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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2022.1074996</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Utilization of marine taxa within an artisanal shellcraft sector of the Indo-Pacific region</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Simard</surname>
<given-names>Nittya S. M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1447506"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Militz</surname>
<given-names>Thane A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/621713"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kinch</surname>
<given-names>Jeff</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1366671"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Southgate</surname>
<given-names>Paul C.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1149671"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of Science, Technology &amp; Engineering and Australian Centre for Pacific Islands Research, University of the Sunshine Coast</institution>, <addr-line>Sippy Downs, QLD</addr-line>, <country>Australia</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>National Fisheries College</institution>, <addr-line>National Fisheries Authority, Kavieng</addr-line>, <country>Papua New Guinea</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Cornelia E. Nauen, Mundus Maris, Belgium</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Narriman Saleh Jiddawi, State University of Zanzibar, Tanzania; Ilana Rosental Zalmon, State University of the North Fluminense Darcy Ribeiro, Brazil</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Nittya S. M. Simard, <email xlink:href="mailto:Nittya.simard@research.usc.edu.au">Nittya.simard@research.usc.edu.au</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Marine Fisheries, Aquaculture and Living Resources, a section of the journal Frontiers in Marine Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>22</day>
<month>11</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>1074996</elocation-id>
<history>
<date date-type="received">
<day>20</day>
<month>10</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>11</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Simard, Militz, Kinch and Southgate</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Simard, Militz, Kinch and Southgate</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>Sustainable utilization of marine taxa is critical for maximizing social and economic goals of livelihood development within the Indo-Pacific. Yet, despite an increasing importance of shellcraft as a livelihood activity within the Indo-Pacific, information on the taxa utilized within shellcraft sectors remains scant. To address this knowledge gap, our study examined diversity, in terms of composition and quantities, of marine taxa utilized by artisan households and, collectively, within an artisanal shellcraft sector of Papua New Guinea. For each taxon, critical source habitats were identified, and the geographic scale of exploitation established. Critically, presented data revealed 73 taxa, representing at least 77 species, were utilized within the studied sector. Many of the taxa utilized had not previously been linked to shellcraft sectors, demonstrating that a broader composition of taxa is utilized than previously acknowledged. In terms of quantity, annual utilization within the sector was close to 500,000 individuals, the majority being mollusks of either class Gastropoda (83.6%), represented by 37 genera, or class Bivalvia (9.6%), represented by four genera. There was a strong bias towards a particular species, <italic>Chrysostoma paradoxum</italic> (78.5% of all individuals), as indicated by indices for the diversity utilized (<italic>H</italic>&#x2032; = 1.23; <italic>D</italic> = 0.38). However, substantial variation was evident in the diversity of taxa utilized among households (<italic>n</italic> = 36) engaged in shellcraft (<italic>H</italic>&#x2032; = 1.09 &#xb1; 0.71; <italic>D</italic> = 0.43 &#xb1; 0.27), with each household utilizing a unique composition of 19.1 &#xb1; 10.6 taxa. Source habitats for taxa ranged from pelagic to benthic intertidal and subtidal substrates, with the geographic scale of exploitation extending to 34 discrete locations up to 417&#xa0;km away. The array of sector, household, and taxon-specific information presented provides a basis for supporting greater sustainability within shellcraft sectors across the Indo-Pacific, which is discussed within a context of informing community-based resource management, further developing marine aquaculture, and strengthening existing governance.</p>
</abstract>
<kwd-group>
<kwd>artisanal fisheries</kwd>
<kwd>diversity</kwd>
<kwd>coastal communities</kwd>
<kwd>exploitation</kwd>
<kwd>livelihoods</kwd>
<kwd>mollusks (molluscs)</kwd>
<kwd>Papua New Guinea (PNG)</kwd>
</kwd-group>
<contract-num rid="cn001">FIS/2014/060, FIS/2019/122</contract-num>
<contract-sponsor id="cn001">Australian Centre for International Agricultural Research<named-content content-type="fundref-id">10.13039/501100000974</named-content>
</contract-sponsor>
<counts>
<fig-count count="7"/>
<table-count count="1"/>
<equation-count count="2"/>
<ref-count count="73"/>
<page-count count="15"/>
<word-count count="7718"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Shellcraft, an activity producing shell-handicrafts (<xref ref-type="bibr" rid="B13">Fr&#xf6;cklin et&#xa0;al., 2018</xref>) or shell-based handicrafts (<xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>), encompasses production of ornamental and decorative items that utilize shells and other skeletal remains of marine taxa. Such items, hereafter referred to as shellcrafts, can be produced in remote locations using either traditional tools or modern equipment, and can offer much-needed livelihood opportunities, particularly in coastal areas with high marine biodiversity (<xref ref-type="bibr" rid="B13">Fr&#xf6;cklin et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B59">Southgate et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B36">Militz et&#xa0;al., 2021</xref>). Shellcraft has become an increasingly important means of income generation for coastal communities throughout the Indo-Pacific (<xref ref-type="bibr" rid="B61">Sulu et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B2">Barclay et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Fr&#xf6;cklin et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>) and, over recent years, demand for souvenirs made locally, by hand, and with natural materials, such as shellcrafts, has grown with the rise of tourism (<xref ref-type="bibr" rid="B10">Floren, 2003</xref>; <xref ref-type="bibr" rid="B16">G&#xf6;ssling et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B8">Dias et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B4">Chand et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B39">Naidu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B36">Militz et&#xa0;al., 2021</xref>). Yet, despite an increasing importance of shellcraft, there has been limited research on this activity, within a contemporary context, with prior research focused primarily on anthropological perspectives (<xref ref-type="bibr" rid="B34">Lewis, 1939</xref>; <xref ref-type="bibr" rid="B20">Grulke, 2022</xref>).</p>
<p>To maximize social and economic goals of livelihood development in the Indo-Pacific, sustainable utilization of marine taxa is critical (<xref ref-type="bibr" rid="B1">Allison and Ellis, 2001</xref>), and this is particularly true for shellcraft sectors (<xref ref-type="bibr" rid="B13">Fr&#xf6;cklin et&#xa0;al., 2018</xref>). Within related and better studied curio sectors, over 5,000 species of marine mollusks, corals, and other taxa groups are reportedly traded (<xref ref-type="bibr" rid="B72">Wood and Wells, 1995</xref>). While a similar composition of taxa may be traded within shellcraft sectors, our knowledge of the taxa utilized to produce shellcrafts is scant (<xref ref-type="bibr" rid="B10">Floren, 2003</xref>; <xref ref-type="bibr" rid="B13">Fr&#xf6;cklin et&#xa0;al., 2018</xref>). Legally protected, and often larger taxa, such as sea turtles (<xref ref-type="bibr" rid="B31">Kinch and Burgess, 2009</xref>) and nautilus (<xref ref-type="bibr" rid="B41">Nijman and Lee, 2016</xref>; <xref ref-type="bibr" rid="B40">Nijman, 2019</xref>), are known to be utilized for shellcraft, however, the quantities involved along with other information relevant to their use is seldomly investigated. Moreover, efforts to document shellcraft within the Indo-Pacific have focused primarily on socio-economic impacts of this activity (e.g., <xref ref-type="bibr" rid="B65">Tiraa-Passfield, 1996</xref>; <xref ref-type="bibr" rid="B4">Chand et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B61">Sulu et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B2">Barclay et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Fr&#xf6;cklin et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>), rather than the taxa utilized.</p>
<p>Collecting information on taxa utilized for small-scale and artisanal livelihood activities is challenging but necessary to estimate potential socio-ecological impacts (<xref ref-type="bibr" rid="B46">Pita et&#xa0;al., 2019</xref>). While intact and unprocessed remains of marine taxa traded as curios may be easily identified and quantified, this is not necessarily the case for taxa utilized to produce shellcrafts (<xref ref-type="bibr" rid="B42">Nijman et&#xa0;al., 2015</xref>). Post-harvest processing, inherent in producing shellcrafts, may render the remains of taxa unidentifiable, limiting the feasibility of market surveys (e.g., <xref ref-type="bibr" rid="B41">Nijman and Lee, 2016</xref>; <xref ref-type="bibr" rid="B40">Nijman, 2019</xref>). Furthermore, available trade records tend to generate limited information on local exploitation for shellcraft and fail to adequately represent the diversity of taxa utilized (<xref ref-type="bibr" rid="B72">Wood and Wells, 1995</xref>; <xref ref-type="bibr" rid="B10">Floren, 2003</xref>; <xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B55">Simard et&#xa0;al., 2021</xref>). To overcome these and additional challenges in monitoring shellcraft sectors, including remoteness, geographic scale, and irregular frequencies of artisanal fishing (<xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>), data collection through structured household interviews appears to be an effective approach to obtaining sector-specific information at a local scale (<xref ref-type="bibr" rid="B32">Kronen et&#xa0;al., 2007</xref>). This approach has been used to generate information for other artisanal fisheries sectors in the Indo-Pacific (<xref ref-type="bibr" rid="B12">Friedman et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B49">Purdy et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B64">Thaman et&#xa0;al., 2017</xref>), and has potential to afford a basic understanding of taxa utilized within shellcraft sectors.</p>
<p>Within the Indo-Pacific, the island nation of Papua New Guinea (PNG) has a long tradition of shellcraft with coastal communities producing shellcrafts for personal ornamentation and exchange (<xref ref-type="bibr" rid="B34">Lewis, 1939</xref>). More recently, shellcraft has taken a commercial focus, expanding rapidly in areas popular with tourists by adapting traditional knowledge to produce contemporary designs (<xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>). While exploring socio-economic aspects of such development among the Tigak Islands of New Ireland Province in PNG, <xref ref-type="bibr" rid="B54">Simard et&#xa0;al. (2019)</xref> found that at least 17 marine species were utilized to produce shellcrafts. As a baseline study, however, <xref ref-type="bibr" rid="B54">Simard et&#xa0;al. (2019)</xref> only accounted for species deemed of critical importance from a socio-economic perspective and the study did not determine the diversity of taxa utilized. To address this knowledge gap, the aim of our study was to evaluate diversity, in terms of composition (i.e., number of taxonomic groups) and quantities (i.e., number of individuals per taxonomic group), of marine taxa utilized by individual artisan households and, collectively, within the shellcraft sector of the Tigak Islands. For each taxon, we identified critical source habitat(s), established the geographic scale of exploitation, and examined the relational structure among metrics representing various aspects of utilization.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Study area</title>
<p>Papua New Guinea comprises the eastern part of the island of New Guinea and numerous smaller islands in the southwestern Pacific region. Domestic and international tourism greatly expanded at coastal destinations in PNG prior to the COVID-19 pandemic (<xref ref-type="bibr" rid="B47">PNGTPA, 2020</xref>; <xref ref-type="bibr" rid="B36">Militz et&#xa0;al., 2021</xref>). The influx of tourists brought demand for a new range of goods and services, presenting coastal communities with novel income generating opportunities (<xref ref-type="bibr" rid="B25">IFC, 2016</xref>). An unmet demand for souvenirs (<xref ref-type="bibr" rid="B25">IFC, 2016</xref>) coupled with a loss of critical income sources, such as b&#xea;che-de-mer fisheries (<xref ref-type="bibr" rid="B49">Purdy et&#xa0;al., 2017</xref>), appears to have catalyzed local expansion of shellcraft (<xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B36">Militz et&#xa0;al., 2021</xref>). This is particularly true among the Tigak Islands of New Ireland Province where households rely on marine resources for subsistence and income (<xref ref-type="bibr" rid="B29">Kaly et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B49">Purdy et&#xa0;al., 2017</xref>). Over a span of twenty years, participation in shellcraft among the Tigak Islands expanded from a single household to become an income source supporting at least 6% of residents by 2017 (<xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>). The shellcraft sector of the Tigak Islands is now well-established and presents a unique opportunity to evaluate utilization of marine taxa for this increasingly important livelihood activity. With resumption of international tourism to PNG now underway (<xref ref-type="bibr" rid="B48">PNGTPA, 2022</xref>), such information comes at an opportune time to provide a basis for future development plans supporting sustainability within this sector.</p>
</sec>
<sec id="s2_2">
<title>Data collection</title>
<p>Past research on the shellcraft sector of the Tigak Islands (<xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>) found that artisans concentrated at the Nusa Islands. We conducted a survey at these islands in July 2019 to identify households producing shellcrafts. Households with at least one member that had routinely produced shellcrafts during the previous year were asked to participate in an interview. No household refused participation, and all households (<italic>n</italic> = 36) that met the inclusion criteria were interviewed.</p>
<p>Interviews were conducted verbally in either English or Tok Pisin, depending on the preference of the participants, and followed a semi-structured format with a questionnaire to guide the interview. Participants were asked to identify all marine taxa their household utilized in the production of shellcrafts. Since it was unreasonable to expect participants to identify taxa by internationally recognized (i.e., scientific) names (<xref ref-type="bibr" rid="B37">Moesinger, 2018</xref>), taxa were identified to the lowest taxonomic rank possible using a photographic reference guide and voucher specimens. Nomenclature was based on the World Register of Marine Species (<xref ref-type="bibr" rid="B24">Horton et&#xa0;al., 2022</xref>). For each taxon identified, participants were asked to indicate the quantity utilized during the previous year. Additionally, participants were asked to list all locations from where they had obtained (either purchased, traded, or fished) each taxon identified and, if obtained through their own fishing activities, to identify source habitat(s).</p>
<p>Where identified taxa were phenotypically and functionally (as a material) similar, participants were unable to provide species-specific information. Instead, information was provided for a group of taxa. This applied to the black corals <italic>Antipathes</italic> spp. and <italic>Cirrhipathes</italic> spp. (hereafter Antipathidae), the cowries <italic>Monetaria annulus</italic> and <italic>Monetaria moneta</italic> (hereafter <italic>Monetaria annulus</italic>/<italic>moneta</italic>), the nautilus <italic>Allonautilus scrobiculatus</italic> and <italic>Nautilus pompilius</italic> (hereafter Nautilidae), and the sea turtles <italic>Chelonia mydas</italic> and <italic>Eretmochelys imbricata</italic> (hereafter Cheloniidae). We considered each group as a &#x2018;taxon&#x2019; in our study to accommodate the integration of local and traditional knowledge systems with contemporary fisheries science (<xref ref-type="bibr" rid="B37">Moesinger, 2018</xref>).</p>
<p>For each taxon utilized, information obtained from interviews was supplemented with biological data gleaned from SeaLifeBase (<xref ref-type="bibr" rid="B45">Palomares and Pauly, 2020</xref>). Specifically, &#x2018;common length&#x2019; was used as an indicator of the typical size of a given taxon. In cases where data were not available, an appropriate metric of size (antero-posterior measurement, dorso-ventral measurement, carapace width, or colony height, depending on the taxon) was measured from a voucher specimen using either a vernier caliper (for taxa &#x2264; 15&#xa0;cm) or measuring tape (for taxa &gt; 15&#xa0;cm).</p>
</sec>
<sec id="s2_3">
<title>Data standardization</title>
<p>Varying systems of measurement were used by participants to indicate the quantities of taxa utilized during the previous year. Quantities were reported as the number of individuals, &#x2018;bottles&#x2019;, or pieces of a taxon utilized on a weekly, monthly, or annual basis. As these measures were not directly comparable, quantities were standardized as the number of individuals utilized annually. For some measures (i.e., bottles and pieces), this required establishing appropriate conversion factors.</p>
<p>Quantities reported in terms of &#x2018;bottles&#x2019; refers to a local practice of storing and trading smaller taxa in 330 mL glass bottles (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). To establish an appropriate conversion factor for each of the 20 taxa quantified in this manner, the number of individuals within a representative bottle was determined. An appropriate conversion factor was then applied to express the quantity of individuals utilized annually.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Examples of marine taxa utilized within the shellcraft sector of the Tigak Islands at various stages of production. <bold>(A)</bold> Bottles containing gastropod (<italic>Chrysostoma paradoxum</italic>) shells and pieces (i.e., scutes) of sea turtle (Cheloniidae) carapace being sold at a local market. <bold>(B)</bold> Shell fragments produced from (top to bottom) <italic>Atrina vexillum</italic>, <italic>Mauritia arabica</italic>, and Nautilidae, separated by color, which will be further processed into beads. <bold>(C)</bold> Strands of beads made from <italic>Atrina pectinata</italic> (brown), <italic>C</italic>. <italic>paradoxum</italic> (orange or red), <italic>Turbo maculatus</italic> (green), <italic>M. arabica</italic> (purple), and Nautilidae (white). <bold>(D)</bold> Shellcrafts at a local market (left: pendant made from <italic>A</italic>. <italic>vexillum</italic>, beads made from Nautilidae and A. <italic>vexillum</italic>; right: pendant made from Cheloniidae, beads made from Nautilidae, C. <italic>paradoxum</italic>, and <italic>A</italic>. <italic>vexillum</italic>) for which enumerating the number of individuals of each taxon utilized is exceedingly difficult. Photos by Nittya S.M. Simard.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1074996-g001.tif"/>
</fig>
<p>Quantities of sea turtles (Cheloniidae), reef sharks (<italic>Carcharhinus melanopterus</italic>), and black corals (Antipathidae) were commonly reported in terms of taxon-specific pieces. For sea turtles, participants reported the number of carapace scutes utilized (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>), which is a typical measure of sea turtle utilization for shellcraft (<xref ref-type="bibr" rid="B31">Kinch and Burgess, 2009</xref>). Since <italic>Chelonia mydas</italic> and <italic>Eretmochelys imbricata</italic> were the only sea turtles identified by participants, a conversion factor of 13 scutes to one carapace (i.e., individual) was adopted (<xref ref-type="bibr" rid="B73">Wyneken, 2001</xref>). For reef sharks, participants reported the cumulative length, in centimeters, of cartilaginous vertebrae utilized. Since only vertebrae of immature sharks were reportedly utilized, a conversion factor of 42.5&#xa0;cm to one individual was adopted (<xref ref-type="bibr" rid="B69">White et&#xa0;al., 2017</xref>). For black corals, participants reported the cumulative length, in centimeters, of branches utilized. A conversion factor of 100&#xa0;cm to one individual was adopted, representing a typical <italic>Cirrhipathes</italic> spp. colony (pers. obs.).</p>
<p>Source habitats were standardized broadly as intertidal benthic, subtidal benthic, or subtidal pelagic. The local ecological knowledge of participants, however, permitted further differentiation of intertidal benthic habitats based on substrates that the taxon was associated with, and a distinction was made between hard substrates (i.e., rock, wood, or sedimentary hardgrounds) and soft substrates (i.e., unconsolidated sediments).</p>
<p>In addition to source habitats, it was also necessary to standardize locations that were identified using vernacular place names. Coordinates from the World Geodetic System 1984 (WGS84) were attributed to all referenced locations from where taxa were obtained. Where the referenced location was not discrete but referred to an island or region, the center of referenced area was used when attributing coordinates.</p>
</sec>
<sec id="s2_4">
<title>Data analysis</title>
<p>All statistical computing was performed using <italic>R</italic> programming (version: 4.1.3), with the <italic>stats</italic> (R <xref ref-type="bibr" rid="B7">Core Team, 2021</xref>), <italic>geosphere</italic> (<xref ref-type="bibr" rid="B22">Hijmans, 2021</xref>), <italic>corrplot</italic> (<xref ref-type="bibr" rid="B68">Wei and Simko, 2021</xref>), and <italic>vegan</italic> (<xref ref-type="bibr" rid="B43">Oksanen et&#xa0;al., 2020</xref>) packages. For all analyses, statistical significance was accepted as <italic>P&lt;</italic> 0.05 and summaries of data are presented in-text as the mean &#xb1; standard deviation.</p>
<p>Diversity, in terms of composition and quantities of taxa utilized, was further represented by two compound indices: Shannon-Wiener index (<italic>H&#x2032;</italic>) and Simpson&#x2019;s index (<italic>D</italic>). The Shannon-Wiener index was calculated as</p>
<disp-formula>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mi>H</mml:mi>
<mml:mo>'</mml:mo>
<mml:mo>=</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mi>ln</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>p<sub>i</sub>
</italic> is the proportional quantity of taxon <italic>i</italic> that was utilized for shellcraft (function: <italic>diversity</italic>). Simpson&#x2019;s index was calculated as</p>
<disp-formula>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:mi>D</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo stretchy="false">(</mml:mo>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
</mml:msub>
<mml:mi>N</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mn>1</mml:mn>
<mml:mo stretchy="false">)</mml:mo>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>N</italic> is the total quantity of all taxa utilized and <italic>n</italic> is the quantity of taxon <italic>i</italic> that was utilized for shellcraft (function: <italic>diversity</italic>). These indices were calculated to express diversity within the shellcraft sector (based on simple-pooling of data from all households) and among artisan households (based on data from each household), the latter being summarized by measures of central tendency and variation (mean &#xb1; standard deviation and range). Additionally, multivariate statistics were used to investigate whether composition and quantities utilized differed among artisan households. Specifically, non-metric multidimensional scaling (nMDS) was used to visualize differences in the probability that households utilized a non-identical composition of taxa, based on a Raup-Crick dissimilarity matrix, and to visualize differences in the quantities of taxa utilized, based on a Bray-Curtis dissimilarity matrix (function: <italic>metaMDS</italic>). A taxa-accumulation curve was also constructed from random permutations of the data to estimate the proportional composition of taxa that were utilized by a random sample of artisan households (function: <italic>specaccum</italic>).</p>
<p>To examine whether both the composition and quantities of taxa originating from the four source habitats differed, &#x3c7;<sup>2</sup>-tests with Yates&#x2019; continuity correction were used (function: <italic>prop.test</italic>). Since the broadly defined source habitats led to an absence of variation in the number of habitats from which a taxon was obtained, this metric was excluded from further analyses describing utilization. In contrast, metrics representing the geographic scale of exploitation (i.e., the number and distance [based on Haversine distances; function: <italic>distHaversine</italic>] of locations from which a taxon was obtained) had sufficient variation to merit further analysis.</p>
<p>To examine the relational structure among metrics representing various aspects of utilization, a correlation matrix was constructed comparing the number of households utilizing each taxon, the quantity of each taxon utilized, the typical size of each taxon, the number of locations from where each taxon was obtained, and the&#xa0;furthest location from where each taxon was obtained. Kendall&#x2019;s correlation tests (function: <italic>cor.mtest</italic>) were used to construct the correlation matrix, controlling for the false discovery rate with the <xref ref-type="bibr" rid="B3">Benjamini and Hochberg (1995)</xref> procedure.</p>
<p>Research activities associated with this study were reviewed and approved by University of the Sunshine Coast&#x2019;s Human Research Ethics Committee (approval number: S191337). Authorization to conduct research activities in PNG was obtained through a Memorandum of Subsidiary Agreement (approval number: FIS/2014/060) between the Australian Centre for International Agricultural Research and the PNG National Fisheries Authority. Permissions to engage with residents of the Nusa Islands were obtained from elected and traditional community leaders prior to obtaining informed consent from households for their participation in this study.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Diversity of taxa utilized within the shellcraft sector</title>
<p>Seventy-three marine taxa from seven classes were utilized within the shellcraft sector of the Tigak Islands (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The majority (93.2%) of taxa utilized were mollusks of either class Gastropoda (83.6%), represented by 37 genera, or class Bivalvia (9.6%), represented by four genera. All taxa representing these classes are presented in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>. Each of the other classes were represented by only a single taxon: for Cephalopoda this was Nautilidae, for Chondrichthyes this was <italic>Carcharhinus melanopterus</italic>, for Hexacorallia this was Antipathidae, for Malacostraca this was <italic>Carpilus maculatus</italic>, and for Reptilia this was Cheloniidae.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Utilization of marine taxa within the shellcraft sector of the Tigak Islands, Papua New Guinea between July 2018 and July 2019. Utilization is represented by the number of artisan households (<italic>n</italic> = 36) utilizing each taxon and the quantity of each taxon utilized by all households.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1074996-g002.tif"/>
</fig>
<p>Annual utilization within the sector was close to 500,000 individuals (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Gastropoda was the most utilized class (98.7%), followed by Bivalvia (1.0%). Critically, most (90.4%) of the 73 taxa accounted for less than 1.0% of individuals, while a single gastropod, <italic>Chrysostoma paradoxum</italic>, accounted for 78.5% of all individuals utilized (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). By comparison, the next most utilized taxa, <italic>Euplica scripta</italic>, which is also a gastropod, accounted for only 3.0% of all individuals utilized. Among the other classes, the most utilized bivalve was <italic>Pinctada margaritifera</italic> of which 1,090 individuals (0.2%) were utilized, while 899 (0.2%) Nautilidae, 97 (&lt; 0.1%) Antipathidae, 55 (&lt; 0.1%) Cheloniidae, and 40 (&lt; 0.1%) <italic>Carpilus maculatus</italic> individuals were utilized (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Additional data, pertaining to the quantity of each taxon utilized within the shellcraft sector, are presented in <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Summary of marine taxa utilization, by taxonomic class, within the shellcraft sector of the Tigak Islands, Papua New Guinea between July 2018 and July 2019.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Class</th>
<th valign="top" colspan="2" align="center">Taxa</th>
<th valign="top" colspan="2" align="center">Households</th>
<th valign="top" colspan="2" align="center">Quantity</th>
</tr>
<tr>
<th valign="top" align="center"/>
<th valign="top" align="center">
<italic>n</italic>
</th>
<th valign="top" align="center">%</th>
<th valign="top" align="center">
<italic>n</italic>
</th>
<th valign="top" align="center">%</th>
<th valign="top" align="center">
<italic>n</italic>
</th>
<th valign="top" align="center">%</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Gastropoda</td>
<td valign="top" align="center">61</td>
<td valign="top" align="center">83.6</td>
<td valign="top" align="center">35</td>
<td valign="top" align="center">97.2</td>
<td valign="top" align="center">453,023</td>
<td valign="top" align="center">98.7</td>
</tr>
<tr>
<td valign="top" align="left">Bivalvia</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">9.6</td>
<td valign="top" align="center">35</td>
<td valign="top" align="center">97.2</td>
<td valign="top" align="center">4,336</td>
<td valign="top" align="center">1.0</td>
</tr>
<tr>
<td valign="top" align="left">Cephalopoda</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.4</td>
<td valign="top" align="center">33</td>
<td valign="top" align="center">91.7</td>
<td valign="top" align="center">899</td>
<td valign="top" align="center">0.2</td>
</tr>
<tr>
<td valign="top" align="left">Reptilia</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.4</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">61.1</td>
<td valign="top" align="center">55</td>
<td valign="top" align="center">&lt; 0.1</td>
</tr>
<tr>
<td valign="top" align="left">Hexacorallia</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.4</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">47.2</td>
<td valign="top" align="center">97</td>
<td valign="top" align="center">&lt; 0.1</td>
</tr>
<tr>
<td valign="top" align="left">Malacostraca</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.4</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">2.8</td>
<td valign="top" align="center">40</td>
<td valign="top" align="center">&lt; 0.1</td>
</tr>
<tr>
<td valign="top" align="left">Chondrichthyes</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.4</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">75.0</td>
<td valign="top" align="center">338</td>
<td valign="top" align="center">&lt; 0.1</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>When considering both the composition and quantities of taxa utilized, a Shannon-Wiener index (<italic>H&#x2032;</italic>) of 1.23 and a Simpson&#x2019;s index (<italic>D</italic>) of 0.38 was calculated for the shellcraft sector of the Tigak Islands. Excluding <italic>Chrysostoma paradoxum</italic>, however, showed a more even utilization (<italic>H&#x2032;</italic> = 3.27; <italic>D</italic> = 0.94) of the remaining taxa.</p>
</sec>
<sec id="s3_2">
<title>Diversity of taxa utilized among artisan households</title>
<p>Composition of taxa utilized for shellcraft varied among artisan households (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>), with 19.1 &#xb1; 10.6 (range: 3 &#x2013; 56) taxa utilized per household. No household utilized the full composition of taxa within the sector (<italic>n</italic> = 73), and only two of the 36 households (5.6%) utilized more than half (<italic>n &#x2265; 37</italic>). The taxa-accumulation curve (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>) shows that with a random sample of 10 (27.7%) households, an estimated 80.3 &#xb1; 12.2% of taxa within the sector would be represented, whereas a sample of half the households would represent 92.0 &#xb1; 7.3% of taxa. No taxon, or class of taxa, was utilized by all households, with an average of 10.0 &#xb1; 9.0 (range: 1 &#x2013; 33) households utilizing a given taxon (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> and <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The number of households utilizing each taxon is presented in <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>, while the composition of taxa utilized by each household is presented in <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S2</bold>
</xref>.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Differences in marine taxa utilization among artisan households (<italic>n</italic> = 36) within the shellcraft sector of the Tigak Islands, Papua New Guinea between July 2018 and July 2019. <bold>(A)</bold> nMDS biplot based on the probability that households utilized a non-identical composition of taxa (Raup-Crick dissimilarity). <bold>(B)</bold> nMDS biplot based on differences in the quantities of taxa utilized (Bray-Curtis dissimilarity), where green contour lines illustrate a significant (<italic>F</italic>
<sub>1,35</sub> = 14.0, <italic>P&lt;</italic> 0.001) association between ordination structure and the quantity of all taxa utilized by a household. Positioning of taxa reflects associations with the ordination structure; the ten most influential taxa are shown.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1074996-g003.tif"/>
</fig>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Taxa-accumulation curve for proportional composition of marine taxa utilized among artisan households (<italic>n</italic> = 36) within the shellcraft sector of the Tigak Islands, Papua New Guinea between July 2018 and July 2019. Shading represents standard deviations of the mean composition.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1074996-g004.tif"/>
</fig>
<p>Quantities of taxa utilized annually for shellcraft also varied among households, in both absolute and relative terms (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). A combined 12,744.1 &#xb1; 9,289.7 (range: 36 &#x2013; 31,229) individuals were utilized per household, with taxon-specific utilization spanning from 9,999.3 &#xb1; 9,465.6 (range: 0 &#x2013; 29,400) individuals per household for <italic>Chrysostoma paradoxum</italic> down to 0.1 &#xb1; 0.3 (range: 0 &#x2013; 2) individuals per household for <italic>Ovula ovum</italic>. The combined quantity of taxa utilized by each household is presented in <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S2</bold>
</xref>, while taxon-specific quantities utilized by each household are summarized in <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref> as the mean &#xb1; standard deviation of all households.</p>
<p>A Shannon-Wiener index (<italic>H&#x2032;</italic>) of 1.09 &#xb1; 0.71 (range: 0.17 &#x2013; 2.57) and a Simpson&#x2019;s index (<italic>D</italic>) of 0.43 &#xb1; 0.27 (range: 0.06 &#x2013; 0.88) represented the composition and quantities of taxa utilized among households. Additional data, pertaining to the <italic>H&#x2032;</italic> and <italic>D</italic> indices for each household, are presented in <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S2</bold>
</xref>.</p>
</sec>
<sec id="s3_3">
<title>Source habitats</title>
<p>Each taxon was attributed to only one of the four broadly defined source habitats, amongst which the composition of taxa differed significantly (<italic>&#x3c7;</italic>
<sup>2</sup> = 68.4, <italic>P</italic>&lt; 0.001; <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). Intertidal benthic habitats accounted for 91.8% of all taxa, with a similar number of taxa being sourced from hard (<italic>n</italic> = 35) and soft (<italic>n</italic> = 32) substrates (<italic>&#x3c7;</italic>
<sup>2</sup>&lt; 0.01, <italic>P</italic> = 1.0). By comparison, subtidal habitats accounted for only 8.2% of taxa, with the number of taxa sourced from benthic substrates (<italic>n</italic> = 4) similar to those sourced from the water column (i.e., pelagic; <italic>n</italic> = 2; <italic>&#x3c7;</italic>
<sup>2</sup> = 0.17, <italic>P</italic> = 0.68). Notably, gastropods and bivalves were sourced from all benthic habitats. Data pertaining to the source habitat for each taxon are presented in <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Source habitats for marine taxa utilized within the shellcraft sector of the Tigak Islands, Papua New Guinea. <bold>(A)</bold> Relative composition by class and habitat. <bold>(B)</bold> Relative quantities by class and habitat.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1074996-g005.tif"/>
</fig>
<p>In terms of quantity, the vast majority (91.4%) of all individuals (<italic>n</italic> = 458,788) utilized were sourced from intertidal benthic hard substrates (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). Far fewer individuals were sourced from intertidal benthic soft substrates (8.1%), subtidal benthic (0.4%), or subtidal pelagic (&lt; 0.1%) habitats (<italic>&#x3c7;</italic>
<sup>2</sup> = 1.45&#xd7;10<sup>6</sup>, <italic>P</italic>&lt; 0.001).</p>
</sec>
<sec id="s3_4">
<title>Geographic scale of exploitation</title>
<p>Taxa were obtained from at least 34 unique locations across three provinces: New Ireland, Manus, and East New Britain (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). The number of locations from which a given taxon was obtained ranged from one to thirteen (2.3 &#xb1; 2.1). Most taxa (94.5%) were obtained from the Nusa Islands and 54.8% of taxa were only obtained from the Nusa Islands. Less than half (45.2%) were obtained from 33 other locations that were, on average, 55.5 &#xb1; 84.5&#xa0;km from the Nusa Islands. Three taxa (Nautilidae, <italic>Oliva irisans</italic> and <italic>Pinctada margaritifera</italic>) were obtained from interprovincial locations (Manus and East New Britain) and five taxa (Antipathidae, Cheloniidae, Nautilidae, <italic>Pinctada maxima</italic>, and <italic>Pteria penguin</italic>) were obtained from intraprovincial locations (Mussau and Tingwon Islands) more than 100&#xa0;km from the Nusa Islands, but all locations were within a 500&#xa0;km radius of the Nusa Islands. <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref> summarizes the number of locations, distance of furthest location, and the mean &#xb1; standard deviation of distances for all locations from which each taxon was obtained.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Map of the Tigak Islands (<italic>shaded yellow</italic>) illustrating locations from where marine taxa utilized for shellcraft were obtained by artisan households at the Nusa Islands (<italic>center of orange point</italic>). Line widths and point diameters indicate the composition of taxa obtained from a given location. Black lines denote intra-provincial locations while red lines denote inter-provincial locations. Bottom left insert places the map and peripheral locations in geographic context within Papua New Guinea.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1074996-g006.tif"/>
</fig>
</sec>
<sec id="s3_5">
<title>Relational structure among metrics</title>
<p>There were eight significant associations among the metrics selected to represent aspects of taxa utilization within the shellcraft sector of the Tigak Islands (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>). The strongest association (<italic>&#x3c4;<sub>b</sub>
</italic> = 0.74, <italic>P&lt;</italic> 0.001) occurred between the number of locations and furthest location from which a taxon was obtained, such that taxa obtained from more locations were likely to be obtained further from the Nusa Islands. Taxa utilized by a greater number of artisan households were also likely to be obtained at increasing distances from the Nusa Islands (<italic>&#x3c4;<sub>b</sub>
</italic> = 0.44, <italic>P&lt;</italic> 0.001), as were taxa utilized in greater quantities (<italic>&#x3c4;<sub>b</sub>
</italic> = 0.36, <italic>P&lt;</italic> 0.001). The number of locations from which a taxon was obtained was positively associated with the number the artisans utilizing it (<italic>&#x3c4;<sub>b</sub>
</italic> = 0.56, <italic>P&lt;</italic> 0.001), but unrelated to the quantities utilized (<italic>&#x3c4;<sub>b</sub>
</italic> = 0.14, <italic>P</italic> = 0.13).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Relational structure among metrics representing aspects of marine taxa utilization within the shellcraft sector of the Tigak Islands, Papua New Guinea. <bold>(A)</bold> Correlation matrix of all metrics. <bold>(B)</bold> Bi-plot illustrating relationships among quantities utilized, typical size, and number of artisan households utilizing each taxon.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1074996-g007.tif"/>
</fig>
<p>The typical size of a taxon (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>), which ranged from 1.0&#xa0;cm (<italic>Engina bonasia</italic> and <italic>Engina mundula</italic>) to 100.0&#xa0;cm (Antipathidae), had a significant positive association with the number of households (<italic>&#x3c4;<sub>b</sub>
</italic> = 0.19, <italic>P&lt;</italic> 0.05) and number of locations (<italic>&#x3c4;<sub>b</sub>
</italic> = 0.23, <italic>P&lt;</italic> 0.05) suggesting that larger taxa were utilized by a greater number of artisan households and obtained from a greater number of locations than smaller taxa (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>). Despite this, typical size had a significant negative association with quantities utilized (<italic>&#x3c4;<sub>b</sub>
</italic> = -0.27, <italic>P&lt;</italic> 0.01) suggesting that larger taxa were used in lower quantities than smaller taxa (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Located within a global center of marine biodiversity, known as the &#x2018;Coral Triangle&#x2019;, a wide selection of marine taxa is theoretically available to artisans among the Tigak Islands for producing shellcrafts. Whilst knowledge of species richness is superficial, a popular field guide to mollusks of PNG depicts shells of 950 species (<xref ref-type="bibr" rid="B23">Hinton, 1979</xref>) and, among the Tigak Islands alone, at least 26 different <italic>Conus</italic> spp. are known (<xref ref-type="bibr" rid="B38">Muttenthaler et&#xa0;al., 2012</xref>). In this context, the shellcraft sector of the Tigak Islands selectively utilized 73 taxa representing at least 77 species (incl. 10 <italic>Conus</italic> spp.). This included all species known to be utilized within the sector, such as <italic>Eretmochelys imbricata</italic> (<xref ref-type="bibr" rid="B31">Kinch and Burgess, 2009</xref>) and the 17 species that <xref ref-type="bibr" rid="B54">Simard et&#xa0;al. (2019)</xref> reported, and at least 59 additional species, confirming that a broader composition of taxa is utilized for shellcraft than previously acknowledged. The composition was also substantially broader than that of other shellcraft sectors within the Indo-Pacific where shellcraft integrates with aquaculture of <italic>Rochia nilotica</italic> (<xref ref-type="bibr" rid="B33">Lee et&#xa0;al., 2004</xref>), <italic>Pteria penguin</italic> (<xref ref-type="bibr" rid="B63">Teitelbaum and Fale, 2008</xref>; <xref ref-type="bibr" rid="B58">Southgate et&#xa0;al., 2016</xref>) or <italic>Pinctada</italic> spp. (<xref ref-type="bibr" rid="B59">Southgate et&#xa0;al., 2019</xref>). These sectors typically rely on one or two species (<xref ref-type="bibr" rid="B33">Lee et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B59">Southgate et&#xa0;al., 2019</xref>), and while the same species were utilized within the shellcraft sector of the Tigak Islands, their use occurs with that of numerous other taxa. The broad composition observed in our study likely reflects a reliance on artisanal fisheries, rather than aquaculture, but a clearer picture of how this composition compares to other fisheries-dependent shellcraft sectors (e.g., <xref ref-type="bibr" rid="B10">Floren, 2003</xref>; <xref ref-type="bibr" rid="B8">Dias et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B13">Fr&#xf6;cklin et&#xa0;al., 2018</xref>) is presently hindered by an absence of information. Excluding a few taxa, such as <italic>Eretmochelys imbricata</italic> (<xref ref-type="bibr" rid="B31">Kinch and Burgess, 2009</xref>), Nautilidae (<xref ref-type="bibr" rid="B42">Nijman et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B11">Freitas and Krishnasamy, 2016</xref>; <xref ref-type="bibr" rid="B41">Nijman and Lee, 2016</xref>; <xref ref-type="bibr" rid="B40">Nijman, 2019</xref>), and Antipathidae (<xref ref-type="bibr" rid="B19">Grigg, 2001</xref>), known to be utilized for shellcraft throughout the Indo-Pacific, artisanal fisheries for many of the taxa utilized by households among the Tigak Islands had not previously been linked to shellcraft sectors. When looking at related sectors reliant on artisanal fisheries, such as local trade of whole taxa as curios, analogous compositions of taxa are utilized. Curio sectors in Zanzibar (<xref ref-type="bibr" rid="B16">G&#xf6;ssling et&#xa0;al., 2004</xref>), Madagascar (<xref ref-type="bibr" rid="B15">Gibbons and Remaneva, 2011</xref>), and northeastern Brazil (<xref ref-type="bibr" rid="B8">Dias et&#xa0;al., 2011</xref>), for example, utilized 55, 122, and 126 species of mollusks, respectively. Whilst the species utilized in these sectors largely differed from those utilized for shellcraft among the Tigak Islands, reflecting sector-specific demands (<xref ref-type="bibr" rid="B72">Wood and Wells, 1995</xref>) and local diversity (<xref ref-type="bibr" rid="B51">Sekhran and Miller, 1996</xref>), gastropods and bivalves were consistently among the most utilized taxa. Also, much like the curio sectors (<xref ref-type="bibr" rid="B35">Marshall and Barnett, 1997</xref>; <xref ref-type="bibr" rid="B15">Gibbons and Remaneva, 2011</xref>), our results demonstrate that not only mollusks, but a broader composition of marine taxa including corals (Antipathidae), crustaceans (<italic>Carpilus maculatus</italic>), sea turtles (Cheloniidae), and sharks (<italic>Carcharhinus melanopterus</italic>) are utilized to produce shellcrafts.</p>
<p>Noting that shellcraft sectors established elsewhere rely on one or two species (<xref ref-type="bibr" rid="B33">Lee et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B63">Teitelbaum and Fale, 2008</xref>; <xref ref-type="bibr" rid="B58">Southgate et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B59">Southgate et&#xa0;al., 2019</xref>), the broad composition of taxa utilized within the shellcraft sector of the Tigak Islands merits discussion. Utilization of all 73 taxa appears unnecessary for a given household to succeed in deriving satisfactory income from shellcraft (<xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>) because each household utilized a unique composition of far fewer taxa than were collectively utilized within the sector. Factors influencing a household&#x2019;s access to a given taxon, their ability to process a given taxon, and desire to do so are presumably responsible for differentiating composition among households. For example, small gastropods, such as <italic>Engina scripta</italic>, are generally unsuited for use as pendants, whereas the shell valves of larger bivalves, like <italic>Atrina vexillum</italic> and <italic>Pinctada margaritifera</italic>, can be cut to produce pendants (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) provided an artisan has required tools (e.g., coping or jewelry saws) and proficiencies (<xref ref-type="bibr" rid="B53">Simard, 2019</xref>). Similarly, certain taxa, tools, and skills are more amenable to the production of beads (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) just as other unique combinations of taxa, tools, and skills are better suited for other components of shellcrafts. Since a broad range of shellcrafts appeal to consumers, with personal aesthetic preferences in design and color influencing purchase decisions (<xref ref-type="bibr" rid="B36">Militz et&#xa0;al., 2021</xref>), heterogenous demand is potentially encouraging households to specialize in specific products to best capture a particular market niche in this increasingly competitive sector (<xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>). Specialization, in turn, would influence the composition of taxa utilized. Certainly, tool ownership, shellcrafts produced, and importance of taxa are known to vary among households (<xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>), with our study now confirming that taxa composition also varies. Further exploring the human dimensions influencing utilization of taxa among artisan households is required to confirm these suppositions, and necessary for ensuring that taxa utilization is compatible with both resource conservation and the social and economic goals of livelihood development (<xref ref-type="bibr" rid="B1">Allison and Ellis, 2001</xref>).</p>
<p>Despite utilizing a broad composition of taxa, the shellcraft sector of the Tigak Islands utilized one species, <italic>Chrysostoma paradoxum</italic>, substantially more than any other. Not only aesthetics (<xref ref-type="bibr" rid="B44">Opitz, 2011</xref>), but also local cultural significance (<xref ref-type="bibr" rid="B34">Lewis, 1939</xref>), potentially impact market dynamics that govern production of shellcrafts incorporating <italic>Chrysostoma paradoxum</italic>. A similar bias towards particular, but different, species is anticipated for other shellcraft sectors of PNG given variability in how local cultures attribute value to specific mollusks (<xref ref-type="bibr" rid="B34">Lewis, 1939</xref>; <xref ref-type="bibr" rid="B30">Kinch, 2003</xref>). Excluding <italic>Chrysostoma paradoxum</italic>, a more even utilization of the remaining 72 taxa accounted for nearly 100,000 individuals annually. In relation to other sectors in PNG, however, quantities at which most taxa were utilized are largely insignificant. For example, the mother-of-pearl fishery in PNG exported around 249 tonnes of <italic>Rochia nilotica</italic> and 3 tonnes of <italic>Turbo marmoratus</italic> as unworked shell in 2019 (<xref ref-type="bibr" rid="B55">Simard et&#xa0;al., 2021</xref>); whereas only 2,604 and 125 individuals, respectively, were utilized annually by artisans among the Tigak Islands. As another example, several tonnes of Antipathidae from PNG are purchased by jewelers each year (<xref ref-type="bibr" rid="B28">Kailola, 1995</xref>) whereas only 97 colonies were utilized annually within the shellcraft sector of the Tigak Islands. While such comparisons help contextualize current utilization, they do not reflect the rapid growth of this sector (<xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>) or growing demand for shellcrafts in PNG (<xref ref-type="bibr" rid="B36">Militz et&#xa0;al., 2021</xref>), which may lead to far greater quantities of taxa being utilized than at present. For example, annual utilization of sea turtles among the Tigak Islands over the last decade has expanded from a single family utilizing three to four carapaces (<xref ref-type="bibr" rid="B31">Kinch and Burgess, 2009</xref>) to 22 households utilizing 55 carapaces. Similar growth within the shellcraft sector of the Tigak Islands and, more broadly across PNG, could see utilization approaching the more industrial levels of shellcraft sectors in India (<xref ref-type="bibr" rid="B52">Shyam et&#xa0;al., 2017</xref>) and the Philippines (<xref ref-type="bibr" rid="B10">Floren, 2003</xref>). Within this context, the future role of shellcraft in marine taxa exploitation, particularly for taxa jointly exploited by other sectors (<xref ref-type="bibr" rid="B28">Kailola, 1995</xref>; <xref ref-type="bibr" rid="B55">Simard et&#xa0;al., 2021</xref>), merits continued monitoring and consideration as part of future development plans supporting greater sustainability within this sector.</p>
<p>Unevenness in quantities at which taxa are utilized is a trait shared with curio sectors (<xref ref-type="bibr" rid="B16">G&#xf6;ssling et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B8">Dias et&#xa0;al., 2011</xref>). As previously mentioned, market feedback likely influences which taxa are utilized, and this would also apply to their quantities (<xref ref-type="bibr" rid="B15">Gibbons and Remaneva, 2011</xref>). Unlike curios, where taxa are generally traded as individuals (i.e., whole shells or equivalent), a single shellcraft can represent multiple taxa in unequal proportions (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). For example, greater quantities of smaller taxa (e.g., <italic>Mauritia arabica</italic>) is required to produce an equivalent number of shell beads to those obtained from larger taxa (e.g., <italic>Atrina vexillum</italic>) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). This aspect of a taxon&#x2019;s utility, combined with market feedback, are necessary considerations in explaining the unevenness in quantities utilized. Additionally, the reduced quantities at which larger taxa were utilized could be related to their scarcity (<xref ref-type="bibr" rid="B8">Dias et&#xa0;al., 2011</xref>). Many of the larger taxa utilized for shellcraft are presumably less abundant (<xref ref-type="bibr" rid="B70">White et&#xa0;al., 2007</xref>) and have histories of exploitation for subsistence (<xref ref-type="bibr" rid="B62">Swadling, 1994</xref>; <xref ref-type="bibr" rid="B28">Kailola, 1995</xref>) or other commercial activities (<xref ref-type="bibr" rid="B56">Simard et&#xa0;al., 2022</xref>). Without knowledge of current population trends, there is potential for current quantities, particularly for larger taxa of known importance (e.g., <italic>Pinctada margaritifera, Pinctada maxima</italic>, <italic>Pteria penguin</italic>, <italic>Rochia nilotica</italic>; <xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>), to underestimate the demand for these species. An expansion of regional aquaculture activities could address supply limitations by providing a renewable source of shell material and should also be considered as part of future development plans for this sector.</p>
<sec id="s4_1">
<title>Implications for monitoring shellcraft sectors</title>
<p>An absence of information pertaining to taxa utilized within shellcraft sectors, particularly those reliant on artisanal fisheries (<xref ref-type="bibr" rid="B28">Kailola, 1995</xref>; <xref ref-type="bibr" rid="B72">Wood and Wells, 1995</xref>; <xref ref-type="bibr" rid="B8">Dias et&#xa0;al., 2011</xref>), begets value in discussing how the approach taken in our study can be adapted for monitoring shellcraft sectors more broadly. Past studies with a single-species (<xref ref-type="bibr" rid="B31">Kinch and Burgess, 2009</xref>) or socio-economic focus (<xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>) greatly understated the composition of taxa utilized within the shellcraft sector of the Tigak Islands. Thus, dedicated study on fisheries-dependent shellcraft sectors seems necessary to canvass diversity in its entirety.</p>
<p>Interviewing artisan households was an effective approach to obtaining information on the diversity of taxa utilized within the shellcraft sector of the Tigak Islands as it overcame challenges of geographic scale. Interviewing fishers directly, as opposed to artisan households, would have required a far greater investment in terms of both the number of interviews required and geographic scale over which interviews were conducted. Artisan households obtained taxa from more than 30 locations, up to 417&#xa0;km away, indicating a dispersal of fishing effort, with monitoring further complicated by the fact that multiple fishers at each location may supply these taxa. A dispersal of fishing effort around a central hub of artisanal activity (either production or sales) is a common aspect of shellcraft sectors as, for example, artisans in Tuvalu, the Philippines, and Indonesia have been reported to source marine taxa from as far as 100, 400, and 500&#xa0;km away, respectively (<xref ref-type="bibr" rid="B65">Tiraa-Passfield, 1996</xref>; <xref ref-type="bibr" rid="B10">Floren, 2003</xref>; <xref ref-type="bibr" rid="B42">Nijman et&#xa0;al., 2015</xref>). Identifying and targeting these hubs of activity is a recommended approach for monitoring the diversity of taxa utilized within shellcraft sectors, where fishing is potentially extended over a broad geographic scale and across a range of habitats.</p>
<p>Whilst artisan households among the Tigak Islands were highly concentrated, facilitating interviews, this may not be the case with other sectors. Our results suggest that a large proportional composition of taxa utilized can be identified even without sampling all households. Randomly sampling a quarter of households (<italic>n</italic> = 9) was predicted to identify around 80% of the composition utilized within the sector, which increased to 90% when involving half the households (<italic>n</italic> = 18). Given the positive association between the number of households utilizing a particular taxon and the quantity utilized within the sector, a subset of all households should help identify the more heavily exploited taxa in addition to those utilized by a large proportion of artisans. Thus, a reasonable account of both composition and relative quantities at which taxa are utilized is likely to be obtained even if not all participants within a sector can be interviewed.</p>
</sec>
<sec id="s4_2">
<title>Relevance for future development plans</title>
<p>Tourism is widely perceived as a central element of development among island nations of the Indo-Pacific (<xref ref-type="bibr" rid="B6">Connell and Rugendyke, 2008</xref>; <xref ref-type="bibr" rid="B5">Connell, 2018</xref>) and, through the purchase of souvenirs, tourism and shellcraft sectors are intrinsically linked (<xref ref-type="bibr" rid="B4">Chand et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B36">Militz et&#xa0;al., 2021</xref>). Prior to the COVID-19 pandemic, tourism expanded rapidly throughout the Indo-Pacific (<xref ref-type="bibr" rid="B66">UNWTO, 2022a</xref>). At many coastal destinations, including Madagascar (<xref ref-type="bibr" rid="B15">Gibbons and Remaneva, 2011</xref>), Fiji (<xref ref-type="bibr" rid="B4">Chand et&#xa0;al., 2014</xref>), and Brazil (<xref ref-type="bibr" rid="B8">Dias et&#xa0;al., 2011</xref>), growth in tourism coincided with increasing demand for shellcrafts and, in the case of PNG, local expansion of shellcraft (<xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>). Detrimental impacts, such as overfishing of utilized taxa, could arise from such expansion (e.g., <xref ref-type="bibr" rid="B8">Dias et&#xa0;al, 2011</xref>). The cessation of tourism attributed to COVID-19 (<xref ref-type="bibr" rid="B67">UNWTO, 2022b</xref>) has allowed critical reconsideration of tourism-related development and provides opportunities to accelerate transformation towards more sustainable approaches (<xref ref-type="bibr" rid="B5">Connell, 2018</xref>; <xref ref-type="bibr" rid="B17">G&#xf6;ssling et&#xa0;al., 2020</xref>). Such opportunities could include implementing community-based resource management, expanding marine aquaculture activities, and strengthening existing governance as part of future development plans supporting greater sustainability within shellcraft sectors.</p>
<p>Within PNG, the existing top-down governance framework for managing fisheries is unlikely to sufficiently mitigate overexploitation of most taxa utilized within shellcraft sectors. Attempts to match resource extraction with productivity through a combination of government-imposed output and technical control measures have a high failure rate at a community level (<xref ref-type="bibr" rid="B71">Wilson et&#xa0;al., 1994</xref>) and are largely impractical for shellcraft sectors given the broad composition of taxa for which limited biological data are available (<xref ref-type="bibr" rid="B28">Kailola, 1995</xref>; <xref ref-type="bibr" rid="B8">Dias et&#xa0;al., 2011</xref>). Whilst existing regulations prevent harvesting &#x2018;sedentary&#x2019; taxa (<italic>viz.</italic> 93.2% of taxa utilized) at night with aid of a torch and establish size restrictions for some species (<italic>Pinctada margaritifera Pinctada maxima</italic>, <italic>Rochia nilotica</italic>, and <italic>Turbo marmoratus</italic>), national and provincial governments often lack adequate funding and personnel for enforcement at a community level (<xref ref-type="bibr" rid="B18">Govan, 2015</xref>). Given such challenges, an alternative management framework, such as community-based, centrally governed, and co-managed marine protected areas (MPAs) (<xref ref-type="bibr" rid="B57">Smallhorn-West et&#xa0;al., 2019</xref>), are more likely to yield positive ecological and socio-economic impacts within shellcraft sectors. While poaching aggression and a lack of compliance have limited the effectiveness of MPAs for high-value taxa in PNG (<xref ref-type="bibr" rid="B21">Hair et&#xa0;al., 2020</xref>), most of the taxa utilized for shellcraft have negligible value as an unworked resource (<xref ref-type="bibr" rid="B28">Kailola, 1995</xref>). No-take MPAs appear particularly well-suited for shellcraft sectors, because most positive ecological impacts are associated with rapid recovery of benthic invertebrates following reduced fishing efforts (<xref ref-type="bibr" rid="B64">Thaman et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B57">Smallhorn-West et&#xa0;al., 2019</xref>). Targeting intertidal and subtidal benthic habitats, specifically, during MPA establishment would best ensure recovery of a large proportion of taxa utilized by artisans.</p>
<p>In addition to community-based resource management, an expansion of aquaculture activities could offer a renewable source of shell material while simultaneously creating additional income-generating opportunities. Several nations, such Fiji, Tanzania, and Tonga, already benefit from community-based farming of pearl oysters to provide a sustainable supply of shell and opportunity for additional income through pearl culture (<xref ref-type="bibr" rid="B60">Southgate et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B26">Jiddawi, 2008</xref>; <xref ref-type="bibr" rid="B13">Fr&#xf6;cklin et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B27">Johnston et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B59">Southgate et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B50">Saucedo et&#xa0;al., 2022</xref>). Whilst similar developments existed in PNG (<xref ref-type="bibr" rid="B14">George, 1978</xref>), production has greatly diminished in recent years (<xref ref-type="bibr" rid="B56">Simard et&#xa0;al., 2022</xref>) with current operations of marginal relevance to shellcraft sectors. For example, current operations are limited to the production of <italic>Pinctada maxima</italic> in Milne Bay Province (IPA 2021), to which the shellcraft sector of the Tigak Islands had no direct links (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Establishing linkage between shellcraft sectors and existing aquaculture operations should be seen as a priority given that shellcraft can generate 5-10 times more income than the export of unprocessed shell (<xref ref-type="bibr" rid="B12">Friedman et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>). Beyond this, reinvigorating community-based aquaculture in areas presently producing shellcrafts should be considered, given the apparent importance of pearl oysters within shellcraft sectors (<xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>).</p>
<p>Studies have shown that marine taxa threatened with overexploitation, such as Antipathidae, Cheloniidae, and Nautilidae, are heavily trafficked as curios and shellcrafts (<xref ref-type="bibr" rid="B42">Nijman et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B41">Nijman and Lee, 2016</xref>; <xref ref-type="bibr" rid="B40">Nijman, 2019</xref>). Our study found all these taxa utilized within the shellcraft sector of the Tigak Islands. Papua New Guinea, as a Party to the Convention on International Trade in Endangered Species (CITES) since 1976, has acknowledged that international cooperation is essential for the protection of these taxa and is committed to ensuring their utilization is compatible with their survival. Under CITES regulations, transport of shellcrafts comprised of Antipathidae, Cheloniidae, or Nautilidae out of PNG requires a government-issued export permit. Despite this, such regulations have a history of being minimally promoted or policed, as evident from items containing <italic>Eretmochelys imbricata</italic> being offered for sale within Jackson&#x2019;s International Airport in Port Moresby (<xref ref-type="bibr" rid="B31">Kinch and Burgess, 2009</xref>). Current quantities of Antipathidae, Cheloniidae, and Nautilidae leaving PNG as shellcrafts are unclear, although conservative estimates can be made by examining their utilization within shellcraft sectors. In our study, an estimated 899 shells of Nautilidae, 55 carapaces of Cheloniidae, and 97 colonies of Antipathidae were utilized annually. For Nautilidae, current utilization represents no imminent threat to their survival as the shellcraft sector of the Tigak Islands exclusively utilized drift shells collected from intertidal benthic habitats (<xref ref-type="bibr" rid="B28">Kailola, 1995</xref>; <xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>). Similarly, with Cheloniidae, scutes and carapaces used in shellcraft are mainly obtained from subsistence or opportunistic catches (<xref ref-type="bibr" rid="B31">Kinch and Burgess, 2009</xref>) with the quantity utilized comparatively low compared to other areas of PNG. For example, annual utilization across all households among the Tigak Islands was roughly half that reportedly utilized by a single household based at Hula village, Central Province (<xref ref-type="bibr" rid="B31">Kinch and Burgess, 2009</xref>). Given the relatively small quantities utilized for shellcraft, draconian measures to reduce utilization of these taxa within the sector would seem unnecessary. Rather, educating consumers, particularly foreign tourists (<xref ref-type="bibr" rid="B36">Militz et&#xa0;al., 2021</xref>), retailers, and relevant authorities would greatly strengthen existing governance to protect these taxa against unregulated international trade. Routine monitoring of shellcraft sectors would also help to detect a change in practices (such as targeted fishing of Nautilidae spp.; <xref ref-type="bibr" rid="B9">Dunstan et&#xa0;al., 2011</xref>) that may present a potential threat to the sustainability of both these taxa and the sectors they support.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusion">
<title>Conclusion</title>
<p>For a fisheries-dependent shellcraft sector, our study demonstrated how data collection through structured household interviews was an effective approach to obtaining sector-specific information at a local scale. Information pertaining to marine taxa utilization within a shellcraft sector of PNG revealed a greater diversity, in terms of both composition and quantities, than previously reported. Knowledge generated on the taxa utilized, their quantities, source habitats, and geographic scales of exploitation can now provide a basis for developing greater sustainability within shellcraft sectors across the Indo-Pacific by informing community-based resource management, further developing of marine aquaculture, and existing governance arrangements. Given the socio-economic benefits that shellcraft provides to coastal communities of developing island nations (<xref ref-type="bibr" rid="B65">Tiraa-Passfield, 1996</xref>; <xref ref-type="bibr" rid="B4">Chand et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B2">Barclay et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Fr&#xf6;cklin et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B54">Simard et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B59">Southgate et&#xa0;al., 2019</xref>), further research on social, economic, and ecological links of this livelihood activity is warranted.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving human participants were reviewed and approved by University of the Sunshine Coast&#x2019;s Human Research Ethics Committee. The participants provided their informed consent to participate in this study.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>All authors contributed to the conception of the project, read manuscript revisions, and approved the submitted version. NSMS collected data and performed statistical analysis with TAM. NSMS wrote the manuscript with support from TAM, JK, and PCS.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>This study was supported by the Australian Centre for International Agriculture Research (ACIAR) and the National Fisheries Authority (NFA) of Papua New Guinea within ACIAR Projects FIS/2014/060 and FIS/2019/122 led by PCS at the University of the Sunshine Coast.</p>
</sec>
<sec id="s10" sec-type="acknowledgment">
<title>Acknowledgments</title>
<p>For facilitating interactions with artisans and accessing research sites we thankfully acknowledge Michael Mangun as community chairman of the Nusa Islands as well as staff at the National Fisheries Authority Nago Island Mariculture and Research Facility. We appreciate all of the valuable comments from the two reviewers.</p>
</sec>
<sec id="s11" sec-type="COI-statement">
<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 id="s12" sec-type="disclaimer">
<title>Publisher&#x2019;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>
<sec id="s13" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2022.1074996/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2022.1074996/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
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<title>References</title>
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