food value chains through standards, (2) employment in agri-food value chains and impacts on socioeconomic conditions of rural areas, (3) gender issues and agri-food value chains, (4) labor and upgrading in global agri-food value chains.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fsufs-06-852178-g0006.tif"/>
</fig>
<p>Labor governance in global agri-food value chains through standards is the first research domain, which is focused on the analysis of how agri-food value chain agents coordinate labor issues within the chain. Standards are the main mechanism of governance used by the agents, principally private standards&#x02014;including certification (e.g., fair trade)&#x02014;to regulate several issues, whether they are directly or indirectly linked to labor, such as sustainability, food quality and safety. The highlighted empirical studies are related to diverse of agri-food value chains (e.g., livestock, flower, coffee, banana, aquaculture) in African countries (e.g., Kenya, Tanzania, Ethiopia, Egypt), and rice value chain in Asian countries (e.g., Asia, Vietnam). The paper by Raynolds et al. (<xref ref-type="bibr" rid="B52">2007</xref>) provide us an example of studies developed in this research domain. The authors compared five third-party certifications and showed their differences on governance structure, including environmental and social standards, and the alignment of social standards to ILO conventions for decent work (e.g., rights to association and collective bargaining, freedom from discrimination and unequal pay, no forced or child labor, minimum social and labor conditions, rights to safe and healthy working conditions) (Raynolds et al., <xref ref-type="bibr" rid="B52">2007</xref>).</p>
<p>The second research domain, &#x0201C;employment in agri-food value chains and impacts on socioeconomic conditions of rural areas,&#x0201D; is related to the socioeconomic impacts of agri-food value chain development in rural areas. It is focused on to two connected factors. The first factor is employment creation and income generation (e.g., employment, wages, income) due to the inclusion of smallholder farmers in global markets, including contracting farming. The second factor is the impacts of employment creation and income generation on broader socioeconomic conditions of rural areas, which cover poverty reduction, livelihood food security, and rural development. For example, Rich and Wanyoike (<xref ref-type="bibr" rid="B53">2010</xref>) assessed the multi-dimensional socioeconomic impacts of the 2007 Rift Valley Fever Outbreak in livestock value chains in Kenya, which included employment and income reduction, food insecurity among producers, and economic losses throughout the value chain (Rich and Wanyoike, <xref ref-type="bibr" rid="B53">2010</xref>).</p>
<p>Gender issues and agri-food value chains is the third research domain. A gendered analysis throughout the value is focused on the women labor&#x02014;but not limited to-, the benefits to be included in agri-food value chains (e.g., empowerment), and constraint to keep competitive in chains. Regarding the fish value chains, Murphy et al. (<xref ref-type="bibr" rid="B41">2020</xref>) identified the gender-based market constraints and their impact on retailers enterprise economic performances (Murphy et al., <xref ref-type="bibr" rid="B41">2020</xref>).</p>
<p>The fourth research domain is labor and upgrading in global agri-food value chains. Upgrading is understood as the path to higher value-added activities aiming to improve profits, technology, knowledge and skills. The economic upgrading regards improvements in processes, product, and technology, which impact value chain efficiency. The social upgrading regards improvement in the rights, employment conditions and benefits for workers. Based on examples from agri-food sector and non-agricultural sectors (garment, information technology), Barrientos et al. (<xref ref-type="bibr" rid="B5">2011a</xref>) showed how the relationship between economic and social upgrading address decent work issues while increasing the value added Barrientos et al. (<xref ref-type="bibr" rid="B6">2011b</xref>).</p></sec></sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<sec>
<title>The rise of a new scientific community dealing with controversial topics on labor in agri-food value chains</title>
<p>An increasing literature body is using the value chain approach to investigate how interactions between upstream and downstream chain agents are impacting and being impacted by labor issues in the agri-food sector, such as power relations for the compliance with fundamental labor rights in banana plantations and workers collective bargain (Riisgaard, <xref ref-type="bibr" rid="B54">2005</xref>), or the adoption of fair trade certification to demonstrate the adoption of social standards along the chain (Raynolds et al., <xref ref-type="bibr" rid="B52">2007</xref>; Valkila and Nygren, <xref ref-type="bibr" rid="B63">2010</xref>). We showed that labor in agri-food value chains has international audience, and the consolidation of this new scientific community is in progress. However, knowledge production in this field must become consistent overtime. This condition implies in a radical change of the current pattern, which is characterized by mainly advances of a restraint leading scientific network and irregular contributions of several authors around the world.</p>
<p>The lead scientific network is composed mainly by developed countries publishing about labor in agri-food value chains, principally England, USA, Germany. However, we identified that developing countries are included among the main producers of scientific knowledge in this field, especially Kenya, India, and South Africa. The highlighted contributions from developed and developing countries are a specificity of the value chains scientific community, and previous reviews regarding labor studies in agriculture showed that Africa, Asia and Latin America are data-providing regions (Oliveira et al., <xref ref-type="bibr" rid="B45">2017</xref>; Malanski et al., <xref ref-type="bibr" rid="B35">2019</xref>, <xref ref-type="bibr" rid="B34">2021b</xref>). This could be linked to the increasing participation of developing countries in the global agri-food trade (Poonyth, <xref ref-type="bibr" rid="B49">2021</xref>), which provides a diversified empirical conditions for research, since countries have different socioeconomic and institutional conditions for the expansion of the agri-food activities and trade.</p>
<p>This scenario was the basis to the development of four main research domains on labor in agri-food value chains: (1) labor governance in global value chains through standards, (2) employment in value chains and impacts on socioeconomic conditions of rural areas, (3) gender issues and value chains, (4) labor and upgrading in global value chains (<xref ref-type="fig" rid="F6">Figure 6</xref>). Among them, labor governance is the biggest. Governance is a major topic in the value chain approach, since the coordination of chain agents is essential to ensure that activities within the value chain works (Humphrey and Schmitz, <xref ref-type="bibr" rid="B25">2001</xref>; Gereffi et al., <xref ref-type="bibr" rid="B20">2005</xref>). Governance in an agri-food value chain is headed by a key agent that coordinates other chain agents. Considering that agri-food chain is a buyer-driven value chain (Kaplinsky and Morris, <xref ref-type="bibr" rid="B28">2000</xref>), retailers are identified as key agents in global agri-food trade (Freidberg, <xref ref-type="bibr" rid="B19">2003</xref>; Dolan, <xref ref-type="bibr" rid="B14">2004</xref>; Kritzinger et al., <xref ref-type="bibr" rid="B29">2004</xref>; Lee et al., <xref ref-type="bibr" rid="B30">2012</xref>).</p>
<p>However, the literature also highlights the important role of international bodies in value chain governance, which is the case of ILO and FAO, with advanced decent work guidelines in global trade (Barrientos et al., <xref ref-type="bibr" rid="B6">2011b</xref>; FAO, <xref ref-type="bibr" rid="B16">2014</xref>; Posthuma and Rossi, <xref ref-type="bibr" rid="B50">2017</xref>). Decent work guidelines were largely assimilated in standards regulating labor issues in agri-food value chains (Barrientos et al., <xref ref-type="bibr" rid="B4">2003</xref>; Raynolds et al., <xref ref-type="bibr" rid="B52">2007</xref>; Grammont and Flores, <xref ref-type="bibr" rid="B21">2010</xref>; Valkila and Nygren, <xref ref-type="bibr" rid="B63">2010</xref>; Riisgaard and Hammer, <xref ref-type="bibr" rid="B56">2011</xref>; Ahsan et al., <xref ref-type="bibr" rid="B1">2018</xref>). In addition, non-governmental organizations and civil society are pressuring chain agents against employment pre-carity and poor working conditions (Riisgaard, <xref ref-type="bibr" rid="B54">2005</xref>; Brown and Getz, <xref ref-type="bibr" rid="B9">2008</xref>; Piao et al., <xref ref-type="bibr" rid="B47">2019</xref>). Consumers awareness about these labor issues is rising and they are more attentive to standards (e.g., certifications, labels) when purchasing an agricultural product (Janssen and Hamm, <xref ref-type="bibr" rid="B26">2012</xref>; Grunert et al., <xref ref-type="bibr" rid="B22">2014</xref>; Liu et al., <xref ref-type="bibr" rid="B32">2019</xref>).</p>
<p>Nevertheless, the effectiveness of the standards as mechanisms to improve employment and working conditions is not a consensus in the international literature (Barrientos et al., <xref ref-type="bibr" rid="B4">2003</xref>; Barrientos, <xref ref-type="bibr" rid="B2">2008</xref>; Riisgaard, <xref ref-type="bibr" rid="B55">2009</xref>; Grammont and Flores, <xref ref-type="bibr" rid="B21">2010</xref>; Valkila and Nygren, <xref ref-type="bibr" rid="B63">2010</xref>; Riisgaard and Hammer, <xref ref-type="bibr" rid="B56">2011</xref>; Lee et al., <xref ref-type="bibr" rid="B30">2012</xref>; Pegler, <xref ref-type="bibr" rid="B46">2015</xref>; Ahsan et al., <xref ref-type="bibr" rid="B1">2018</xref>). This situation sheds some light in the contradictions about the upgrading capacity of agri-food value chains. Both economic and social upgrading of agents within a value chain are main arguments to support the development of value chains, especially considering the benefits for upstream agents in developing countries (Barrientos et al., <xref ref-type="bibr" rid="B5">2011a</xref>; Trienekens, <xref ref-type="bibr" rid="B62">2011</xref>). On the one hand, the literature from the perspective of downstream agents highlights that the development of value-adding activities improves technology, profits and knowledge for upstream agents, the creation of employment is associated to the demand for higher skilled workers as a consequence (Carr et al., <xref ref-type="bibr" rid="B11">2000</xref>; Barrientos et al., <xref ref-type="bibr" rid="B5">2011a</xref>,<xref ref-type="bibr" rid="B6">b</xref>). That literature more focused in economics considered labor as a resource, thus labor costs where the main issue when discussing the relation between labor and economic upgrading in global trend (Barrientos et al., <xref ref-type="bibr" rid="B6">2011b</xref>). On the other hand, the literature from the perspective of upstream agents highlights that inclusion in value chains do not necessarily improves employment and working conditions (Barrientos et al., <xref ref-type="bibr" rid="B5">2011a</xref>,<xref ref-type="bibr" rid="B6">b</xref>). The literature more focused in socioeconomics considered labor under several aspects when discussing labor and social upgrading, as worker&#x00027;s rights, decent work, labor regulation, employment and working conditions (Dolan, <xref ref-type="bibr" rid="B14">2004</xref>; Riisgaard, <xref ref-type="bibr" rid="B54">2005</xref>; Pegler, <xref ref-type="bibr" rid="B46">2015</xref>; Staelens et al., <xref ref-type="bibr" rid="B59">2018</xref>; Matheis and Herzig, <xref ref-type="bibr" rid="B38">2019</xref>). Such contradictions between economic and social upgrading of agri-food value chains regarding labor issues are related to the development of flexible and precarious employment and work (Barrientos et al., <xref ref-type="bibr" rid="B6">2011b</xref>), principally for the most socioeconomic vulnerable people (e.g., women and migrants) in the upstream part of the value chain (Barrientos et al., <xref ref-type="bibr" rid="B4">2003</xref>, <xref ref-type="bibr" rid="B3">2019</xref>; Dolan, <xref ref-type="bibr" rid="B14">2004</xref>; Tallontire et al., <xref ref-type="bibr" rid="B61">2005</xref>; Grammont and Flores, <xref ref-type="bibr" rid="B21">2010</xref>; Milbourne and Coulson, <xref ref-type="bibr" rid="B39">2021</xref>).</p>
<p>The development of agri-food value chains in rural territories impacts socioeconomic conditions of people. However, the nature of impacts is controversial. As we indicated above, lack of decent work is a central concern, which negatively affects the sustainable development of agri-food value chains (FAO, <xref ref-type="bibr" rid="B16">2014</xref>). While some authors argue that agri-food value chains plays a key role in promoting regional development through integration of farms in markets and stimulating value-adding activities in food transformation and marketing (Lie et al., <xref ref-type="bibr" rid="B31">2012</xref>; Maertens et al., <xref ref-type="bibr" rid="B33">2012</xref>; Hardesty et al., <xref ref-type="bibr" rid="B23">2014</xref>; Christiaensen et al., <xref ref-type="bibr" rid="B12">2020</xref>). Increasing income and decreasing food insecurity in poor households, as well as poverty reduction in rural areas through employment creation and farmers market inclusion are the main benefits indicated by authors (Lie et al., <xref ref-type="bibr" rid="B31">2012</xref>; Maertens et al., <xref ref-type="bibr" rid="B33">2012</xref>). These arguments are even more highlighted when considering that 75% of poorest people in the world live in rural areas (FAO, <xref ref-type="bibr" rid="B17">2018</xref>).</p>
<p>Women are among the most vulnerable socioeconomic workers in agri-food sector (Tallontire et al., <xref ref-type="bibr" rid="B61">2005</xref>; Barrientos et al., <xref ref-type="bibr" rid="B3">2019</xref>). Some authors indicated that women inclusion in agri-food value chains contribute to decrease the gender gap and increase women empowerment through several actions (e.g., equal payment for men and women, maternity rights, female specific training, family-friendly policies), which can rely on the adoption and the compliance with gendered labor standards (Barrientos et al., <xref ref-type="bibr" rid="B3">2019</xref>; Raynolds, <xref ref-type="bibr" rid="B51">2021</xref>). Despite the advances, gender inequalities remain as a major concern for sustainable agri-food value chain, such as institutional barriers to active voice of women in cooperatives (Wijers, <xref ref-type="bibr" rid="B65">2019</xref>), strong concentration of male workers in packaging, transportation and marketing (Masamha et al., <xref ref-type="bibr" rid="B37">2018</xref>; Murphy et al., <xref ref-type="bibr" rid="B41">2020</xref>), unequal decision-making power in households (Oduol et al., <xref ref-type="bibr" rid="B43">2017</xref>; Bullock et al., <xref ref-type="bibr" rid="B10">2018</xref>; Masamha et al., <xref ref-type="bibr" rid="B37">2018</xref>), difficulties to access production assets (Deere and Leon, <xref ref-type="bibr" rid="B13">2003</xref>; Doss, <xref ref-type="bibr" rid="B15">2018</xref>; Kang et al., <xref ref-type="bibr" rid="B27">2020</xref>).</p></sec>
<sec>
<title>Covering the blind spots: Further research on labor in agri-food value chains</title>
<p>The main labor issues are addressed by value chains agents though standards, principally labor standards (Riisgaard and Hammer, <xref ref-type="bibr" rid="B56">2011</xref>), or those associate with social standards (Raynolds et al., <xref ref-type="bibr" rid="B52">2007</xref>; Riisgaard, <xref ref-type="bibr" rid="B55">2009</xref>), and certifications regulating broad sustainable parameters, which includes the social ones (e.g., fair trade) (Raynolds et al., <xref ref-type="bibr" rid="B52">2007</xref>; Valkila and Nygren, <xref ref-type="bibr" rid="B63">2010</xref>). Those standards are strongly linked to decent work guidelines defined by international bodies, such as ILO and FAO (Raynolds et al., <xref ref-type="bibr" rid="B52">2007</xref>; Riisgaard and Hammer, <xref ref-type="bibr" rid="B56">2011</xref>; FAO, <xref ref-type="bibr" rid="B16">2014</xref>), and several field work showed their impacts on employment conditions, income generation and wages, working conditions, safety work, and gendered issues (Barrientos et al., <xref ref-type="bibr" rid="B4">2003</xref>; Dolan, <xref ref-type="bibr" rid="B14">2004</xref>; Grammont and Flores, <xref ref-type="bibr" rid="B21">2010</xref>; Valkila and Nygren, <xref ref-type="bibr" rid="B63">2010</xref>; Ahsan et al., <xref ref-type="bibr" rid="B1">2018</xref>; Masamha et al., <xref ref-type="bibr" rid="B37">2018</xref>; Murphy et al., <xref ref-type="bibr" rid="B41">2020</xref>). Despite the advances in the value chain literature body covering the broad socioeconomical impacts of regulation of labor issues trough social standards, we identified some critical blind spots regarding the governance of labor in agri-food value chains.</p>
<p>We understand that standards for agricultural production and processing, food quality and food safety also impact labor, and these impacts are not necessarily addressed by labor or social standards. For example, UK retailers requirement regarding food quality and flexible supply (i.e., according to demand) resulted in long working days varying between 8 and 16 h per day in 6 days a week in large horticultural farms in Kenya (Dolan, <xref ref-type="bibr" rid="B14">2004</xref>). USA retailers or processing plants requirements regarding food quality and food safety resulted in changes in agronomic practices and buildings to produce tomato all year-round and changed work pattern from seasonal to &#x0201C;permanent year-round&#x0201D; in large and very large farms in Mexico (Grammont and Flores, <xref ref-type="bibr" rid="B21">2010</xref>). Multinational export enterprise&#x00027;s requirements for high-quality mango are better achieved by smallholder farmers in Costa Rica when labor is performed by family workers than employees (Z&#x000FA;&#x000F1;iga-Arias et al., <xref ref-type="bibr" rid="B67">2008</xref>). Therefore, these mechanisms of labor governance in agri-food value chains have implications on issues like new tasks to perform due to changes in agronomic practices, rhythms to perform tasks&#x02014;whether within a working day or over the year, and work organization though delegation of &#x0201C;critical&#x0201D; tasks to employees.</p>
<p>Another blind spot is how the compliance with standards are impacting the insertion of upstream agents in market, and its consequences for value chain. For example, the application of European Union standards for milk quality in Bulgarian dairy sector resulted in: (1) an outflow of 55% dairy farms supplying dairy industry for EU market due to aging of the household, health problems and an increase in off-farm employment, and (2) the structuration of dairy companies processing milk for domestic market or for export outside EU, as they not complied with EU standards (Van Herck and Swinnen, <xref ref-type="bibr" rid="B64">2015</xref>).</p>
<p>Considering that labor in agri-food value chains is a new scientific community, we intended to identify some blind spots, rather to cover all of them. Moreover, other research topics can emerge overtime according to interactions between upstream and downstream agents, local and global labor dynamics, public and private governance of labor, food production and processing, and consumers&#x00027; demands. A suggestion for future research is to build a typology based on a detailed analysis of topic diversity, including disciplines, approaches, methods in each one.</p></sec></sec>
<sec sec-type="conclusions" id="s5">
<title>Conclusion</title>
<p>We provided a map of the scientific knowledge on labor in agri-food value chains through a bibliometric review. The rise of this new scientific community is based on seminal contributions of a leading scientific network that nurture the strong development of research for an international audience over the past 21 years. Their main contributions are organized into four main research domains on labor in agri-food value chains: (1) labor governance in global value chains through standards, (2) employment in value chains and impacts on socioeconomic conditions of rural areas, (3) gender issues and value chains, (4) labor and upgrading in global value chains.</p>
<p>Although, behind these common research domains, the international literature indicates important controversies regarding labor issues in the agri-food value chains, such as the effectiveness of the standards (e.g., certifications) as mechanisms to regulate labor issues, the capacity of agri-food value chains to couple with economic and social upgrading and enhance employment and working conditions, including gender gap, and the socioeconomic impacts in rural territories due to the development of agri-food value chains. These controversies strongly invite researchers to invest in empirical studies to identify their drivers, dynamics, and patterns. In this sense, we also identified some blind spots of current research, principally the neglected effect of standards for agricultural production and processing, food quality and food safety on labor issues in agri-food value chains.</p>
<p>Further research could bring valuable information for chains agents to improve labor governance according to ILO and FAO decent work guidelines, and, thus, enhance sustainable agri-food value chain development.</p></sec>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p></sec>
<sec id="s7">
<title>Author contributions</title>
<p>PM analyzed data and wrote the first manuscript draft. PM, SS, BD, and JD designed research, discussed the results, and contributed to the final manuscript. All authors contributed to the article and approved the submitted version.</p></sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>We gratefully acknowledge the CAPES&#x02014;Brazil for funding (Grant No. 88882.463223/2019-01).</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x00027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p></sec>
</body>
<back>
<ack><p>The authors thank members of the International Association on Work in Agriculture for their support and suggestions.</p>
</ack>
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