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<front>
<journal-meta>
<journal-id journal-id-type="pmc">673</journal-id>
<journal-title-group>
<journal-title specific-use="original" xml:lang="es">Cuadernos de Desarrollo Rural</journal-title>
</journal-title-group>
<issn pub-type="epub">2215-7727</issn>
<publisher>
<publisher-name>Pontificia Universidad Javeriana</publisher-name>
<publisher-loc>
<country>Colombia</country>
<email>revistascientificasjaveriana@gmail.com</email>
</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="art-access-id" specific-use="pmc">6732892002</article-id>
<article-id pub-id-type="doi">https://doi.org/10.11144/Javeriana.cdr23.dsec</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Artículos</subject>
</subj-group>
</article-categories>
<title-group>
<article-title xml:lang="en">Determination of Socio-Economic Characteristics of Enterprises Producing Geographically Marked Çatak Walnuts in the Van Lake Closed Basin of Turkey<sup>
<xref ref-type="fn" rid="fn2">*</xref>
</sup>
</article-title>
<trans-title-group>
<trans-title xml:lang="es">Determinación de las características socioeconómicas de
las empresas productoras de nueces Çatak con denominación de origen geográfica
en la cuenca cerrada del lago de Van, en Turquía</trans-title>
</trans-title-group>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="no">
<contrib-id contrib-id-type="orcid">https://orcid.org/0009-0007-1214-430X</contrib-id>
<name name-style="western">
<surname>Ağaç</surname>
<given-names>Yasin</given-names>
</name>
<xref ref-type="aff" rid="aff1"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-4052-6598</contrib-id>
<name name-style="western">
<surname>Aşkan</surname>
<given-names>Emine</given-names>
</name>
<xref ref-type="corresp" rid="corresp1"><sup>a</sup></xref>
<xref ref-type="aff" rid="aff2"/>
<email>emine.askan@igdir.edu.tr</email>
</contrib>
<contrib contrib-type="author" corresp="no">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-9092-202X</contrib-id>
<name name-style="western">
<surname>Pehluvan</surname>
<given-names>Mücahit</given-names>
</name>
<xref ref-type="aff" rid="aff3"/>
</contrib>
</contrib-group>
<aff id="aff1">
<institution content-type="original">Iğdır University, Institute
of Science</institution>
<institution content-type="orgname">Iğdır University, Institute
of Science</institution>
<country country="TR">Turquía</country>
</aff>
<aff id="aff2">
<institution content-type="original">Iğdır University, Faculty of
Agriculture, Department of Agricultural Economics</institution>
<institution content-type="orgname">Iğdır University, Faculty of
Agriculture, Department of Agricultural Economics</institution>
<country country="TR">Turquía</country>
</aff>
<aff id="aff3">
<institution content-type="original">Iğdır University, Faculty of
Agriculture, Department of Horticulture</institution>
<institution content-type="orgname">Iğdır University, Faculty of
Agriculture, Department of Horticulture</institution>
<country country="TR">Turquía</country>
</aff>
<author-notes>
<corresp id="corresp1">
<email>ªCorrespondence
author. E-mail: emine.askan@igdir.edu.tr</email>
</corresp>
</author-notes>
<pub-date pub-type="epub-ppub">
<season>January-December</season>
<year>2026</year>
</pub-date>
<volume>23</volume>
<history>
<date date-type="received" publication-format="dd mes yyyy">
<day>02</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted" publication-format="dd mes yyyy">
<day>30</day>
<month>10</month>
<year>2025</year>
</date>
<date date-type="pub" publication-format="dd mes yyyy">
<day>16</day>
<month>04</month>
<year>2026</year>
</date>
</history>
<permissions>
<ali:free_to_read/>
<license xlink:href="https://creativecommons.org/licenses/by/4.0/">
<ali:license_ref>https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>Esta obra está bajo una Licencia Creative Commons Atribución 4.0 Internacional.</license-p>
</license>
</permissions>
<abstract xml:lang="en">
<title>Abstract</title>
<p>This study aims to determine the demographic characteristics of enterprises producing geographically indicated Çatak walnuts grown in Van Province, to identify difficulties related to production activities and to offer solution suggestions. In the study, it was determined that Çatak walnuts were produced in 974 enterprises in an area of ​​438,585 ha in Van Province in 2022. The data obtained from the selected 254 enterprises were analyzed using the probit method in the SPSS package program. According to the research results, 47.00% of the producers were female and 53.00% were male. It was determined that 45.82% of the 15-49 age group, defined as the economically active population of the enterprises, were female and 51.25% were male. In the research, the average land area was determined as 10.96 ha and the average parcel number was determined as 1.30 ha. The average production area of ​​Çatak walnut was determined as 1.12 ha. The production cost of Çatak walnut was calculated as 27.28 ₺/kg (1.57 €/kg). In the study, the marketing margin of Çatak walnut with shell was calculated as 15.00 ₺/kg (0.87 €/kg), and the marketing margin of walnut without shell was calculated as 64.20 ₺/kg (3.70 €/kg). It was determined that walnut production in the region was primitive and unconscious, and it was determined that the establishment of unions and signing contracts with companies to support Çatak walnut production, providing sufficient support for inputs and informing producers about the support provided were important for the sustainability of walnut production.</p>
</abstract>
<trans-abstract xml:lang="es">
<title>Resumen</title>
<p>El objetivo de este estudio es determinar las características demográficas de las empresas productoras de nueces Çatak con indicación geográfica cultivadas en la provincia de Van, identificar las dificultades relacionadas con las actividades de producción y ofrecer sugerencias de solución. En el estudio se determinó que en 2022 se producían nueces Çatak en 974 empresas en una superficie de 438 585 ha en la provincia de Van. Los datos obtenidos de las 254 empresas seleccionadas se analizaron utilizando el método probit en el programa SPSS. Según los resultados de la investigación, el 47,00 % de los productores eran mujeres y el 53,00% hombres. Se determinó que el 45,82 % del grupo de edad de 15 a 49 años, definido como la población económicamente activa de las empresas, eran mujeres y el 51,25% hombres. En la investigación, se determinó que la superficie media de tierra era de 10,96 ha y el número medio de parcelas era de 1,30 ha. La superficie media de producción de nueces de Çatak se determinó en 1,12 ha. El costo de producción de las nueces de Çatak se calculó en 27,28 ₺/kg (1,57 €/kg). En el estudio, el margen de comercialización de la nuez de Çatak con cáscara se calculó en 15,00 ₺/kg (0,87 €/kg), y el margen de comercialización de la nuez sin cáscara se calculó en 64,20 ₺/kg (3,70 €/kg). Se determinó que la producción de nueces en la región era primitiva e inconsciente y que el establecimiento de sindicatos y la firma de contratos con empresas para apoyar la producción de nueces de Çatak, proporcionando suficiente apoyo para los insumos e informando a los productores sobre el apoyo prestado, eran importantes para la sostenibilidad de la producción de nueces.</p>
</trans-abstract>
<kwd-group xml:lang="en">
<title>Keywords</title>
<kwd>Çatak Walnut</kwd>
<kwd>Demographic Characteristics</kwd>
<kwd>Producer Problems</kwd>
<kwd>Rural Development</kwd>
<kwd>Türkiye</kwd>
</kwd-group>
<kwd-group xml:lang="es">
<title>Palabras clave</title>
<kwd>nuez de Çatak</kwd>
<kwd>características demográficas</kwd>
<kwd>problemas de los productores</kwd>
<kwd>desarrollo rural</kwd>
<kwd>Turquía</kwd>
</kwd-group>
<counts>
<fig-count count="8"/>
<table-count count="18"/>
<equation-count count="7"/>
<ref-count count="16"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>How to cite</meta-name>
<meta-value>Ağaç,
Y., Aşkan, E., &amp; Pehluvan, M. (2026). Determination of Socio-Economic Characteristics of
Enterprises Producing Geographically Marked Çatak Walnuts in the Van Lake
Closed Basin of Turkey. <italic>Cuadernos
de Desarrollo Rural,
23</italic>. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.11144/Javeriana.cdr23.dsec">https://doi.org/10.11144/Javeriana.cdr23.dsec</ext-link>
</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec>
<title><bold>Introduction</bold></title>
<p>The rapid growth of the world’s population, droughts caused by global warming, natural disasters and epidemics have once again shown us that agriculture and agricultural products are an indispensable sector. In particular, the droughts of recent years and the export bans on agricultural products imposed by protectionist countries have disrupted access to food and the food supply chain. According to the United Nations (UN) report published in 2023, an average of 735 million people faced hunger in 2022. This situation has increased the importance of sociological structure in terms of sustainability in agricultural production today. In 2022, 933, 036, 949.77 tonnes of fruit were produced on 67,487,008 ha worldwide (<xref ref-type="fig" rid="gf1">Figure 1</xref>).</p>
<p>
<fig id="gf1">
<label>Figure 1. </label>
<caption>
<title>Wold fruit planted area and production amount (2012-2022)</title>
</caption>
<alt-text>Figure 1.  Wold fruit planted area and production amount (2012-2022)</alt-text>
<graphic xlink:href="6732892002_gf2.png" position="anchor" orientation="portrait"/>
<attrib>Source: <xref ref-type="bibr" rid="ref6">FAOSTAT
(2024)</xref>.</attrib>
</fig>
</p>
<p>According to FAO 2024 data, the world’s largest fruit producing country in 2022 was China with 260.2 million tonnes. India ranks second with an annual production of 111.5 million tonnes and Brazil ranks third with an annual production of 41.7 million tonnes. Turkey ranks fourth with an annual production of 25.6 million tonnes (FAOSTAT, 2024). According to the data of the Turkish Statistical Institute (TSI), Turkey remains among the top 5 fruit producing countries in the world with an annual production of around 28.3 million tonnes in 2024 (<xref ref-type="bibr" rid="ref16">TSI, 2024</xref>).</p>
<p>The natural habitat of the walnut tree, a hard-shelled fruit, covers a very wide area, from the Far East to America, Turkey and Europe, due to its high adaptability to ecological conditions.</p>
<p>Walnuts contain many vitamins including thiamine, vitamin B6 and folic acid. In addition to vitamins, it is also rich in iron, zinc, copper, magnesium, phosphorus and potassium. It is the only fruit to contain silver and the rare fruit to contain selenium. Silver is effective in protecting human brain health and learning. Selenium binds with proteins to form selenoproteins, which are important antioxidant enzymes. 100 grams of edible walnuts contain about 14 grams of protein and 65 grams of fat. As most of the protein in walnuts is digestible protein, this increases the value of walnuts in a vegetarian diet (<xref ref-type="bibr" rid="ref17">Vural, 2019</xref>).</p>
<p>In terms of sustainable agriculture, walnut orchards provide economic benefits to the surrounding ecosystems and agricultural activities. In addition, walnut is a fruit that has a wide range of uses compared to other fruits and offers various benefits to individuals. Its nutritional value and high consumer demand make walnut preferred in industrial sectors such as food, furniture and medicine.</p>
<p>Thanks to the diverse geographical and climatic conditions in Anatolia, the native region of the walnut, nearly every area and altitude is suitable for walnut production. According to FAO 2022 data, Turkey produces 8.65% of the world’s walnuts, totaling 335,000 tonnes, ranking 4th globally after China, the USA, and Iran (<xref ref-type="fig" rid="gf2">Figures 2</xref> and <xref ref-type="fig" rid="gf3">3</xref>).</p>
<p>
<fig id="gf2">
<label><bold>Figure 2.</bold></label>
<caption>
<title>World walnut production (tonnes)</title>
</caption>
<alt-text>Figure 2. World walnut production (tonnes)</alt-text>
<graphic xlink:href="6732892002_gf3.png" position="anchor" orientation="portrait"/>
<attrib><bold>Source:</bold> FAOSTAT
(2024).</attrib>
</fig>
</p>
<p>
<fig id="gf3">
<label><bold>Figure 3. </bold></label>
<caption>
<title>Share of countries in the world walnut
Production (%)</title>
</caption>
<alt-text>Figure 3.  Share of countries in the world walnut
Production (%)</alt-text>
<graphic xlink:href="6732892002_gf4.png" position="anchor" orientation="portrait"/>
<attrib><bold>Source:</bold> FAOSTAT (2024).</attrib>
</fig>
</p>
<p>Analysing walnut production in Turkey between 2013 and 2023, the number of fruiting trees will increase by about 257.08%, the number of non-fruiting trees will increase by about 258.88% and the production volume will increase by about 169.70%, while the yield will decrease by about 34% (<xref ref-type="fig" rid="gf4">Figures 4</xref> and <xref ref-type="fig" rid="gf5">5</xref>).</p>
<p>
<fig id="gf4">
<label><bold>Figure 4.</bold></label>
<caption>
<title>Turkey walnut production by years (tonnes)</title>
</caption>
<alt-text>Figure 4. Turkey walnut production by years (tonnes)</alt-text>
<graphic xlink:href="6732892002_gf5.png" position="anchor" orientation="portrait"/>
<attrib><bold>Source:</bold>
<xref ref-type="bibr" rid="ref16">TSI (2024)</xref>.</attrib>
</fig>
</p>
<p>
<fig id="gf5">
<label><bold>Figure 5. </bold></label>
<caption>
<title>Turkey walnut yield by years (kg/tree)</title>
</caption>
<alt-text>Figure 5.  Turkey walnut yield by years (kg/tree)</alt-text>
<graphic xlink:href="6732892002_gf6.png" position="anchor" orientation="portrait"/>
<attrib>Source:
<xref ref-type="bibr" rid="ref16">TSI (2024)</xref>.</attrib>
</fig>
</p>
<p>According to TURKSTAT data from 2023, Kahramanmaraş ranks first in walnut production in Turkey, while Van province ranks 18th in the study area. Van ranks 12th in terms of yield per tree (<xref ref-type="fig" rid="gf6">Figures 6</xref> and <xref ref-type="fig" rid="gf7">7</xref>).</p>
<p>
<fig id="gf6">
<label>Figure 6. </label>
<caption>
<title>Turkey walnut production by provinces (tonnes)</title>
</caption>
<alt-text>Figure 6.  Turkey walnut production by provinces (tonnes)</alt-text>
<graphic xlink:href="6732892002_gf7.png" position="anchor" orientation="portrait"/>
<attrib>Source: <xref ref-type="bibr" rid="ref16">TSI (2024)</xref>.</attrib>
</fig>
</p>
<p>
<fig id="gf7">
<label><bold>Figure 7. </bold></label>
<caption>
<title>Turkey walnut yield by provinces (kg/tree)</title>
</caption>
<alt-text>Figure 7.  Turkey walnut yield by provinces (kg/tree)</alt-text>
<graphic xlink:href="6732892002_gf8.png" position="anchor" orientation="portrait"/>
<attrib>Source: <xref ref-type="bibr" rid="ref16">TSI (2024)</xref>.</attrib>
</fig>
</p>
<p>Walnut is a crop grown both commercially and on small farms. Walnut prices can fluctuate depending on production levels, weather conditions, market demand and economic conditions. Drought, disease or other environmental factors can affect production levels and cause price fluctuations. However, due to global food chain disruptions, there is an increase in walnut planting and reforestation activities both globally and in Turkey, as in the sector as a whole. On 06.08.2021, the Çatak walnut, which was registered by obtaining the designation of origin, takes its name from the Çatak district of Van province. It is also grown in other regions around Van province. This region has suitable climatic conditions for growing walnuts. The Çatak walnut needs cold winters and mild summers. It grows more efficiently in high-altitude and mountainous areas. Çatak walnuts generally have thin shells and this characteristic allows the shells of the walnuts to be easily broken. The inside of the walnut contains high levels of fat and nutrients and is usually large and plump with a sweet flavour profile. The high fat content makes them nutritious and tasty. It is the thinness of the shell and the quality of the kernel that sets them apart from other types of walnut.</p>
<p>The Çatak walnut, which has been protected in Van province with the aim of preventing the loss of biodiversity in terms of sustainable agriculture, is an important source of income, both for the regional economy and for farmers in the Çatak district and surrounding villages. The main purpose of this research is to determine the socio-economic characteristics of the enterprises interested in Çatak walnut cultivation, to try to eliminate the lack of information about the production activity and to make some suggestions regarding the problems encountered.</p>
</sec>
<sec>
<title><bold>Materials and Methods</bold></title>
<sec>
<title><bold>Materials</bold></title>
<sec>
<title><bold><italic>Study Area</italic></bold></title>
<p>The main material of the study consisted of original data collected by questionnaire from walnut farms in Çatak province of Van, which was selected as the research region. Van Province, the research site, is located in the eastern Anatolian region of Turkey, bordering Iran, around Lake Van, from which it takes its name (<xref ref-type="fig" rid="gf8">Figure 8</xref>).</p>
<p>
<fig id="gf8">
<label><bold>Figure 8. </bold></label>
<caption>
<title>Location
of the study area on the map of Turkey (a) and a closer view (b)</title>
</caption>
<alt-text>Figure 8.  Location
of the study area on the map of Turkey (a) and a closer view (b)</alt-text>
<graphic xlink:href="6732892002_gf9.png" position="anchor" orientation="portrait"/>
<attrib><bold>Source: </bold>Own
elaboration.</attrib>
</fig>
</p>
</sec>
</sec>
<sec>
<title><bold>Methods Applied in the Data Evaluation Phase</bold><bold>Methods Applied in the Data Evaluation Phase</bold></title>
<sec>
<title><bold><italic>Determining the Sample Size and the Number of Sampled Enterprises in Districts</italic></bold></title>
<p>The equality used to determine the number of surveys is given in formula 1 (<xref ref-type="bibr" rid="ref15">Topçu 2012</xref>, <xref ref-type="bibr" rid="ref2">Aşkan and Dağdemir 2015</xref>).</p>
<p>
<disp-formula id="e1">
<label>(1)</label>
<graphic xlink:href="6732892002_ee2.png" position="anchor" orientation="portrait"/>
</disp-formula>
</p>
<p>Here;</p>
<p>n = Sample size</p>
<p>S<sup>2</sup> = Standard deviation</p>
<p>Z = The table values for a 90% confidence interval (z = 1.645)</p>
<p>N = Total number of units belongig to the sampling frame</p>
<p>d = Acceptable error (d = X * 0.10)</p>
<p>X = Average land quantity per enterprise</p>
<p>As the Çatak walnut grown in Van and its region is ungrafted and no standard planting norm is applied, it was observed that the number of trees per hectare in each enterprise had a heterogeneous distribution. This led to a change in the standard deviation. When creating the sampling, enterprises between 0.01 and 1.00 hectares were taken into account. Within this scope, 745 enterprises were considered after excluding the points with the lowest and highest values. Among 745 walnut producers active in Van province, sample selection was carried out within a 90% confidence interval and the sample size was determined as 230.</p>
<p>Table 1 shows the survey numbers of enterprises growing walnuts in Van province in 2022. Anticipating that there might be missing or incorrect information in the surveys, the amount of surveys was increased by 10%, making a total of 254 surveys (<xref ref-type="table" rid="gt1">Table 1</xref>).</p>
<p>
<table-wrap id="gt1">
<label>Table 1.</label>
<caption>
<title>The
districts surveyed and the number of surveys</title>
</caption>
<alt-text>Table 1. The
districts surveyed and the number of surveys</alt-text>
<graphic xlink:href="6732892002_gt2.png" position="anchor" orientation="portrait"/>
<attrib>Source: Own
elaboration.</attrib>
</table-wrap>
</p>
</sec>
</sec>
</sec>
<sec>
<title><bold>Methods Applied in the Data Evaluation Phase</bold></title>
<p>The questionnaire forms used in the research aimed to reveal the socio-economic structure of çatak walnut producers. The demographic structure, income status and land status of the producers were analysed in the questionnaire forms. The data were analysed using frequency analysis in SPSS programme. Kruskal-Wallis test was used to analyse the data depending on the variables. The Kruskal-Wallis test is used to determine the significance of the difference between the means of 3 or more groups in groups that do not have a normal distribution. In the analysis, the data values were ranked, rank means were calculated by dividing the rank sums by the group size, and these means were divided and compared.</p>
<p>In the final stage of the research, the factors affecting walnut producers were analysed using an econometric approach. In this evaluation, age, education, social security, occupation and retirement variables were included in the probit model as factors affecting production and income levels. The probit regression analysis method was used to determine the relationships and degree of relationship between socio-economic characteristics.</p>
<p>Since probit analysis is a model used as an alternative to logistic regression to find the effect of one or more explanatory variables on a categorical response variable, both logistic and probit regression analyses are quite similar and the probability estimates obtained are close to each other. Logistic regression analysis uses log odds ratios, while probit uses a cumulative normal distribution, which is essentially the inverse of the cumulative standard normal distribution (<xref ref-type="bibr" rid="ref1">Arı ve Önder, 2012</xref>).</p>
<p>The cumulative distribution function used to estimate the probit model is assumed to be a normal distribution (<xref ref-type="bibr" rid="ref8">Greene, 2003</xref>). The probit model is usually constructed using an unobservable utility index (<xref ref-type="bibr" rid="ref10">Karlı et al., 2006</xref>). The income of Çatak walnut producers was modelled within the framework of the random utility model. Producers have two options, such as having less or more than 5000 ₺ monthly income. This situation can be expressed as follows:</p>
<p>
<disp-formula id="e7">
<label> (2)</label>
<graphic xlink:href="6732892002_ee7.png" position="anchor" orientation="portrait"/>
</disp-formula>
</p>
<p>The utility function is expressed as U(i, mi; x) = V(i, mi; x) + ɛ where V(i, mi; x) is the deterministic part and ɛ is the random part (<xref ref-type="bibr" rid="ref9">Hubbell et al., 2000</xref>; <xref ref-type="bibr" rid="ref13">Qaim and Janvry, 2003</xref>).</p>
<p>The income situation of the producer can partly be expressed in observable terms:</p>
<p>
<disp-formula id="e8">
<label> (3)</label>
<graphic xlink:href="6732892002_ee8.png" position="anchor" orientation="portrait"/>
</disp-formula>
</p>
<p>The systematic part of the benefit can be written as i = 0,1 and α is the marginal propensity to earn:</p>
<p>
<disp-formula id="e9">
<label> (4)</label>
<graphic xlink:href="6732892002_ee9.png" position="anchor" orientation="portrait"/>
</disp-formula>
</p>
<p>The parameter estimates of the equation can be obtained using maximum likelihood with the assumption ε = ε0 - ε1.</p>
<p>When the equations xı β = (xı β1 - xı β0), m = m1 + m0 + P ve ɛ = ɛ0 - ɛ1 are subsituted;</p>
<p>
<disp-formula id="e10">
<label>  (5)</label>
<graphic xlink:href="6732892002_ee10.png" position="anchor" orientation="portrait"/>
</disp-formula>
</p>
<p>Income can be modified in the form of ln(mi) = log ((m1 + P) / m0). Under the assumption that ɛ is independent and identically distributed, income status can be represented by a probit model (<xref ref-type="bibr" rid="ref8">Greene, 2003</xref>).</p>
<p>
<disp-formula id="e3">
<label>(6)</label>
<graphic xlink:href="6732892002_ee3.png" position="anchor" orientation="portrait"/>
</disp-formula>
</p>
<p>ϕ<italic> (t) </italic>is the commonly used notation for a standard normal distribution.Log-likelihood function for probability:</p>
<p>
<disp-formula id="e4">
<label> (7)</label>
<graphic xlink:href="6732892002_ee4.png" position="anchor" orientation="portrait"/>
</disp-formula>
</p>
<p>In the probit model used in the research, the monthly income status of the producer was chosen as the dependent variable. Those with a monthly income of more than ₺5000 are given a value of ‘1’ and those with a monthly income of less than ₺ 5000 are given a value of  ‘0’. The independent variables consist of socio-economic factors (<xref ref-type="table" rid="gt2">Table 2</xref>).</p>
<p>
<table-wrap id="gt2">
<label>Table 2.</label>
<caption>
<title>Definition of variables used in the model</title>
</caption>
<alt-text>Table
2.  Definition of variables used in the model</alt-text>
<graphic xlink:href="6732892002_gt3.png" position="anchor" orientation="portrait"/>
<attrib><bold>Source:</bold> Own elaboration.</attrib>
</table-wrap>
</p>
</sec>
<sec>
<title><bold>Results and Discussion</bold></title>
<sec>
<title><bold>Population and Education Status in Enterprises</bold></title>
<p>The population is an indispensable element of the economy and is the source of labour for agricultural enterprises. Population also affects agricultural production, depending on age, gender and level of education. Socially and economically, the fact that there are more job opportunities in urban centres and the preference for agricultural mechanisation, rather than labour in the production activities of agricultural enterprises has increased internal migration and caused the population to increase in urban areas and decrease in rural areas.</p>
<p>When analysing the gender distribution of the population in the enterprises within the scope of the research, it was found that in Çatak district, 45.60% of the population was female and 54.40% male. In Edremit district, 45.95% were female and 54.05% male; in Gevaş district, 46.92% were female and 53.08% male; in Tuşba district, 41.25% were female and 58.75% male; and in Bahçesaray district, 48.12% were female and 51.88% male. It was found that 47.00% of the average enterprise population in the study region was female and 53.00% was male (<xref ref-type="table" rid="gt3">Table 3</xref>).</p>
<p>
<table-wrap id="gt3">
<label>Table 3.</label>
<caption>
<title>Distribution of the population by sex in
the investigated enterpriese</title>
</caption>
<alt-text>Table 3. Distribution of the population by sex in
the investigated enterpriese</alt-text>
<graphic xlink:href="6732892002_gt4.png" position="anchor" orientation="portrait"/>
</table-wrap>
</p>
<p>According to the survey data, the age group 15-49, which was defined as the economically active population of the enterprises within the scope of the research, had the highest proportion of females and males in the total family population with 45.82% and 51.25% respectively. The +50 age group was in second place with 31.37% female and 33.39% male, followed by the 7-14 age group with 15.40% female and 11.85% male. The 0-6 age group had the lowest rate with 7.41% female and 3.51% male.</p>
<p>Within the economically active population, the fact that the 15-49 age group was almost half of the total population engaged in agricultural activities showed that the research region had an active 15-49 year old labour force (<xref ref-type="table" rid="gt4">Table 4</xref>).</p>
<p>
<table-wrap id="gt4">
<label>Table 4.</label>
<caption>
<title>Distribution of population by age and sex in Çatak walnut
production enterprises</title>
</caption>
<alt-text>Table 4. Distribution of population by age and sex in Çatak walnut
production enterprises</alt-text>
<graphic xlink:href="6732892002_gt5.png" position="anchor" orientation="portrait"/>
<attrib><bold>Source:</bold> Own elaboration.</attrib>
</table-wrap>
</p>
<p>It was expressed as the available labour force in terms of male labour units (MLU)<sup>
<xref ref-type="fn" rid="fn1">1</xref>
</sup> in enterprises. The MLU was calculated to eliminate age and gender differences. In the surveyed enterprises, the average family labour force was calculated as 1.21 MLU for females and 1.88 MLU for males, and 3.09 MLU in total. As the majority of the enterprises were small family enterprises, it was found that the labour requirements of the different production activities in the enterprises were generally covered by the family labour force and there was no foreign labour (<xref ref-type="table" rid="gt5">Table 5</xref>).</p>
<p>
<table-wrap id="gt5">
<label>Table 5.</label>
<caption>
<title>Distribution of the labour force in the enterprises in
relation to the MLU</title>
</caption>
<alt-text>Table 5. Distribution of the labour force in the enterprises in
relation to the MLU</alt-text>
<graphic xlink:href="6732892002_gt6.png" position="anchor" orientation="portrait"/>
<attrib><bold>Source:</bold> Own elaboration.</attrib>
</table-wrap>
</p>
<p>Table 6 shows the educational level of the population aged 6 and over in the surveyed enterprises in the study region. It can be seen that 89.16% of the female population and 93.82% of the male population have at least a diploma. It can also be seen that 8.56% of the female population and 11.35% of the male population in these enterprises have completed primary education. The study found that there was no postgraduate population in the Edremit district (<xref ref-type="table" rid="gt6">Table 6</xref>).</p>
<p>
<table-wrap id="gt6">
<label>Table 6.</label>
<caption>
<title>Educational
status of the population in the enterprises analysed</title>
</caption>
<alt-text>Table 6. Educational
status of the population in the enterprises analysed</alt-text>
<graphic xlink:href="6732892002_gt7.png" position="anchor" orientation="portrait"/>
</table-wrap>
</p>
<p>
<table-wrap id="gt7">
<graphic xlink:href="6732892002_gt8.png" position="anchor" orientation="portrait"/>
<attrib><bold>Source: </bold>Own
elaboration.</attrib>
</table-wrap>
</p>
<p>Information on the social security and occupational groups of the managers involved in walnut cultivation is shown in <xref ref-type="table" rid="gt8">Table 7</xref>. When analysing the average age of the managers involved in walnut cultivation in the study area, it was found that 27.17% of them were in the 15-49 age group and 72.83% were in the 50+ age group. It was found that 18.90% of the managers in the region were illiterate, 23.62% were literate, 29.92% were primary school graduates, 23.62% were secondary and higher school graduates and 3.94% were university graduates. On average, 11.81% of managers were registered with BAG-KUR, 40.16% with Green Card, 39.76% with SSK and 8.27% with Retirement Fund. In addition, it was found that 37.40% of the business owners were only engaged in agriculture, 17.72% were workers, 22.05% were civil servants and 22.83% were pensioners. With the start of public or private sector supported walnut afforestation works for walnut production in Turkey, the demand of investors from different professional groups who are interested in walnut cultivation or who want to create different sources of income is increasing day by day. In similar studies, it was found that 65.13% of walnut farmers in the surveyed farms in Kaman district were aged 45 years and below (<xref ref-type="bibr" rid="ref11">Kızılaslan and Erdemir, 2017</xref>). An another study conducted in the Central Anatolia region, it was found that the average age of farm managers was 43 years and 43% of the operators had high school and higher education, and 95% of those who were active in agricultural production had social security (Bayramoğlu et al., 2014). <xref ref-type="bibr" rid="ref4">Çiftçi and Gökce (2006)</xref> found that the average age of walnut farm managers was 51.30 years and 40.00% of them had social security.</p>
<p>
<table-wrap id="gt8">
<label>Table 7.</label>
<caption>
<title>Characteristics of walnut breeding enterprises</title>
</caption>
<alt-text>Table 7. Characteristics of walnut breeding enterprises</alt-text>
<graphic xlink:href="6732892002_gt9.png" position="anchor" orientation="portrait"/>
<attrib><bold>Source:</bold> Own elaboration.</attrib>
</table-wrap>
</p>
</sec>
<sec>
<title><bold>Results Related to Agricultural Structure</bold></title>
<sec>
<title><bold><italic>Land Distribution and Parcel Status</italic></bold></title>
<p>Land is the basic element of agricultural production. The way the land is used influences the structural organisation. In the study area, 89.99% of the farms’ area was determined as arable land and 10.01% as pasture land. Edremit ranks first with 18.40 ha, followed by Tuşba with 13.51 ha, Çatak with 11.04 ha, Gevaş with 7.16 ha and Bahçesaray with 4.66 ha (<xref ref-type="table" rid="gt9">Table 8</xref>).</p>
<p>54.56% of the agricultural land was irrigated and 35.40% was dry land. Edremit district had 51.09% irrigated and 48.91% dry land, Tuşba had 42.93% irrigated and 43.97% dry land, Çatak had 58.91% irrigated and 23.63% dry land, Gevaş had 83.12% irrigated and 5.16% dry land and Bahçesaray had47.64% irrigated and 36.70% dry land.</p>
<p>The average farm area in the region was found to be 18.40 ha in Edremit, 13.51 ha in Tuşba, 11.05 ha in Çatak, 7.17 ha in Gevaş and 4.66 ha in Bahçesaray. In a study on walnut cultivation, the average irrigated agricultural area of farms in Bitlis province was found to be 5.48 ha and dry agricultural area was found to be 15.15 ha (<xref ref-type="bibr" rid="ref3">Bostan, 2012</xref>).</p>
<p>
<table-wrap id="gt9">
<label>Table 8.</label>
<caption>
<title> Distribution of land according to types in enterprises</title>
</caption>
<alt-text>Table 8.   Distribution of land according to types in enterprises</alt-text>
<graphic xlink:href="6732892002_gt10.png" position="anchor" orientation="portrait"/>
<attrib>Source: Own elaboration.</attrib>
</table-wrap>
</p>
<p>None of the enterprises analysed in the study had any land that was leased or rented out to partners. In the distribution of the farms according to the land saving methods, the status of the field, vineyard, orchard and orchard lands are shown in Table 7. When analysing the distribution of the agricultural land by districts, it can be seen that in Edremit district, which had the largest agricultural land with 18.40 ha, 84.40% of it was field, 15.60% was vineyard /orchard and there was no pasture land in the region. In Tuşba district, out of 13.51 ha of agricultural land, 73.17% was field, 13.76% was vineyard/orchard and 13.07% was pasture. In the district of Çatak, which gives its name to the walnut, 71.65% of the total 11.04 ha of land was field, 8.90% was vineyard/orchard and 19.45% was pasture. Gevaş district had 7.16 ha of land. While 69.77% of this land was field, 18.53% was vineyard/orchard and 11.70% was pasture. In Bahçesaray district with an area of 4.66 ha, 72.22% of the land was field, 12.10% was vineyard/orchards and 15.68% was pasture land.</p>
<p>In the study area, 76.11% of the property land, i.e. an average of 10.96 ha, was made up of field, 13.88% of vineyard/orchard and 10.01% of pasture land (<xref ref-type="table" rid="gt10">Table 9</xref>).</p>
<p>
<table-wrap id="gt10">
<label>Table 9.</label>
<caption>
<title>Utilisation pattern of
enterprise lands</title>
</caption>
<alt-text>Table
9. Utilisation pattern of
enterprise lands</alt-text>
<graphic xlink:href="6732892002_gt11.png" position="anchor" orientation="portrait"/>
<attrib><bold>Source:</bold> Own elaboration.</attrib>
</table-wrap>
</p>
<p>According to the land fragmentation status, the average parcel size of the owned land in the research region was found to be Edremit 2.22 ha, Tuşba 1.78 ha, Çatak 1.16 ha, Gevaş 0.84 ha and Bahçesaray district with 0.52 ha was found to have the lowest parcel size. The average number of parcel of the farms in the study area was found to be 8.58 and the average size of the plots was found to be 1.30 ha (<xref ref-type="table" rid="gt11">Table 10</xref>).</p>
<p>
<table-wrap id="gt11">
<label>Table 10.</label>
<caption>
<title>Average number of
parcels and parcel size of property land in enterprises (ha)</title>
</caption>
<alt-text>Table 10.  Average number of
parcels and parcel size of property land in enterprises (ha)</alt-text>
<graphic xlink:href="6732892002_gt12.png" position="anchor" orientation="portrait"/>
<attrib><bold>Source:</bold> Own elaboration.</attrib>
</table-wrap>
</p>
</sec>
</sec>
<sec>
<title><bold>Utilisation Status of Enterprise Land and Distribution according to Crops Cultivated</bold></title>
<p>The distribution and yields of the crops grown on the land of the farms in the research region are shown in <xref ref-type="table" rid="gt12">Table 11</xref>. It was found that the farms have an average of 8.34 ha of arable land. In this area, alfalfa is the most important crop with a share of 30.66%. This is followed by sainfoin with 23.55%, wheat with 23.22%, barley with 17.52%, beans with 1.52%, maize for silage with 1.46%, sugar beet with 1.42%, potatoes with 0.40% and tomatoes with 0.25%.</p>
<p>In a study carried out in the province of Bitlis, the average area under walnut was 13.53 ha. Wheat is grown on 53.38%, alfalfa on 23.26%, potato on 5.45%, sainfoin on 5.22%, walnut on 4.78%, beet on 3.11%, beans on 2.23% and other crops on 2.57% of this area (<xref ref-type="bibr" rid="ref3">Bostan, 2012</xref>).</p>
<p>
<table-wrap id="gt12">
<label>Table 11.</label>
<caption>
<title>Utilisation
of agricultural land and yield of crops in enterprises (kg/ha)</title>
</caption>
<alt-text>Table
11. Utilisation
of agricultural land and yield of crops in enterprises (kg/ha)</alt-text>
<graphic xlink:href="6732892002_gt13.png" position="anchor" orientation="portrait"/>
<attrib><bold>Source:</bold> Own elaboration.</attrib>
</table-wrap>
</p>
<p>An analysis of the orchard areas in the study area showed that the average area of production was 1.52 ha. Of this area, 1.30 ha was planted with çatak walnut trees, 0.14 ha with apple trees, 0.08 ha with apricot trees, 0.01 ha with pear trees and 0.001 ha with cherry trees (<xref ref-type="table" rid="gt13">Table 12</xref>).</p>
<p>When the farms involved in walnut cultivation were examined in the studies, it was found that walnut trees were present on 0.65 ha of the 13.51 ha area (<xref ref-type="bibr" rid="ref3">Bostan, 2012</xref>).</p>
<p>In the study area, Çatak walnut has the largest area in Edremit district with an area of 2.71 ha, while the number of walnut trees per hectare was 153.70 and the number of fruiting trees was 86.80. In Tuşba district, the total number of trees was 178.30 on an area of 1.35 ha, while the number of fruit-bearing trees was 62.20. In Çatak district, it was found that Çatak walnut was cultivated on an area of 0.88 ha. In Çatak district, the total number of trees per hectare was 169.50 and the number of fruit-bearing trees was 136.00. In Gevaş district, 205.70 trees were planted on an area of 0.78 ha, while the number of fruit-bearing trees was 101.80. In Bahçesaray district, there were 258.60 trees in 0.52 ha area and 173.70 fruit bearing trees. When the average of the study area was examined, the number of fruit bearing trees per hectare of çatak walnut, which grows 193.20 trees in 1.25 ha area, was found to be 112.10 trees (<xref ref-type="table" rid="gt13">Table 12</xref>).</p>
<p>
<table-wrap id="gt13">
<label>Table 12.</label>
<caption>
<title>Utilisation
of vineyard-orchards land in enterprises</title>
</caption>
<alt-text>Table 12.  Utilisation
of vineyard-orchards land in enterprises</alt-text>
<graphic xlink:href="6732892002_gt14.png" position="anchor" orientation="portrait"/>
<attrib><bold>Source:</bold> Own elaboration.</attrib>
</table-wrap>
</p>
</sec>
<sec>
<title><bold>Calculation of Marketing Margin of Çatak Walnut</bold></title>
<p>The places where producers sell their products are shown in table 12. About 23.80% of the producers in the study area reported that they were unable to market their products. The producers stated that they had problems with pricing and marketing due to the lack of walnut crushing and processing plants in the region and the lack of unions or cooperatives. For this reason, producers sell about 39.26% of the products they produce themselves and the remaining 60.74% of the products are sold to retailers (<xref ref-type="table" rid="gt14">Table 13</xref>).</p>
<p>
<table-wrap id="gt14">
<label>Table 13.</label>
<caption>
<title>Distribution of the places where the enterprises sell their
products (%)</title>
</caption>
<alt-text>Table 13.  Distribution of the places where the enterprises sell their
products (%)</alt-text>
<graphic xlink:href="6732892002_gt20.png" position="anchor" orientation="portrait"/>
<attrib><bold>Source: </bold>Own elaboration.</attrib>
</table-wrap>
</p>
<p>Two alternative marketing channels were identified for Çatak walnut produced in the research region.</p>
<p>1. Producer   <inline-graphic xlink:href="6732892002_gi2.png"/>  Consumer</p>
<p>2. Producer  <inline-graphic xlink:href="6732892002_gi3.png"/>    Retailer  <inline-graphic xlink:href="6732892002_gi4.png"/>   Consumer</p>
<p>According to the survey results, the average farmer selling price of in-shell walnuts in 2022 was calculated at 60.00 ₺/kg (3.46 €/kg). The market price of in-shell walnuts in 2022 was found to be 75.00 ₺/kg (4.33 €/kg), while the walnut retailer selling price was calculated to be 195.00 ₺/kg (11.25 €/kg).</p>
<p>Marketing margin of in-sheel walnut;</p>
<p>Marketing margin = 75 - 60 = 15.00 ₺/kg (0,87 €/kg)</p>
<p>Marketing margin of the walnut delivered to the consumer as walnut kernel; one kilogram of walnut kernel was obtained from 2.18 kilograms of shelled walnuts (corresponding to 45.9% yield). Accordingly, the price received by the farmer for the equivalent of one kilogram of walnut kernel (2.18 * 60) is 130.80 ₺ (7.55 €/kg).</p>
<p>Marketing margin of in-kernel walnut;</p>
<p>Marketing margin = 195.00 (11,25 €/kg) - 130.80 (7,55 €/kg) = 64.20 ₺/kg (3,70 €/kg).</p>
<p>It was calculated that 80% of the money paid by consumers for 1 kg of in-shell walnuts went to the producers and 20% to the intermediaries. On the other hand, it was found that 67.08% of the money paid by consumers for 1 kg of in-shell walnuts remained in the hands of the producers and 32.92% in the hands of the intermediaries.</p>
<p>According to the information obtained from the survey data in the research area, margins have been identified at different stages of the marketing process. The margin between the price paid by retailers for in-shell walnuts purchased from the producer is 15.00 ₺/kg (0.87 €/kg). On the other hand, the margin between the price the markets buy from the producer and the price they sell to the final consumer was found to be 64.20 ₺/kg (3.70 €/kg).</p>
</sec>
<sec>
<title><bold>Current Situation Analysis of Çatak Walnut Producing Enterprises</bold></title>
<p>It was investigated whether the consumers were satisfied with the input prices in the production of Çatak walnut in the research region (<xref ref-type="table" rid="gt15">Table 14</xref>). When the regional average of the enterprises was analysed, it was found that 82.40% of them were not satisfied with the input prices and only 17.60% of them were satisfied with the input prices.</p>
<p>
<table-wrap id="gt15">
<label>Table 14.</label>
<caption>
<title>Satisfaction with input price (%)</title>
</caption>
<alt-text>Table 14. Satisfaction with input price (%)</alt-text>
<graphic xlink:href="6732892002_gt16.png" position="anchor" orientation="portrait"/>
<attrib><bold>Source:</bold> Own elaboration.</attrib>
</table-wrap>
</p>
<p>When examining the situation regarding the use of state agricultural support in the research region, it was found that 3.15% of the enterprises did not benefit from state support, 41.34% of those who did benefit from support were satisfied and 55.51% were not satisfied (<xref ref-type="table" rid="gt16">Table 15</xref>).</p>
<p>
<table-wrap id="gt16">
<label>Table 15.</label>
<caption>
<title>Benefit from
governmet support (%)</title>
</caption>
<alt-text>Table 15.  Benefit from
governmet support (%)</alt-text>
<graphic xlink:href="6732892002_gt17.png" position="anchor" orientation="portrait"/>
<attrib><bold>Source:</bold> Own elaboration.</attrib>
</table-wrap>
</p>
<p>The lack of irrigation of agricultural land was noted throughout the region. Irrigation problems in walnut orchards were found to be of two types. It was found that irrigation in the study area is generally done by the keel method and floods and overflows caused by heavy rains block the irrigation channels. It was noted that the labour, time and cost of cleaning the blocked canals was high. Another irrigation problem was that the irrigation period set for each area in the region was not sufficient for walnut orchards, and therefore the walnut trees could not be irrigated in sufficient quantities.</p>
</sec>
<sec>
<title><bold>Probit Model Results</bold></title>
<p>The income status of the enterprise managers, which wa used as the dependent variable in the research, was a binary variable. The average age of the enterprises analysed was 55.16 years, the youngest manager was 21 years old and the oldest manager was 85 years old (<xref ref-type="table" rid="gt17">Table 16</xref>).</p>
<p>
<table-wrap id="gt17">
<label>Table 16.</label>
<caption>
<title>Variable
definitions and sample statistics</title>
</caption>
<alt-text>Table 16.  Variable
definitions and sample statistics</alt-text>
<graphic xlink:href="6732892002_gt18.png" position="anchor" orientation="portrait"/>
<attrib><bold>Source: </bold>Own elaboration.</attrib>
</table-wrap>
</p>
<p>The results of the probit model and the marginal effects are presented in <xref ref-type="table" rid="gt18">table 17</xref>. In the study, the variables obtained for age, education (illiterate, literate, secondary-high school graduate and university graduate), social security (Bağkur, Green Card, Ssk, Pension Fund), position of labourer or pension as a source of income were included in the probit model as factors affecting the income level of çatak walnut producers in Van province. According to the results of the model, the age of the operator, secondary school education, university education and fixed pension were found to be statistically significant. While the age and secondary education level of the operators have a positive effect on the extra income, the pension benefit has a negative effect. The income level of the producer was found to have a positive effect with increasing age in the model at the 5% level of significance. In other words, the level of income increases in direct proportion to the age of the producer.</p>
<p>
<table-wrap id="gt18">
<label>Table 17.</label>
<caption>
<title>Model results</title>
</caption>
<alt-text>Table
17.  Model results</alt-text>
<graphic xlink:href="6732892002_gt19.png" position="anchor" orientation="portrait"/>
<attrib>Source: Own elaboration.</attrib>
<table-wrap-foot>
<fn-group>
<fn id="fn20" fn-type="other">
<label>
<italic>Notes.
</italic>
</label>
<p> Significance level : *** = 1%, ** = 5%, * = 10%.</p>
</fn>
</fn-group>
</table-wrap-foot>
</table-wrap>
</p>
<p>In probit models, when the independent variables are increased by 1 unit, the “marginal effects” of the variables are examined to show how this change affects the dependent variable. Marginal effects show us how the effect of increasing the independent variable by 1 unit occur in the dependent variable (<xref ref-type="bibr" rid="ref5">Demir ve Yavuz, 2010</xref>).</p>
<p>While the marginal effect of producer illiteracy was found to be positive and significant at the 10% level, the marginal effect of age was found to be positive and significant at the 5% level. The marginal effect of producer’s age was found to be positive and significant at 10% level. Regarding the level of education, the marginal effect of secondary and higher education and university education was found to be positive and significant at the 1% level. On the other hand, the marginal effect of the producer’s pension was found to be negative and significant at the 1% level. According to the model results, a 1% increase in age increases the probability of income growth by 0.6%. A 1% increase in the illiteracy of the producers in the study increases the probability of an increase in extra income by 3%. A 1% increase in secondary and tertiary education increases the probability of income growth by 3% and 4% respectively. A 1% increase in the number of producers receiving a pension should lead to a 2% increase in the income level.</p>
</sec>
</sec>
<sec>
<title><bold>Conclusion</bold></title>
<p>In the light of the research information, it was found that the producers were practising walnut cultivation in a primitive way and had insufficient technical knowledge. It was observed that the walnut areas are small and fragmented family farms and that the walnut orchards are maintained without considering economic efficiency. Because small farms generate low income, walnut producers are reluctant to join unions. Due to the lack of organisation of walnut growers, the fact that growers act individually leads to low walnut prices. In this case, production is negatively affected and the income level of the producers decreases.</p>
<p>The product characteristics of the Çatak walnut, such as its characteristic colour, taste, internal fruit yield and oil ratio, are mainly due to the geographical location of the region, the humid soil structure and the continental climate, which makes it different from other walnut varieties. In addition, other characteristic features of this product are that the inside of the walnut is white and light yellow in colour, especially in yellow colour and tones, the walnut inside is easy to separate from the shell and the roughness of the shell is in the smooth and medium class. In addition, Çatak walnut does not lose its quality characteristics after drying and with this feature it is the preferred product in the confectionery sector. By bringing these features to the fore, the necessary promotional initiatives should be taken in front of domestic and foreign organisations of Çatak walnut. Numerous streams, lakes, and ponds are located within the Van province and Lake Van closed basin. The General Directorate of State Hydraulic Works (<xref ref-type="bibr" rid="ref14">SHW</xref>) and the regional irrigation associations provide irrigation services to agricultural areas through irrigation facilities built by the state hydraulic works (<xref ref-type="bibr" rid="ref14">SHW</xref>). However, according to data from the General Directorate of Meteorology (<xref ref-type="bibr" rid="ref7">GDM</xref>) over the past 12 months, Van province has been identified as experiencing an extraordinary drought in August 2024-2025 due to climate change and global climate change. In addition to the irrigation problems caused by drought, the region also needs to address the unplanned irrigation issues, and government support for individual irrigation systems should be increased.</p>
<p>It was concluded that walnut cultivation can become more productive and profitable if irrigation problems are eliminated in the region, walnut producers establish a union to act together in walnut marketing and walnut prices are organized and production is supported by the state.</p>
</sec>
</body>
<back>
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<fn-group>
<title>Notes</title>
<fn id="fn2" fn-type="other">
<label>
<sup>*</sup>
</label>
<p>Research article</p>
</fn>
<fn id="fn1" fn-type="other">
<label>
<sup>1</sup>
</label>
<p>MLU: Male Labour Unit, Male labour units are defined as male aged 15-49 = 1, female aged 15-49 = 0.75, male aged &gt;50 = 0.75, female aged &gt;50 = 0.50 and child aged 7-14 = 0.50.</p>
</fn>
</fn-group>
</back>
</article>
