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<journal-id journal-id-type="publisher-id">Front. Environ. Econ.</journal-id>
<journal-title>Frontiers in Environmental Economics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Environ. Econ.</abbrev-journal-title>
<issn pub-type="epub">2813-2823</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/frevc.2023.1234249</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Environmental Economics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Assessment of social demand for environmental and cultural heritage preservation: evidence from a discrete choice experiment in Tunisia</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Missaoui</surname> <given-names>Sameh</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2322472/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Rahmani</surname> <given-names>Djamel</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1097671/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Thabet</surname> <given-names>Chokri</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Fe&#x000E1;s</surname> <given-names>Jacobo</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2390417/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>G&#x000ED;l</surname> <given-names>Jos&#x000E9; Mar&#x000ED;a</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/995087/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Akaichi</surname> <given-names>Faical</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/994974/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Centro de Recerca en Economia i Desenvolupament Agroalimentari (CREDA), Universidad Polit&#x000E9;cnica de Catalu&#x000F1;a (UPC), Parc Mediterrani de la Tecnologia</institution>, <addr-line>Barcelona</addr-line>, <country>Spain</country></aff>
<aff id="aff2"><sup>2</sup><institution>Higher Institute of Agriculture of Chott Mariem, University of Sousse</institution>, <addr-line>Sousse</addr-line>, <country>Tunisia</country></aff>
<aff id="aff3"><sup>3</sup><institution>Facultade de Administraci&#x000F3;n e Direcci&#x000F3;n de Empresas - USC, Universidade de Santiago de Compostela</institution>, <addr-line>Lugo</addr-line>, <country>Spain</country></aff>
<aff id="aff4"><sup>4</sup><institution>Scotland&#x00027;s Rural College (SRUC)</institution>, <addr-line>Scotland</addr-line>, <country>United Kingdom</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Aroon Parshotam, Cleanwaters NZ Ltd., New Zealand</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Samir Sayadi, Andalusian Institute for Research and Training in Agriculture, Fisheries, Food and Ecological Production (IFAPA), Spain; Jos&#x000E9; Luis CruZ, Instituto Madrile&#x000F1;o de Investigaci&#x000F3;n y Desarrollo Rural, Agrario y Alimentario, Spain</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Sameh Missaoui <email>sameh.missaoui&#x00040;upc.edu</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>10</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>2</volume>
<elocation-id>1234249</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>06</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>08</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2023 Missaoui, Rahmani, Thabet, Fe&#x000E1;s, G&#x000ED;l and Akaichi.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Missaoui, Rahmani, Thabet, Fe&#x000E1;s, G&#x000ED;l and Akaichi</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>Weighing cultural legacies is crucial to better understand the opportunity costs of lagoon restoration. It may be necessary for local populations whose wellbeing and culture are closely linked to heritage. This paper investigates the preferences and willingness to pay (WTP) of local fishermen for contributing to the restoration of the Bizerte lagoon (Tunisia, North Africa) and the management of the <italic>Manzel Abderrahmen</italic> harbor through the implementation of the <italic>EcoPact</italic> project. For this purpose, a discrete choice experiment (DCE) survey was conducted in the port with 50 local fishers. The results of this work represent a particular contribution to the literature as they offer a different perspective on the willingness to pay for the benefits of Cultural Bequest. <italic>Manzel Abderrahmen</italic> fishermen view &#x0201C;port organization&#x0201D; as an economic, cultural, and recreational attribute that drives their choices. The fishermen showed their willingness to accept all the taxes mentioned in the questionnaire and to increase the actual tax (9%) up to 13% over 5 years to complete the design of their port. This suggests that decision-makers should be aware of the omitted legacy values that could influence subsequent decision-making.</p></abstract>
<kwd-group>
<kwd>fishers&#x00027; preferences</kwd>
<kwd>willingness to pay</kwd>
<kwd>choice experiment</kwd>
<kwd>port cultural legacies</kwd>
<kwd>lagoon restoration</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="5"/>
<equation-count count="5"/>
<ref-count count="49"/>
<page-count count="11"/>
<word-count count="8675"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Energy Economics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1. Introduction</title>
<p>The economic values of ecosystem services must be assigned once people understand how needs and wants are affected by changes in those services (Doherty et al., <xref ref-type="bibr" rid="B16">2014</xref>). Marine ecosystems also provide a variety of ecological benefits that can be directly or indirectly converted into economic goods and services for humans (Remoundou et al., <xref ref-type="bibr" rid="B41">2015</xref>); for example, lagoons provide protein, raw materials, natural heritage, and tourism recreation (Mart&#x000ED;nez-Paz et al., <xref ref-type="bibr" rid="B28">2013</xref>). So, avoiding its degradation needs concrete answers based on socio-ecological economics (Molinos-Senante et al., <xref ref-type="bibr" rid="B32">2012</xref>). Recent investigations are giving more and more importance to cultural legacies when assessing ecosystem services. In another word, weighing cultural legacies is crucial to better understand the opportunity costs of lagoon restoration. It may be necessary for local populations whose wellbeing and culture are closely linked to heritage.</p>
<p>As defined by Millennium Ecosystem Services [Millennium Ecosystem Assessment (Program, MES), <xref ref-type="bibr" rid="B31">2005</xref>], cultural heritage refers to &#x0201C;a particular building or structure, archaeological site, natural landscape&#x0201D; from which people can derive &#x0201C;spiritual enrichment, cognitive development...&#x0201D; and cultural significance. Since then, many studies have recently highlighted that cultural heritage has a direct impact on both social and local economic activities (Legg et al., <xref ref-type="bibr" rid="B27">2020</xref>), and if there are no public interventions, there is a high potential risk of &#x0201C;disappearance&#x0201D; (Dur&#x000E1;n et al., <xref ref-type="bibr" rid="B18">2015</xref>). Cheng et al. (<xref ref-type="bibr" rid="B13">2019</xref>) reported that ecosystem service (ES) benefits are linked to bequest and aesthetic values. However, the cultural values of the legacy associated with these ecosystems remain hardly explored in the literature (Wright and Eppink, <xref ref-type="bibr" rid="B49">2016</xref>). For example, in the case of marine and maritime ecosystems, trade-offs that incorporate cultural legacy values provide an essential lever to understand the opportunity costs of lagoon restoration better and may be relevant to local populations whose wellbeing and culture are closely linked to heritage (Oleson et al., <xref ref-type="bibr" rid="B37">2015</xref>).</p>
<p>In this context, the fishing communities of Bizerte (North of Tunisia), more specifically those of <italic>Manzel Abderrahmen</italic>, develop a unique relationship with their port and the lagoon. For fishers, the port and the lagoon do not represent only numbers related to production and incomes. Rather, they are &#x0201C;<italic>a cultural and historical heritage that they inherited from their ancestors and that represents a status in both economies from which they derive their income and heritage, which creates in them a sense of belonging and a desire to preserve it for fear of losing it,&#x0201D;</italic> according to the president of the Fishermen&#x00027;s Guild. Consequently, it is an essential part of the fishermen&#x00027;s identity formation and history (Dur&#x000E1;n et al., <xref ref-type="bibr" rid="B18">2015</xref>).</p>
<p>Both the lagoon and the port of <italic>Manzel Abderrahmen</italic> are characterized by contributing to Tunisia&#x00027;s GDP (income from fish and aquaculture) and providing protein derived from fish products. Therefore, the lagoon is vulnerable to pollution from human activities, including industrialization, agriculture and climate change. This vulnerability is reflected in the input of many types of organic, inorganic, and nutrient pollutants that, when in excess, especially nitrate and phosphate, lead to eutrophication of marine ecosystems (Owa, <xref ref-type="bibr" rid="B38">2014</xref>).</p>
<p>According to our review of the existing literature in Bizerte, no study has attempted to assess the socio-economic losses of fishermen (food safety and food security of local fishing communities) in the Bizerte lagoon due to pollution and to appreciate the cultural heritage values associated with the port. Therefore, it is crucial to investigate the fishermen&#x00027;s perception on their port and lagoon. Thus, to achieve the objectives of the present research, we conducted a discrete choice experiment (DCE) with subsample of 50 fishermen from a total population of 147<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref> fishermen (APIP,<xref ref-type="fn" rid="fn0002"><sup>2</sup></xref> 2020) in <italic>Manzel Abderrahmen</italic> port from October to November 2021.</p>
<p>The results of this work are a particular contribution to the literature as they offer a different perspective on the willingness to pay for cultural heritage benefits in a developing country in northern Africa and how CES can influence their intentions to support the public environmental restoration of the projects. This paper addresses these questions, analyzing the local fishing community&#x00027;s preferences and willingness to pay to enhance their wellbeing through their lagoon and port using a Discrete Choice Experiment (DCE). This study aims to (i) assess fishermen&#x00027;s willingness to contribute to the improvement of the lagoon through the implementation of the <italic>EcoPact</italic> project.<xref ref-type="fn" rid="fn0003"><sup>3</sup></xref>; (ii) assess fishermen&#x00027;s demand for legacy services provided by their port; (iii) measure how a heritage attribute can influence the WTP and the importance of being included in economic valuations; (iv) provide policymakers with a clear vision for a better implementation of the <italic>EcoPact</italic> project and be aware of omitted legacy values that could influence subsequent decision making.</p>
<p>To achieve the objectives of the present study we made and tried to answer the following questions:</p>
<list list-type="bullet">
<list-item><p>Is the port organization more critical to fishers than biodiversity? (Q1)</p></list-item>
<list-item><p>Are taxes limiting factors of fishers&#x00027; willingness to pay? (Q2)</p></list-item>
<list-item><p>Are fishers sensitive to the tax, or whatever the tax to pay, they will opt to improve the actual situation (production, biodiversity, port organization and water quality)? (Q3)</p></list-item>
<list-item><p>Have fishers environmentally friendly beliefs? (Q4)</p></list-item>
</list>
<p>This paper is organized as follows. The next section presents our methodology to determine social willingness to participate in improving port management and lagoon restoration. Section 3 reports the most relevant results and the key findings of this research. The final section provides a list of key discussions and recommendations for policymakers.</p></sec>
<sec id="s2">
<title>2. Methods</title>
<sec>
<title>2.1. Studied area</title>
<p>The present study is situated in Bizerte lagoon, located in northern Tunisia, which covers an area of about 150 km<sup>2</sup>. This watershed is connected to the Mediterranean Sea by an 8.5 km long straight channel and to Lake Ichkeul (110 km<sup>2</sup>) by Tinja stream (Agbekpornu et al., <xref ref-type="bibr" rid="B2">2014</xref>), as shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. These studied streams are bounded by industrial, urban, domestic, and agricultural effluents (Toumi et al., <xref ref-type="bibr" rid="B46">2019</xref>). Bizerte lagoon<xref ref-type="fn" rid="fn0004"><sup>4</sup></xref> represents one of the most productive poles in the north of Tunisia as it contributes to the country&#x00027;s GDP through fishery products, aquaculture, shellfish farming and industrial activities [Direction G&#x000E9;n&#x000E9;rale de la P&#x000EA;che et d&#x00027;Aquaculture (DGPA), <xref ref-type="bibr" rid="B15">2020</xref>]. However, even that, the region is nowadays suffering consequences of the misuse of the lagoon.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Geographic localization of Bizerte lagoon (Source: Toumi et al., <xref ref-type="bibr" rid="B46">2019</xref>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frevc-02-1234249-g0001.tif"/>
</fig>
<p>Since 1960, numerous industries have been located near this lagoon. Nutrients and toxic compounds from these industries, agricultural and domestic sources, and untreated sewage cause severe water quality degradation problems, invasive species, and eutrophication (Ben Garali et al., <xref ref-type="bibr" rid="B7">2011</xref>). These different pollution sources also negatively impact fisheries (Nunes et al., <xref ref-type="bibr" rid="B34">2015</xref>). As a result, much of the literature on the Bizerte lagoon has focused on highlighting the primary nutrients and multiple contaminants resulting from pollution (B&#x000E9;jaoui et al., <xref ref-type="bibr" rid="B6">2008</xref>; Ben Salem et al., <xref ref-type="bibr" rid="B9">2017</xref>, <xref ref-type="bibr" rid="B8">2019</xref>) and assessing their impact on the mechanisms and characteristics of the lagoon, especially on severe environmental and anthropogenic changes (Afli et al., <xref ref-type="bibr" rid="B1">2009</xref>; Toumi et al., <xref ref-type="bibr" rid="B46">2019</xref>).</p>
<p>As for the port, it is located inside the Bizerte lagoon, 5 km from <italic>Manzel Jemil</italic> and 4 km from Bizerte [Direction G&#x000E9;n&#x000E9;rale de la P&#x000EA;che et d&#x00027;Aquaculture (DGPA), <xref ref-type="bibr" rid="B15">2020</xref>], as it is shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. This port was built in 1968 and was the subject of an extension works partially completed in 1995, and its design is planned to be completed through the project.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Manzel Abderrahm&#x000E8;n &#x0201C;ports&#x0201D; geographic localization [Source: Direction G&#x000E9;n&#x000E9;rale de la P&#x000EA;che et d&#x00027;Aquaculture (DGPA), <xref ref-type="bibr" rid="B14">2018</xref>].</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frevc-02-1234249-g0002.tif"/>
</fig>
<p>Within the framework of the Euro-Mediterranean, Tunisian authorities implemented the <italic>EcoPact</italic><xref ref-type="fn" rid="fn0005"><sup>5</sup></xref> program to restore the region&#x00027;s environmental and socio-economic situation. The decontamination of the lagoon and the extension of the port of <italic>Manzel Abderrahmen are</italic> two of the main objectives of this program.</p>
<p>According to the <italic>Statistical</italic><xref ref-type="fn" rid="fn0006"><sup>6</sup></xref> <italic>yearbook of the Tunisian Ministry of Agriculture published by Observatoire National de l&#x00027;Agriculture (ONAGRI) (</italic><xref ref-type="bibr" rid="B35"><italic>2020</italic></xref><italic>)</italic>, the port of <italic>Manzel Abderrahmen</italic><xref ref-type="fn" rid="fn0007"><sup>7</sup></xref> represents one of the most productive ports in Bizerte. It contributes up to 38% to Bizerte&#x00027;s fishery and shellfish farming sectors. This production decreased by about 40% between 2008 and 2019 (from 169 tones in 2008 to 67 tones in 2019) [Direction G&#x000E9;n&#x000E9;rale de la P&#x000EA;che et d&#x00027;Aquaculture (DGPA), <xref ref-type="bibr" rid="B14">2018</xref>]. This decrease in production is mainly due to the decline in fishery stock products in the lagoon and the extinction of certain species as a result of the high level of pollution of this lagoon (e.g., an increase in water temperature, an increase of dissolved oxygen rate, presence of nutrients and heavy metals, wild-harmful algae, a change in the biochemical composition of water, and change in the quality of water) (Barhoumi, <xref ref-type="bibr" rid="B4">2014</xref>).</p>
<p>In this context, the values of wetland and marine ecosystem restoration have been largely discussed through economic valuations (Birol et al., <xref ref-type="bibr" rid="B10">2006</xref>; Wattage and Mardle, <xref ref-type="bibr" rid="B48">2008</xref>; Beharry-Borg and Scarpa, <xref ref-type="bibr" rid="B5">2010</xref>; Wang et al., <xref ref-type="bibr" rid="B47">2013</xref>; Tan et al., <xref ref-type="bibr" rid="B45">2018</xref>; Duijndam et al., <xref ref-type="bibr" rid="B17">2020</xref>). In the case of fishers, several studies have used the choice experiment method to carry out the willingness to pay of fishers worldwide and to value the damage caused by pollution around marine ecosystems. For instance, Agbekpornu et al. (<xref ref-type="bibr" rid="B2">2014</xref>) elicited the willingness to pay of artisanal fisheries in Ghana to participate in an insurance scheme of certain risks (Health insurance, Motor vehicle&#x02026;). Goncuoglu Bodur et al. (<xref ref-type="bibr" rid="B19">2017</xref>) analyzed the sustainable use of fisheries in the Lake of Marmara, Turkey. Mulatu et al. (<xref ref-type="bibr" rid="B33">2018</xref>) carried out a choice experiment to analyze the preferences of the fishing community for an ecosystem-based fisheries management alternative&#x00027; for Lake Naivasha, located in Kenya. Smyth et al. (<xref ref-type="bibr" rid="B44">2009</xref>), Agimass and Mekonnen (<xref ref-type="bibr" rid="B3">2011</xref>), Perni et al. (<xref ref-type="bibr" rid="B39">2011</xref>), and Lee et al. (<xref ref-type="bibr" rid="B26">2014</xref>) used a Discrete choice Experiment study (DCE) to determine fishermen&#x00027;s preferences for changes in ecological wellbeing.</p>
<p>Regarding the assessment of fishers&#x00027; social demand for cultural heritage and because of the low availability of data for cultural ecosystem services (CES) assessments, researchers have been investigating evaluation methods of CES for decades, and many studies were dedicated to assessing bequest values related to marine ecosystems. For example, Oleson et al. (<xref ref-type="bibr" rid="B37">2015</xref>) conducted a meta-analysis to highlight different methods that can be used to evaluate CES. The reliability and validity of economic valuation studies related to cultural heritage can be criticized because values may vary from one place to another and depend on the valuation methods used.</p>
</sec>
<sec>
<title>2.2. Designing the survey and the choice experiment</title>
<p>This study is largely based on a recent preference study guide published by Johnston et al. (<xref ref-type="bibr" rid="B24">2017</xref>), which derives best practice recommendations for a successful preference study. We assessed fishermen&#x00027; interest in supporting public environmental projects to improve their wellbeing by combining two research methods: qualitative (deep interviews and focus groups) and quantitative (surveys) methods.</p>
<sec>
<title>2.1.1. Interviews</title>
<p>Interviews were conducted with stakeholders, including citizens, factories, fishermen, administrations and associations, to get their perspective on the situation in Bizerte and better understand the lagoon&#x00027;s state. For this purpose, several visits (December 2019&#x02013;January 2020) were carried out, and each stakeholder was asked verbatim questions to identify the populations most affected by the pollution and their expectations from the project. Questions were focused on their environmental attitudes toward the situation of the lagoon (transparency/color of water, gas emissions from industries, smell, visibility) and their social perception of the lagoon itself (what it represents to them?).</p></sec>
<sec>
<title>2.1.2. Survey</title>
<p>The data were collected using a choice experiment-based survey. The survey consisted of a discrete choice task and a questionnaire. Respondents were successively provided 12 choice cards in the discrete choice task. Each choice card included three different alternatives. The first two alternatives showed the harbor and the lagoon with different levels of improvement, and the third alternative represented the &#x0201C;Status quo&#x0201D; alternative. All the alternatives (including the status quo) were described and displayed in a precise, understandable, and interpretable form to ensure bias-free estimation. Respondents were informed about the questionnaire&#x00027;s objective and that their responses would be anonymized. They were asked to state their preferences for one of the alternatives presented in each choice set.</p>
<p>The questionnaire consisted of three sections. The first section was used to collect information about respondents&#x00027; socio-demographic characteristics such as age, origin, number of people under their control, production/day, household income and education level. The second section asked for information about the working conditions in the port. We also collected information on fishermen&#x00027;s perceptions of the current situation (environmental status and port organization), whether they have noticed a decrease in fishery production and types of fishery products, and whether they have heard about the restoration of the lagoon and the implementation of the <italic>EcoPact</italic>. The third section is designed to collect information on fishermen&#x00027;s attitudes toward the environment and their confidence in the government&#x00027;s decisions to improve their situation. The last section of the survey was dedicated to the DCE.</p></sec>
<sec>
<title>2.1.3. Survey development and implementation</title>
<p>The design of this questionnaire was based on an extensive research based on a literature review and the opinions of experts and stakeholders in the face-to-face interviews. Stakeholders, mainly fishermen, were asked to comment on a list of benefits the project would bring. Based on these data and existing literature, we selected the most essential benefits to use as attributes in our survey.</p>
<p>Each target interviewee was debriefed about the questionnaire&#x00027;s conception and objective with a verbatim explanation of each question. They were also informed that this questionnaire will be anonymous and that they will never be individually identifiable.</p>
<p>In order to prepare fishermen for the face-to-face survey, regional delegates for fishing contributed to the diffusion of the survey. We described the questionnaire using a language that is understandable and accurate to respondents. In other words, the survey was written in French and explained to fishermen in the current Arabic language to better understand it, especially for those without an education level.</p>
<p>Face-to-face surveys were conducted with 50 fishermen from October to November 2021 to elicit <italic>Manzel Abderrahmen</italic> fishers&#x00027; preferences for the port extension and Bizerte lagoon restoration. According to Reed Johnson et al. (<xref ref-type="bibr" rid="B40">2013</xref>), face-to-face surveys tend to facilitate the baseline conditions, the mechanism of changes and the change itself; the interviewer can control the questions and use visual aids.</p></sec>
<sec>
<title>2.1.4. Experimental design and choice task development</title>
<p>The alternatives presented in the choice task are described in terms of five attributes: two environmental attributes (biodiversity and water quality) and three social attributes (annual fisheries production, port organization, and taxes) to reflect the benefits that may accrue if the lagoon is restored and the port organization is improved, and the additional cost that fishermen may incur to get those benefits.</p>
<p>Four attributes (annual production, biodiversity, water quality and taxes) have four levels each, and the attribute port organization has two levels. See <xref ref-type="table" rid="T1">Table 1</xref> for a description of the attributes&#x00027; levels. Given all the attributes&#x00027; levels, a full factorial design of 512 alternatives can be generated. Since using the full factorial design would be time-consuming and cognitively challenging for respondents, a partial factorial design was used. In particular, a D-efficient design of 12 choice sets was generated using the software Ngene.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Description of attributes.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th valign="top" align="left"><bold>Attributes</bold></th>
<th valign="top" align="left"><bold>Codification in the model</bold></th>
<th valign="top" align="left"><bold>Levels (from Lowest to highest level)</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Water quality</td>
<td valign="top" align="left">WQ1 (reference level), Water_2, Water_3, Water_4</td>
<td valign="top" align="left">1. Slight improvement in water clarity, nasty odor, abundance of harmful algae<break/>2. Slight improvement in water clarity and odor with reduced abundance of harmful algae<break/>3. Water moderately clear, smell moderately disappeared, harmful algae notably disappeared<break/>4. Good water clarity, no harmful algae, no smell</td>
</tr>
<tr>
<td valign="top" align="left">Biodiversity</td>
<td valign="top" align="left">BIODIV_1 (reference level), BIODIV_2, BIODIV_3, BIODIV_4</td>
<td valign="top" align="left">1. Biodiversity slightly improved with the non-valorization of invasive species<break/>2. Biodiversity moderately improved with the non-valorization of invasive species<break/>3. Notable existence of missing species and valorization of some invasive species<break/>4. Existence of all missing species and full valuation of invasive species</td>
</tr>
<tr>
<td valign="top" align="left">Total annual production (tons/year)</td>
<td valign="top" align="left">TOTAL_PR</td>
<td valign="top" align="left">76T, 90T, 124T, 164T</td>
</tr>
<tr>
<td valign="top" align="left">Port organization</td>
<td valign="top" align="left">PORT1 (reference level), PORT2</td>
<td valign="top" align="left"><inline-graphic xlink:href="frevc-02-1234249-i0001.tif"/></td>
</tr>
<tr>
<td valign="top" align="left">Tax (% per fishery &#x0201C;products&#x0201D; capture bill) Period: 5 years</td>
<td valign="top" align="left">TAX</td>
<td valign="top" align="left">10%, 11%, 12%, 13%</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In each choice set, fishermen were asked to choose between three alternatives: two program modalities and status quo. Each program modality represents a level of improvement over the current situation (i.e., the status quo). The status quo alternative was added to the choice set to make the DCE more realistic. The selection of these attributes was primarily justified based on existing literature on fishermen&#x00027;s and citizens&#x00027; willingness to pay for remediation of marine ecosystem pollution damage, as well as on a qualitative information collected via a focus group with stakeholders and face to face interviews with seven fishermen conducted 2 weeks (in October 2021) before the final version of the survey was prepared.</p>
<p>According to the focus group, port management and organization are key attributes. This attribute was represented by two designs downloaded from the project&#x00027;s plausibility study to help fishermen understand the final management of the port (PORT1, PORT2). The two designs have one thing in common: the tail of the port (east side) will be completed, but they differ in the area devoted to port services such as toilets, installation of the police office, and fishing guard. We suspected this attribute was essential to them because the harbor represented a sense of belonging. Therefore, according to Dur&#x000E1;n et al. (<xref ref-type="bibr" rid="B18">2015</xref>), analyzing the impact of preserving maritime and fishing heritage in this region may allow a better understanding of the interaction between social wellbeing and economic maritime activities.</p>
<p>We initially attempted to apply these imprecise levels of &#x0201C;High, Medium, and Low&#x0201D; to each attribute unless they were unique and readily identifiable. However, after a pretest, we proceeded to establish other levels that could make the consequences of benefits to fishermen more explicit. We also learned from the information collected during the pretest that fishermen&#x00027;s willingness to pay also depends on the water quality of the lagoon (defined as from low to high): Water_1 (reference level), Water_2, Water_3, Water_4) and biodiversity (BIODIV_1 (reference level), BIODIV_2, BIODIV_3, BIODIV_4). In this context, Birol et al. (<xref ref-type="bibr" rid="B10">2006</xref>) and Tan et al. (<xref ref-type="bibr" rid="B45">2018</xref>) used water quality and biodiversity to assess respondents&#x00027; willingness to pay for sustainable wetland management. Water quality is scaled by the degree of water clarity and transparency, while biodiversity is scaled by the degree of species diversity of fish, algae, and marine plants. The fourth attribute is the total annual production of fishery products (TOTAL_PR). It was defined regarding the production achieved in recent years before the lagoon became too polluted. The fifth attribute is monetary (TAX). The level of attribute TAX was selected after consultation with fishermen through open-ended questions and focus groups. The attribute TAX refers to the tax fishermen must pay per invoice for fishing products caught.</p>
<p>Given its importance in determining whether or not the estimates of values and preference parameters with efficiency yield an unbiased statistical target, we created a D-efficient design (Rose and Bliemer, <xref ref-type="bibr" rid="B42">2009</xref>) by combining these attributes and their levels using the Ngene software (Hensher et al., <xref ref-type="bibr" rid="B22">2015</xref>) to model 12 choice sets. According to Hoyos (<xref ref-type="bibr" rid="B23">2010</xref>), the advantage of the efficient design is that it helps develop an experimental design when the required sample size is small. To compare the statistical efficiency of the different designs/outputs of Ngene, the preferred measure in the literature is the D-error. We chose the design with the lowest D-error value (Rose and Bliemer, <xref ref-type="bibr" rid="B42">2009</xref>), in our case 0.25. We also included a separate sheet with clearer cards and levels to better explain the attributes (Carlsson et al., <xref ref-type="bibr" rid="B12">2010</xref>) to reduce hypothesized biases within the choice sets (Carlsson et al., <xref ref-type="bibr" rid="B11">2003</xref>). An example of a choice set is shown in <xref ref-type="table" rid="T2">Table 2</xref>.</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Example of choice sets.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th/>
<th valign="top" align="left"><bold>Option 1</bold></th>
<th valign="top" align="left"><bold>Option 2</bold></th>
<th valign="top" align="left"><bold>Current situation</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Biodiversity</td>
<td valign="top" align="left">Notable existence of missing species and valorization of certain invasive species</td>
<td valign="top" align="left">Existence of all missing species and full valuation of invasive species</td>
<td valign="top" align="left">Degradation of the biodiversity and abundancy of invasive species</td>
</tr>
<tr>
<td valign="top" align="left">Port organization</td>
<td valign="top" align="left"><inline-graphic xlink:href="frevc-02-1234249-i0002.tif"/></td>
<td valign="top" align="left"><inline-graphic xlink:href="frevc-02-1234249-i0003.tif"/></td>
<td valign="top" align="left"><inline-graphic xlink:href="frevc-02-1234249-i0004.tif"/></td>
</tr>
<tr>
<td valign="top" align="left">Water quality</td>
<td valign="top" align="left">Slight improvement in water quality, existence smell with an abundance of harmful algae</td>
<td valign="top" align="left">Water moderately clear, smell moderately disappeared, harmful algae notably disappeared</td>
<td valign="top" align="left">Uncleared water, excessive harmful algae, smell noticeable</td>
</tr>
<tr>
<td valign="top" align="left">Total annual production (T/year)</td>
<td valign="top" align="left">76</td>
<td valign="top" align="left">124</td>
<td valign="top" align="left">69</td>
</tr>
<tr>
<td valign="top" align="left">Tax (% per bill)</td>
<td valign="top" align="left">11</td>
<td valign="top" align="left">13</td>
<td valign="top" align="left">9</td>
</tr>
<tr>
<td valign="top" align="left">Choice</td>
<td valign="top" align="left">I choose option 1</td>
<td valign="top" align="left">I choose option 2</td>
<td valign="top" align="left">I would not choose any of the two options</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec>
<title>2.2. Data analysis</title>
<p>The collected choice data were analyzed within a random utility framework (McFadden, <xref ref-type="bibr" rid="B29">1973</xref>). Thus, an individual <italic>n</italic> presented with <italic>j</italic> alternatives/scenarios in a choice set <italic>t</italic> is expected to choose the alternative that maximizes his/her utility. Following Lancaster&#x00027;s theory of value (Lancaster, <xref ref-type="bibr" rid="B25">1966</xref>), the utility that an individual <italic>n</italic> derives from consuming a product/service is the sum of his/her marginal utility for each one of the product&#x00027;s attributes. Consequently, if a sample of <italic>N</italic> individuals are presented with <italic>T</italic> choice sets of <italic>J</italic> alternatives each, individual <italic>n</italic>&#x00027;s utility (<italic>U</italic><sub><italic>jn</italic></sub>) takes the form:</p>
<disp-formula id="E1"><label>(1)</label><mml:math id="M1"><mml:mtable class="eqnarray" columnalign="left"><mml:mtr><mml:mtd><mml:msub><mml:mrow><mml:mi>U</mml:mi></mml:mrow><mml:mrow><mml:mi>j</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mtext>&#x000A0;</mml:mtext><mml:mo>=</mml:mo><mml:mtext>&#x000A0;</mml:mtext><mml:msub><mml:mrow><mml:mi>V</mml:mi></mml:mrow><mml:mrow><mml:mi>n</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub><mml:mtext>&#x000A0;</mml:mtext><mml:mo>&#x0002B;</mml:mo><mml:mtext>&#x000A0;</mml:mtext><mml:msub><mml:mrow><mml:mi>&#x003B5;</mml:mi></mml:mrow><mml:mrow><mml:mi>n</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>
<p>where <italic>V</italic><sub><italic>nj</italic></sub> is the deterministic (observed) component and &#x003B5;<sub><italic>nj</italic></sub> is the random (unobserved) component. &#x003B5;<sub><italic>nj</italic></sub> are assumed to be independent and identically distributed.</p>
<p>Assuming that the deterministic component is linear-in-parameter, Eq. (1) can be written as:</p>
<disp-formula id="E2"><label>(2)</label><mml:math id="M2"><mml:mtable class="eqnarray" columnalign="left"><mml:mtr><mml:mtd><mml:msub><mml:mrow><mml:mi>U</mml:mi></mml:mrow><mml:mrow><mml:mi>n</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mi>&#x003B2;</mml:mi><mml:msub><mml:mrow><mml:mi>X</mml:mi></mml:mrow><mml:mrow><mml:mi>n</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub><mml:mo>&#x0002B;</mml:mo><mml:msub><mml:mrow><mml:mi>&#x003B5;</mml:mi></mml:mrow><mml:mrow><mml:mi>n</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>
<p>where &#x003B2; denotes the vector of unknown utility parameters. In this study, <italic>X</italic><sub><italic>nj</italic></sub> represents the following levels of attributes: BIODIV_2, BIODIV_3, BIODIV_4, Water_2, Water_3, Water_4, TAX, TOTAL_PR, PORT_2. The variables BIODIV_2, BIODIV_3, BIODIV_4, Water_2, Water_3, Water_4, and PORT_2 are coded as dummy variables. The variables TAX and TOTAL_PR are continuous variables. The coding is described in <xref ref-type="table" rid="T3">Table 3</xref>. The levels BIODIV_1, Water_1, and PORT_1 were dropped from the estimation to avoid the problem of perfect multicollinearity. They are also used as reference levels when interpreting the estimated parameters. The preferences for the status quo are captured by the dummy variable ASC_SQ (see <xref ref-type="table" rid="T3">Table 3</xref> for a description of all the variables used in the estimation of the choice model).</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Description of variable considered in the choice analysis.</p></caption>
<table frame="box" rules="all">
<tbody>
<tr>
<td valign="top" align="left">BIODIV_2</td>
<td valign="top" align="left">Is coded as 1 if the biodiversity level is &#x0201C;Slight improvement in water clarity and odor with reduced abundance of harmful algae,&#x0201D; and 0 otherwise</td>
</tr>
<tr>
<td valign="top" align="left">BIODIV_3</td>
<td valign="top" align="left">Is coded as 1 if the biodiversity level is &#x0201C;moderately improved with the non-valorization of invasive species,&#x0201D; and 0 otherwise</td>
</tr>
<tr>
<td valign="top" align="left">BIODIV_4</td>
<td valign="top" align="left">Is coded as 1 if the biodiversity level is &#x0201C;Notable existence of missing species and valorization of some invasive species,&#x0201D; and 0 otherwise</td>
</tr>
<tr>
<td valign="top" align="left">Water_2</td>
<td valign="top" align="left">Is coded as 1 if the water level is &#x0201C;Slight improvement in water clarity and odor with reduced abundance of harmful algae,&#x0201D; and 0 otherwise</td>
</tr>
<tr>
<td valign="top" align="left">Water_3</td>
<td valign="top" align="left">Is coded as 1 if the water level is &#x0201C;Water moderately clear, smell moderately disappeared, harmful algae notably disappeared,&#x0201D; and 0 otherwise</td>
</tr>
<tr>
<td valign="top" align="left">Water_4</td>
<td valign="top" align="left">Is coded as 1 if the water level is &#x0201C;Good water clarity, no harmful algae, no smell,&#x0201D; and 0 otherwise</td>
</tr>
<tr>
<td valign="top" align="left">PORT_2</td>
<td valign="top" align="left">Is coded as 1 if port organization is &#x0201C;the tail of the port (east side) is completed, rehabilitation of the port by setting up a special center of National Guard, building toilets, rehabilitating the ice supply plant,&#x0201D; and 0 otherwise</td>
</tr>
<tr>
<td valign="top" align="left">Tax</td>
<td valign="top" align="left">Is a continuous variable that takes the value of 10%, 11%, 12%, or 13%</td>
</tr>
<tr>
<td valign="top" align="left">TOTAL_PR</td>
<td valign="top" align="left">Is a continuous variable that takes the value of 76T, 90T, 124T, 164T</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>A conditional logit model (McFadden, <xref ref-type="bibr" rid="B30">1974</xref>) was used to estimate the utility parameters &#x003B2;. In the conditional logit model (CL), the stochastic error term &#x003B5;<sub><italic>nj</italic></sub> in Eq. 2 is specified as an extreme value distribution of type 1 that is independently and identically distributed so that the probability that a person n chooses alternative <italic>j</italic> from <italic>h</italic> alternatives can be expressed in this form:</p>
<disp-formula id="E3"><label>(3)</label><mml:math id="M3"><mml:mtable columnalign='left'><mml:mtr columnalign='left'><mml:mtd columnalign='left'><mml:mrow><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub><mml:mo stretchy='false'>(</mml:mo><mml:mi>&#x003B2;</mml:mi><mml:mo stretchy='false'>)</mml:mo><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:mi>e</mml:mi><mml:mi>x</mml:mi><mml:mi>p</mml:mi><mml:mo stretchy='false'>(</mml:mo><mml:mi>&#x003B2;</mml:mi><mml:msub><mml:mi>X</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub><mml:mo stretchy='false'>)</mml:mo></mml:mrow><mml:mrow><mml:mstyle displaystyle='true'><mml:msubsup><mml:mo>&#x02211;</mml:mo><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mi>h</mml:mi></mml:msubsup><mml:mrow><mml:mi>e</mml:mi><mml:mi>x</mml:mi><mml:mi>p</mml:mi><mml:mo stretchy='false'>(</mml:mo><mml:mi>&#x003B2;</mml:mi><mml:msub><mml:mi>X</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub><mml:mo stretchy='false'>)</mml:mo></mml:mrow></mml:mstyle></mml:mrow></mml:mfrac></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>
<p>With the standard assumptions that systematic utility is linear in parameters, the CL can be estimated by finding the values of the &#x003B2;s that maximize the log-likelihood function shown below:</p>
<disp-formula id="E4"><label>(4)</label><mml:math id="M4"><mml:mtable class="eqnarray" columnalign="left"><mml:mtr><mml:mtd><mml:mi>L</mml:mi><mml:mi>n</mml:mi><mml:mtext>&#x000A0;</mml:mtext><mml:mi>L</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:munderover accentunder="false" accent="false"><mml:mrow><mml:mo>&#x02211;</mml:mo></mml:mrow><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mrow><mml:mi>N</mml:mi></mml:mrow></mml:munderover></mml:mstyle><mml:mtext>&#x000A0;</mml:mtext><mml:mstyle displaystyle="true"><mml:munderover accentunder="false" accent="false"><mml:mrow><mml:mo>&#x02211;</mml:mo></mml:mrow><mml:mrow><mml:mi>j</mml:mi><mml:mi>&#x003F5;</mml:mi><mml:mi>T</mml:mi></mml:mrow><mml:mrow><mml:mtext>&#x000A0;</mml:mtext></mml:mrow></mml:munderover></mml:mstyle><mml:msub><mml:mrow><mml:mi>Y</mml:mi></mml:mrow><mml:mrow><mml:mi>n</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo class="qopname">ln</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:msub><mml:mrow><mml:mi>P</mml:mi></mml:mrow><mml:mrow><mml:mi>n</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:munderover accentunder="false" accent="false"><mml:mrow><mml:mo>&#x02211;</mml:mo></mml:mrow><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mrow><mml:mi>N</mml:mi></mml:mrow></mml:munderover></mml:mstyle><mml:mtext>&#x000A0;</mml:mtext><mml:mstyle displaystyle="true"><mml:munder class="msub"><mml:mrow><mml:mo>&#x02211;</mml:mo></mml:mrow><mml:mrow><mml:mi>j</mml:mi><mml:mo>&#x02208;</mml:mo><mml:mi>T</mml:mi></mml:mrow></mml:munder></mml:mstyle><mml:msub><mml:mrow><mml:mi>Y</mml:mi></mml:mrow><mml:mrow><mml:mi>n</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo stretchy="true">(</mml:mo><mml:mrow><mml:mtext>&#x000A0;</mml:mtext><mml:mi>&#x003B2;</mml:mi><mml:msub><mml:mrow><mml:mi>X</mml:mi></mml:mrow><mml:mrow><mml:mi>n</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:mi>l</mml:mi><mml:mi>n</mml:mi><mml:mstyle displaystyle="true"><mml:munder class="msub"><mml:mrow><mml:mo>&#x02211;</mml:mo></mml:mrow><mml:mrow><mml:mi>j</mml:mi><mml:mo>&#x02208;</mml:mo><mml:mi>T</mml:mi></mml:mrow></mml:munder></mml:mstyle><mml:mi>e</mml:mi><mml:mi>x</mml:mi><mml:mi>p</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mtext>&#x000A0;</mml:mtext><mml:mi>&#x003B2;</mml:mi><mml:msub><mml:mrow><mml:mi>X</mml:mi></mml:mrow><mml:mrow><mml:mi>n</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mo stretchy="true">)</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>
<p>where <italic>N</italic> is the total sample size, and <italic>Y</italic><sup><italic>jn</italic></sup> is a choice indicator that takes the value of 1 if individual <italic>n</italic> chooses alternative <italic>j</italic> in the choice set <italic>T</italic>.</p>
<p>The authors assumed that the CL has strong and restrictive assumptions. In particular, it assumes that (1) preferences are homogeneous across respondents, (2) choices are Independent of Irrelevant Alternatives (IIA), and (3) that random components are Independent and Identically Distributed (IID) (McFadden, <xref ref-type="bibr" rid="B30">1974</xref>). This is why authors first tried to estimate the utility parameters using the most flexible choice model: the Random Parameter Logit model (RPL). The RPL allows respondents&#x00027; preferences to be heterogeneous and the assumption of the Independence of Irrelevant Alternatives to be relaxed. Unfortunately, the estimation did not converge. For this reason, authors decided to estimate a CL model. The estimated marginal utilities using the CL are presented in <xref ref-type="table" rid="T5">Table 5</xref>.</p>
</sec>
</sec>
<sec id="s3">
<title>3. Results and discussion</title>
<sec>
<title>3.1. Respondents&#x00027; characteristics and a description of their attitudes</title>
<p>First, the characteristics of the fishermen interviewed are examined. <xref ref-type="table" rid="T4">Table 4</xref> presents descriptive statistics on some socio-demographic characteristics of the sampled respondents. The age average of respondents is 48 years. The average work experience is 27 years which is statistically different from the population average. This questionnaire showed that there is a significant number of fishers whose ages are more than 65 years old.</p>
<table-wrap position="float" id="T4">
<label>Table 4</label>
<caption><p>Descriptive statistics for some socio-economic variables of respondents.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th valign="top" align="left"><bold>Variables</bold></th>
<th valign="top" align="left"><bold>Description</bold></th>
<th valign="top" align="center"><bold>Percentage of sample</bold></th>
<th valign="top" align="center"><bold>Percentage<sup>a</sup> of population</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Age (Mean)</td>
<td valign="top" align="left">Mean</td>
<td valign="top" align="center">48,1</td>
<td valign="top" align="center">44,6</td>
</tr>
<tr>
<td valign="top" align="left">Income (%)</td>
<td valign="top" align="left">Between (1,000&#x02013;1,500)</td>
<td valign="top" align="center">52%</td>
<td valign="top" align="center">67%</td>
</tr>
<tr>
<td valign="top" align="left">Education (%)</td>
<td valign="top" align="left">Expressed by percentage if fisherman education level is primary</td>
<td valign="top" align="center">42%</td>
<td valign="top" align="center">49%</td>
</tr>
<tr>
<td valign="top" align="left">Boat-license</td>
<td valign="top" align="left">Expressed by percentage if fisherman is owner of a boat</td>
<td valign="top" align="center">80%</td>
<td valign="top" align="center">89%</td>
</tr>
<tr>
<td valign="top" align="left">Family size (mean)</td>
<td valign="top" align="left">The number of family members</td>
<td valign="top" align="center">3,72</td>
<td valign="top" align="center">&#x02013;</td>
</tr>
<tr>
<td valign="top" align="left">Origin</td>
<td valign="top" align="left">Expressed by percentage if fisherman origin is <italic>Manzel Abderrahmen</italic></td>
<td valign="top" align="center">80%</td>
<td valign="top" align="center">83%</td>
</tr>
<tr>
<td valign="top" align="left">Experience</td>
<td valign="top" align="left">Years of experience in the field</td>
<td valign="top" align="center">27,35</td>
<td valign="top" align="center">23</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>a</sup>Informations were provided and confirmed by DGPA (Direction G&#x000E9;n&#x000E9;rale de la P&#x000EA;che et d&#x00027;Aquaculture), Manzel Abderrahmen.</p>
</table-wrap-foot>
</table-wrap>
<p>The average monthly income of 52% of the respondents was &#x0003C; 1,500 Tunisian Dinars<xref ref-type="fn" rid="fn0008"><sup>8</sup></xref> (301 euros). According to them, this income is not enough to cover the monthly expenses for the family (family size 3.72 members) and the maintenance of the boat. This may partially explain why 22% of the fishermen revealed to have a second job in addition to fishing. Regarding the respondents&#x00027; connection with fishing, 53.42% had at least one family member working (even if temporarily) in fishing. All of them have a primary and secondary educational level. Three-quarters of fishers are already having a boat license. Furthermore, almost the entire sample is from <italic>Manzel Abderrahmen</italic>.</p>
<p>The fishermen were asked about the reasons they could give to explain the current situation mentioned below. It is interesting to note that all respondents indicated that the industry&#x00027;s unfamiliarity with the environmental standards they must meet and the government&#x00027;s lack of enforcement of laws related to those environmental standards are the main reasons for the deterioration of the lagoon ecosystem, followed by shellfish farming and agriculture. Also, they were debriefed about work conditions in the port and if they were interested in the completion of the port infrastructure. According to them, the port has a direct effect on work conditions and livelihood. The majority expressed their interest in completing the design of the port because it lacks several basic facilities such as toilets, potable water, and electricity.</p>
</sec>
<sec>
<title>3.2. Respondents&#x00027; preferences</title>
<p>As mentioned by Birol et al. (<xref ref-type="bibr" rid="B10">2006</xref>), &#x003C1;<sup>2</sup> in CL models is equivalent to <italic>R</italic><sup>2</sup> in a typical linear regression analysis. According to Hensher and Johnson (<xref ref-type="bibr" rid="B21">1981</xref>), values of &#x003C1;<sup>2</sup> between 0.2 and 0.4 are considered a good fit. In our case, &#x003C1;<sup>2</sup> = 0.4. The results show that the level of port organization (POR_2) is the only significant attribute level in this study. All the other levels of attributes are insignificant. This means, among others, that fishermen would be indifferent between paying tax rates 10%, 11%, 12%, or 13% for the maintenance of the lagoons and harbors (<xref ref-type="table" rid="T5">Table 5</xref>). This result answered the <italic>o</italic>f the present research which suggest to see whether fishermen are sensitive to the tax vector mentioned in the survey.</p>
<table-wrap position="float" id="T5">
<label>Table 5</label>
<caption><p>Results from the estimation of the CL model: respondents&#x00027; preferences.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th valign="top" align="left"><bold>Parameters</bold></th>
<th valign="top" align="center"><bold>Coefficients</bold></th>
<th valign="top" align="center"><bold>SE</bold></th>
<th valign="top" align="center"><bold><italic>Z</italic></bold></th>
<th valign="top" align="center"><bold>Prob</bold>.</th>
</tr>
<tr>
<th/>
<th/>
<th/>
<th/>
<th valign="top" align="center"><bold><italic>z</italic>|&#x0003E;<italic>Z</italic><sup>&#x0002A;</sup></bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">BIODIV_2</td>
<td valign="top" align="center">0.03594</td>
<td valign="top" align="center">0.08879</td>
<td valign="top" align="center">0.40</td>
<td valign="top" align="center">0.6856</td>
</tr>
<tr>
<td valign="top" align="left">BIODIV_3</td>
<td valign="top" align="center">0.12231</td>
<td valign="top" align="center">0.10204</td>
<td valign="top" align="center">1.20</td>
<td valign="top" align="center">0.2307</td>
</tr>
<tr>
<td valign="top" align="left">BIODIV_4</td>
<td valign="top" align="center">0.17611</td>
<td valign="top" align="center">0.15078</td>
<td valign="top" align="center">1.17</td>
<td valign="top" align="center">0.2428</td>
</tr>
<tr>
<td valign="top" align="left">Water_2</td>
<td valign="top" align="center">0.00470</td>
<td valign="top" align="center">0.09805</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">0.9617</td>
</tr>
<tr>
<td valign="top" align="left">Water_3</td>
<td valign="top" align="center">0.06487</td>
<td valign="top" align="center">0.11014</td>
<td valign="top" align="center">0.59</td>
<td valign="top" align="center">0.5559</td>
</tr>
<tr>
<td valign="top" align="left">Water_4</td>
<td valign="top" align="center">0.10735</td>
<td valign="top" align="center">0.15487</td>
<td valign="top" align="center">0.69</td>
<td valign="top" align="center">0.4882</td>
</tr>
<tr>
<td valign="top" align="left">TAX</td>
<td valign="top" align="center">0.01977</td>
<td valign="top" align="center">0.21312</td>
<td valign="top" align="center">0.21312</td>
<td valign="top" align="center">0.9261</td>
</tr>
<tr>
<td valign="top" align="left">TOTAL_PR</td>
<td valign="top" align="center">0.00379</td>
<td valign="top" align="center">0.00322</td>
<td valign="top" align="center">0.00322</td>
<td valign="top" align="center">0.2388</td>
</tr>
<tr>
<td valign="top" align="left">PORT_2</td>
<td valign="top" align="center">0.20888<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.05212</td>
<td valign="top" align="center">0.05212</td>
<td valign="top" align="center">0.0001</td>
</tr>
<tr>
<td valign="top" align="left">ASC_SQ</td>
<td valign="top" align="center">&#x02212;0.82408</td>
<td valign="top" align="center">2.54155</td>
<td valign="top" align="center">254.155</td>
<td valign="top" align="center">0.7458</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>&#x0002A;&#x0002A;&#x0002A;</sup>, <sup>&#x0002A;&#x0002A;</sup>, <sup>&#x0002A;</sup> Significance at 1%, 5%, 10% level.</p>
</table-wrap-foot>
</table-wrap>
<p>The results showed that only the port organization is significant, which means that the organization of the port seems to be the most and the only important attribute of the five attributes considered in this study. This finding answers the <italic>o</italic>f the present research about the importance the harbor represents for the fishers. Many studies have looked at the importance that local communities place on legacy values. According to these studies, people develop a unique relationship with sites and ecosystems through interaction with values and tend to manage them because they shape their identity and provide continuity to their culture (Oleson et al., <xref ref-type="bibr" rid="B37">2015</xref>). The port was expected to be the most relevant attribute, as almost the entire sample is from <italic>Manzel Abderrahmen</italic>. So, they are interested in conserving their port. Fishers with a boat license showed their interest in completing the rehabilitation of the port as it would benefit them to protect both their boat and the port.</p>
<p>Several visits to the lagoon took place before conducting the face-to-face survey to better understand the social context of fishers. One of the most important characteristics of the fishermen of <italic>Manzel Abderrahmen</italic> is their deep attachment to the port. For them, the port is not only a source of income but also a cultural heritage that is passed on to the next generation. One of the main points that stood out to them was that, in their opinion, the port belongs to them and not to the government. Two months after, we learned that they have been waiting for the government to intervene to complete managing the port since 1995. The problem is that failure to maintain the port can cause its infrastructure to deteriorate and be lost over time. On the other hand, incomplete planning also affects fishermen. &#x0201C;<italic>We spend the night in the port when it is windy or stormy because we are afraid that the boat will sink, and if that happens, it is costly to repair it.&#x0201D;</italic> explained one of them.</p>
<p>In addition, fishermen went on strike for more than a month in October 2019 to put pressure on governmental authorities to respond to their demands for the completion of port infrastructure. Although they expressed concern about the environment, water quality, and biodiversity in other survey questions, when we asked them to find a compromise between these attributes and the legacy attribute &#x0201C;PORT2,&#x0201D; they prioritized the latter.</p>
<p>To validate these results, we interviewed seven fishermen who participated in the DCE 2 months (January&#x02013;February 2022) after finishing the DCE-based survey to share the results and ask for their feedback. The interview consisted in asking them whether they were or not expecting some of the study findings including the fact that &#x0201C;<italic>fishing community are just interested in conserving the port.&#x0201D;</italic> Six out of seven fishermen agreed with the results. The explanations vary from fisherman to fisherman. For example, one of them explained these results, saying &#x0201C;<italic>We could give importance to the water quality and biodiversity in the lagoon if the port could be completed.&#x0201D;</italic> Another essential factor that can be considered as an explanation for the lack of concern for the environmental attributes is the fact that they are concerned about the factors that can affect their livelihood in the short run: &#x0201C;<italic>We are paying 9% to the APIP, and we do not have the minimum conditions for safe work: potable water, toilets and a safe place to leave our boats without worrying about it. So, we are willing to pay up to 13% to improve port management.&#x0201D;</italic></p>
<p>To understand their sensitivity to the monetary attribute (tax), we also tried to see whether fishers are willing or not to pay more than 13% as a tax to the APIP. They disagreed with the idea and ensured they were willing to pay up to 13%. This result responds to the <italic>o</italic>f the present research regarding the role of taxes as a limiting factor of fishers&#x00027; preferences.</p></sec>
</sec>
<sec id="s4">
<title>4. Conclusion and recommendation</title>
<p>These results reflect the importance that the fishermen of <italic>Manzel Abderrahmen</italic> attach to the port compared to the other services that can be provided directly or indirectly by the lagoon of Bizerte. Insignificant coefficients related to the environment do not mean that they are not aware of the deterioration of the situation in the lagoon; on the contrary, when the fishermen were asked at the beginning of the survey if they noticed species extinction in the lagoon or if the products, they catch are still the same as 10 years ago, or if they are aware of the pollution of the lagoon, the answers showed that they are up to date on what exactly is happening. For example, they gave the names of the species that disappeared, and they described how the color of the water is affected by the pollution (red in summer), how the smell bothers them and how the taste of the fish has changed. Highlighting this point, we responded to the <italic>e</italic>nsuring that they are interesting is the environmental dimension. Therefore, fishermen may prioritize the other attributes if the port organization is improved. In other words, it seems that the marginal utility of the port organization could not be substituted by those of the other attributes (O&#x00027;Garra, <xref ref-type="bibr" rid="B36">2009</xref>) because fishermen, when they are called to trade-off between the levels, prioritize the port as they tend to establish a relationship of trust with the port (O&#x00027;Garra, <xref ref-type="bibr" rid="B36">2009</xref>). Therefore, understanding the importance of legacy values and the value fishermen place on the port organization is critical to whether or not government institutions are appropriately approached (Oleson et al., <xref ref-type="bibr" rid="B37">2015</xref>). Therefore, for an efficient feasibility study, decision-makers need to consider non-use values to ensure a more realistic study [Total Economic Value (TEV) and Cost-Benefit Analysis (CBA)] that considers the environmental and socio-economic dimensions. It is essential to consider social indirect values when analyzing preferences for public challenges as it adjust public estimations for implementing correct measures when implementing public projects.</p>
<p>These results reflect another profile of respondents, who showed their environmentally friendly beliefs. However, when they have to make the trade-off between the environmental and the social dimension, they tend to choose the social dimension, which reflects their identity.</p>
<p>We emphasize that through this exercise, fishermen want to address a message by proposing short-term management measures concerning the organization of the port and its structure to improve the situation.</p>
<p>It is crucial that fishermen feel involved in decisions that affect their environment and that they play an influential role in ensuring the ecosystem&#x00027;s continued existence. The government needs to raise awareness among fishermen by organizing educational events to help them understand environmental responsibility and ensure long-term sustainability.</p>
<p>It&#x00027;s also important to highlight that fishermen believe that regulations exist but they are not applied as they should be. Strengthening awareness-raising actions involving civil society is necessary to ensure a participatory approach and good governance. Authorities (Ministry of Agriculture, APIP, DGPA) must increase the number of visits with fishermen to ensure lateral communication where the fisherman can react and act and vice versa.</p>
<p>These results define a context within a spatial and temporal framework that concerns a well-defined sample chosen according to the objective of this study (according to the project plans).</p>
<p>In the end, comparing these results with results obtained from other studies seems challenging because all contexts, attitudes and beliefs are different. Valued good is different, too.</p>
<p>Therefore, these results remain valid until there will be future studies conducted in Tunisia or another country with a similar context (sample) assessing the preferences of fishermen where there will not be, for example, a problem with the port organization (case of the big port of Zarzouna, for example) to allow fishermen to make trade-off based only on environmental and economic attributes to target his attitudes toward the environment. It is also important to point out that it will be necessary to examine the opinion of people not from <italic>Manzel Abderahmen</italic> to target their attitude and preference toward heritage.</p>
<p>The findings will serve to better understand how social demand for port preservation can mask other interests that may be important but need to be prioritized. We hope that another model study can be conducted in a different context in which the port is managed, and we can then consider its environmental attributes.</p></sec>
<sec id="s5">
<title>5. Limitations of the case study</title>
<p>It is true that stated preference methods and choice experiments in particular, become ensconced in environmental valuations, but particular attention has to be paid to the hypothetical bias (Johnston et al., <xref ref-type="bibr" rid="B24">2017</xref>). Using hypothetical survey methods represents one of the fundamental issues of Choice Experiment (Haghani et al., <xref ref-type="bibr" rid="B20">2021</xref>). Despite being an &#x0201C;undeniable problem and an empirical&#x0201D; when conducting choice experiments, this cannot assume that CE cannot represent the real preferences (Haghani et al., <xref ref-type="bibr" rid="B20">2021</xref>). From a design point of view, we tried to maximize the validity and reliability of the estimated resulting value. As authors, we tried implementing a good survey design to avoid the hypothetical bias in estimates and minimize variability (Haghani et al., <xref ref-type="bibr" rid="B20">2021</xref>). From a survey conduction point of view, we tried to catch the information without influencing fishers&#x00027; responses. According to Rossi et al. (<xref ref-type="bibr" rid="B43">1983</xref>), respondents may overstate their contribution due to interviewer influence, called &#x0201C;Social desirability bias.&#x0201D; They respond in ways they think the interviewer wants to hear or, in some cases, it can be caused by the charity in response as they perceive that charitable giving is a social activity. More attention should be paid when conducting the DCE because the more we identify the source of hypothetical bias, the more we represent real preferences.</p></sec>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The datasets generated and analyzed for this study will be available by authors without reservation.</p></sec>
<sec sec-type="ethics-statement" id="s7">
<title>Ethics statement</title>
<p>Ethical approval was not required for the study involving human participants in accordance with the local legislation and institutional requirements. Written informed consent to participate in this study was not required from the participants in accordance with the national legislation and the institutional requirements. The survey was carried out in compliance with the guidelines of the Tunisian National Authority for Protection of Personal Data (INPDP) and the respondents&#x00027; identities were not documented.</p></sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.</p></sec>
</body>
<back>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>This study has been funded by the Centro de Recerca en Economia i Desenvolupament Agroalimentari (CREDA), Parc Mediterrani de la Tecnologia, Barcelona, Spain.</p>
</sec>
<ack><p>This short text acknowledges the contributions of specific institutions such as the Tunisian National Institute of Sciences and Marine Technologies (INSTM), General Direction of Fishing and Aquaculture (DGPA, Tunisia), and Ports and Fisheries Facilities Agency (APIP, Tunisia) and some specific colleagues that aided the authors&#x00027; efforts.</p>
</ack>
<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="s10">
<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>
<fn-group>
<fn id="fn0001"><p><sup>1</sup><italic>This number represents fishers already having a license to fish in the lagoon (indigenous); clandestine fishermen are not included</italic>.</p></fn>
<fn id="fn0002"><p><sup>2</sup><italic>Declared by APIP : Agence des Ports et des Installations de P&#x000EA;che, Tunisia</italic>.</p></fn>
<fn id="fn0003"><p><sup>3</sup><italic>Tunisian authorities under the frame of Euro-Mediterranean implemented the EcoPact project to enhance the lagoon&#x00027;s socio-economic and environmental situation. Its actions are mainly based on the reduction of industrial pollution, in particular Atmospheric emissions, liquid effluents, and solid waste and the collection and treatment of wastewater following Tunisian standards by implementing a pilot individual sanitation system for scattered dwellings in rural areas and modernizing three of wastewater treatment plants in Bizerte, Manzel-Bourguiba and Mateur in industrial zones. Another action is dedicated to extending the artisanal port Menzel Abderrahm&#x000E8;n in order to reduce exposure to storms and increase its boat accommodation capacity and develop an esplanade to the east of Menzel Abderrahm&#x000E8;n port to improve the lagoon frontage of the region. The EcoPact program link:</italic> <ext-link ext-link-type="uri" xlink:href="http://ecopactbizerte.org">http://ecopactbizerte.org</ext-link></p></fn>
<fn id="fn0004"><p><sup>4</sup><italic>This lagoon contributes in 5.15% in the total national production with 6.14% as production value. According to the Direction G&#x000E9;n&#x000E9;rale de la P&#x000EA;che et d&#x00027;Aquaculture (DGPA) (</italic><xref ref-type="bibr" rid="B14"><italic>2018</italic></xref><italic>), the most species are: Eel, Solea, Lichia amia, Seriola dumerlii, Dicentrarchus labrax, Mugil Cephalus</italic>.</p></fn>
<fn id="fn0005"><p><sup>5</sup><italic>The EcoPact program link:</italic> <ext-link ext-link-type="uri" xlink:href="http://ecopactbizerte.org">http://ecopactbizerte.org</ext-link></p></fn>
<fn id="fn0006"><p><sup>6</sup><ext-link ext-link-type="uri" xlink:href="http://www.onagri.nat.tn/statistiques">http://www.onagri.nat.tn/statistiques</ext-link></p></fn>
<fn id="fn0007"><p><sup>7</sup><italic>Bizerte Fishery production is obtained from eight ports and harbors of landing; the productive ones are Bizerte Port, Cap Zbib Port, Ghar el Melh Port, and Menzel Abderrahmen Port (DGPA, ONAGRI, Statistical yearbook, 2022)</italic>.</p></fn>
<fn id="fn0008"><p><sup>8</sup>1euro = 3.32 Tunisian Dinars (conversion 2023).</p></fn>
</fn-group>
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