{"id":549,"date":"2020-03-09T12:40:23","date_gmt":"2020-03-09T12:40:23","guid":{"rendered":"https:\/\/wiomsa.org\/researchsupport\/?page_id=549"},"modified":"2025-05-09T07:59:34","modified_gmt":"2025-05-09T07:59:34","slug":"phase-iii-the-spatial-behaviour-of-artisanal-fishers","status":"publish","type":"page","link":"https:\/\/wiomsa.org\/researchsupport\/phase-iii-the-spatial-behaviour-of-artisanal-fishers\/","title":{"rendered":"Phase III &#8211; The spatial behaviour of artisanal fishers: Implications for fisheries management and development"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"549\" class=\"elementor elementor-549\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e98bd2b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e98bd2b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8c94d9d\" data-id=\"8c94d9d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6a23b85 elementor-widget elementor-widget-heading\" data-id=\"6a23b85\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The spatial behaviour of artisanal fishers: Implications for fisheries management and development<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-66149c4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"66149c4\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-e44ebb3\" data-id=\"e44ebb3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e50b5de elementor-widget elementor-widget-heading\" data-id=\"e50b5de\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Keywords<\/h6>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-aa733a3\" data-id=\"aa733a3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a259c8a elementor-widget elementor-widget-heading\" data-id=\"a259c8a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Country Covered<\/h6>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-88f32aa elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"88f32aa\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-14bda05\" data-id=\"14bda05\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-65c0c37 elementor-widget elementor-widget-text-editor\" data-id=\"65c0c37\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span data-sheets-root=\"1\">Artisanal fisheries, Spatial distribution, Fishing effort, Kenya fisheries, Seychelles fisheries, MPAs, Fishers&#8217; decision-making, Spillover effects, Coral reef fishers<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-47cd49b\" data-id=\"47cd49b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5087065 elementor-widget elementor-widget-text-editor\" data-id=\"5087065\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Kenya<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5ea830f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5ea830f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-af78eaf\" data-id=\"af78eaf\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f5b2ecb elementor-widget elementor-widget-heading\" data-id=\"f5b2ecb\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Lead Institution<\/h6>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-9a2f544\" data-id=\"9a2f544\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8ff044a elementor-widget elementor-widget-heading\" data-id=\"8ff044a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Project Duration<\/h6>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9c4bb03 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9c4bb03\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-2436648\" data-id=\"2436648\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-73d8c73 elementor-widget elementor-widget-text-editor\" data-id=\"73d8c73\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Stockholm University<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-fcb6dbe\" data-id=\"fcb6dbe\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b6a8487 elementor-widget elementor-widget-text-editor\" data-id=\"b6a8487\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span data-sheets-root=\"1\">January 2009 \u2013 December 2010<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-296da68 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"296da68\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-21d277a\" data-id=\"21d277a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6f35e01 elementor-widget elementor-widget-heading\" data-id=\"6f35e01\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Abstract<\/h6>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ffd8e96 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ffd8e96\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7eb74a9\" data-id=\"7eb74a9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-35f3b11 elementor-widget elementor-widget-text-editor\" data-id=\"35f3b11\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Understanding spatial distribution of fishing effort is increasingly recognised as an important consideration for fisheries management. Although there exist vast research on fishers\u201f spatial behaviour for large-scale fisheries, the spatial behaviour of artisanal fishers in developing countries is poorly understood. This project had the following objectives: (i) Review the extent to which the spatial behaviour of fishers have been evaluated; (ii) Examine the distribution of fishing effort for artisanal fishers in Kenya; (iii) Explore how fishers chose their fishing sites in Kenya and Seychelles; (iv) Examine displacement of fishing effort in Kenya and Seychelles; and (v) Examine evidence for spill over of catch from marine reserves.<\/p><p>Targeted beneficiaries of this project included artisanal fishers, policy and decision makers, specialists working with MPA and conservationists and the scientific community. This project was implemented in two countries within the WIO namely Kenya and Seychelles. In Kenya sampling of fishers was in discrete landing sites, while, due to the lower numbers of fishers in Seychelles fishers were sampled from around the coastline of the two main Seychelles islands (Mahe and Praslin) and divided by region<\/p><p>This study used wide range of qualitative and quantitative methods to collect information about artisanal fishers\u2019 spatial behavior. Qualitative interviews, focus groups and participant observation were used for exploratory, inductive research into the nature of fishing activities and spatial decision-making. Participatory mapping was used in Kenya to provide a base map that would be relevant to fishers. A structured survey and associated individual mapping collected information on the behavior of a sample of fishers, and a participatory GPS tracking and logbook programme provided detailed spatial and temporal observation of the activities of a smaller group of collaborating fishers over a longer timespan.<\/p><p>Results from surveys indicated clear spatial segregation between the fishers from the two main islands in Seychelles. There also exist an element of segregation of effort between handline and trap fishers between the two main islands in Seychelles. In Kenya fishing effort is concentrated within 1000 m of the shoreline on fringing reefs. Distance offshore varied seasonally and significantly by vessel type, with sail and engine power allowing access to offshore grounds. Effort patterns were similar for handline, spear gun and net and all showed some concentration near the landing sites where interviews were conducted (suggesting very limited mobility of some fishers).<\/p><p>Weather and currents are the two most important factors influencing fisher decision-making on where to fish in both countries. Fishers from Kenya travel to 26% less far during the rough (SE monsoon) season. Most fishers use same grounds as 10 years previously, however, a considerable proportion of fishers (33% in Seychelles and 60% in Kenya) had been displaced from fishing grounds by either an MPA or a reclamation project.<\/p><p>This is one of the first studies to examined coral reef fishers\u2019 own perceptions about their experiences with spill-over from marine reserves. It was reported that fishers from both countries fish close to the boundaries of fisheries closures, often with perception of enhanced catches, however majority of fishers did not perceive an overall impact of closures on their catches. Perceptions of the impacts of MPAs on their livelihood varied between locations and were least positive in Kenya near state-owned parks.<\/p><p>Intensive GPS mapping in Kenya indicates a considerable overlap between neighbouring landing sites and also potential overlap at sea between larger areas, particularly where larger, motorised or sailed vessels allow fishers from distant landing sites to access the same fishing grounds. This will present challenges for fisheries resource management based on local spatial management units such as Beach Management Units.<\/p><p>The project indicates some critical data issues that need to be taken into consideration in future projects. Technical issues such as loss of signal, weak batteries or equipment malfunction can corrupt collected data. Regular plotting of collected data in GIS overlaid on satellite imagery is therefore essential for early identification of problems. Furthermore, the complexity of storing, managing and analysing such data should not be underestimated.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-023a8b1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"023a8b1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-656f0af\" data-id=\"656f0af\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-530e34e elementor-widget elementor-widget-heading\" data-id=\"530e34e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Project Objective<\/h6>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-eb18959\" data-id=\"eb18959\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ea0defe elementor-widget elementor-widget-heading\" data-id=\"ea0defe\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Project Activities<\/h6>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-efe55be elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"efe55be\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-ea8505f\" data-id=\"ea8505f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cd3a162 elementor-widget elementor-widget-text-editor\" data-id=\"cd3a162\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span data-sheets-root=\"1\">\u2022 Assessed the extent of existing research on spatial behavior of fishers.<br \/>\u2022 Analyzed the distribution of fishing effort among artisanal fishers in Kenya.<br \/>\u2022 Investigated site selection criteria used by artisanal fishers in Kenya and Seychelles.<br \/>\u2022 Explored displacement of fishing effort due to Marine Protected Areas (MPAs) and reclamation efforts.<br \/>\u2022Evaluated potential spillover effects from MPAs on local fisheries<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-d601225\" data-id=\"d601225\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ce693ec elementor-widget elementor-widget-text-editor\" data-id=\"ce693ec\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span data-sheets-root=\"1\">\u2022 Assessed the extent of existing research on spatial behavior of fishers.<br \/>\u2022 Analyzed the distribution of fishing effort among artisanal fishers in Kenya.<br \/>\u2022 Investigated site selection criteria used by artisanal fishers in Kenya and Seychelles.<br \/>\u2022 Explored displacement of fishing effort due to Marine Protected Areas (MPAs) and reclamation efforts.<br \/>Evaluated potential spillover effects from MPAs on local fisheries<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-98ac084 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"98ac084\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-09449cf\" data-id=\"09449cf\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3f67159 elementor-widget elementor-widget-heading\" data-id=\"3f67159\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Study sites<\/h6>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-1e13c21\" data-id=\"1e13c21\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-013913f elementor-widget elementor-widget-heading\" data-id=\"013913f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Project Total Budget (USD)<\/h6>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e5f82a0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e5f82a0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-eeb219b\" data-id=\"eeb219b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-646ea4e elementor-widget elementor-widget-shortcode\" data-id=\"646ea4e\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><style type=\"text\/css\" id=\"umsMapStyles_12_19192\">\r\n    #ultimate_maps_12_19192 {\r\n        width: 100%;\r\n        height: 250px;\r\n                border: 0px solid ;\r\n        margin: 0px;\r\n    }\r\n    #mapsControlsNum_12_19192 {\r\n        width:100%    }\r\n    .umsMapDetailsContainer#umsMapDetailsContainer_12_19192 {\r\n        height:250px;\r\n    }\r\n    .ums_MapPreview#ultimate_maps_12_19192 {\r\n        \/*position:absolute;*\/\r\n        width:100%;\r\n    }\r\n    #mapConElem_12_19192{\r\n        width:100%    }\r\n    <\/style><div class=\"ums_map_opts\" id=\"mapConElem_12_19192\" data-id=\"12\" data-view-id=\"12_19192\" > <div class=\"umsMapDetailsContainer\" id=\"umsMapDetailsContainer_12_19192\"> <i class=\"umsKMLLayersPreloader fa fa-spinner fa-spin\" aria-hidden=\"true\" style=\"display: none;\"><\/i> <div class=\"ums_MapPreview \" id=\"ultimate_maps_12_19192\"><\/div> <\/div> <div class=\"umsMapMarkerFilters\" id=\"umsMapMarkerFilters_12_19192\"> <\/div> <div class=\"umsMapProControlsCon\" id=\"umsMapProControlsCon_12_19192\"> <\/div> <div class=\"umsMapProDirectionsCon\" id=\"umsMapProDirectionsCon_12_19192\" > <\/div> <div class=\"umsMapProKmlFilterCon\" id=\"umsMapProKmlFilterCon_12_19192\" > <\/div> <div class=\"umsSocialSharingShell umsSocialSharingShell_12_19192\"> <\/div> <div style=\"clear: both;\"><\/div> <\/div><script type=\"text\/javascript\">(function(){var mapData={\"id\":\"12\",\"title\":\"Phase 3 4\",\"engine\":null,\"params\":{\"width_units\":\"%\",\"membershipEnable\":\"0\",\"adapt_map_to_screen_height\":\"\",\"type\":null,\"map_type\":\"https:\\\/\\\/{s}.tile.openstreetmap.org\\\/{z}\\\/{x}\\\/{y}.png\",\"map_display_mode\":\"map\",\"map_center\":{\"address\":\"Ukunda, Kwale, Coastal Kenya, 80400, Kenya\",\"coord_x\":\"-4.3135463640685145\",\"coord_y\":\"39.61824758617068\"},\"language\":null,\"enable_zoom\":null,\"enable_mouse_zoom\":null,\"mouse_wheel_zoom\":\"1\",\"zoom_type\":null,\"zoom\":\"3\",\"zoom_mobile\":null,\"zoom_min\":\"1\",\"zoom_max\":\"21\",\"navigation_bar_mode\":\"full\",\"zoom_control\":null,\"dbl_click_zoom\":\"1\",\"street_view_control\":null,\"pan_control\":null,\"overview_control\":null,\"draggable\":\"enable\",\"map_stylization\":null,\"marker_title_color\":\"#000000\",\"marker_title_size\":\"19\",\"marker_title_size_units\":\"px\",\"marker_desc_size\":\"13\",\"marker_desc_size_units\":\"px\",\"hide_marker_tooltip\":null,\"center_on_cur_marker_infownd\":null,\"marker_infownd_type\":null,\"marker_infownd_hide_close_btn\":null,\"marker_infownd_width\":\"200\",\"marker_infownd_width_units\":\"auto\",\"marker_infownd_height\":\"100\",\"marker_infownd_height_units\":\"auto\",\"marker_infownd_bg_color\":\"#FFFFFF\",\"marker_clasterer\":\"none\",\"marker_clasterer_icon\":null,\"marker_clasterer_icon_width\":null,\"marker_clasterer_icon_height\":null,\"marker_clasterer_grid_size\":\"60\",\"marker_clasterer_background_color\":\"#2196f3\",\"marker_clasterer_border_color\":\"#1c7ba7\",\"marker_clasterer_text_color\":\"white\",\"marker_filter_color\":null,\"marker_filter_button_title\":null,\"marker_hover\":\"1\",\"slider_simple_table_width_dimension\":null,\"slider_simple_table_width_title\":null,\"slider_simple_table_width_address\":null,\"slider_simple_table_width_description\":null,\"slider_simple_table_width_getdirection\":null,\"markers_list_type\":\"\",\"markers_list_color\":\"#55BA68\",\"is_static\":null,\"hide_empty_block\":null,\"autoplay_slider\":null,\"slide_duration\":null,\"view_id\":\"12_19192\",\"view_html_id\":\"ultimate_maps_12_19192\",\"id\":\"12\",\"ss_html\":\"\"},\"html_options\":{\"width\":\"100\",\"height\":\"250\"},\"create_date\":\"2020-03-09 09:21:24\",\"markers\":[{\"id\":\"183\",\"title\":\"Kenya\",\"description\":\"\",\"coord_x\":\"1.4419683\",\"coord_y\":\"38.4313975\",\"icon\":\"45\",\"map_id\":\"12\",\"marker_group_id\":\"0\",\"address\":\"Kenya\",\"animation\":null,\"create_date\":\"2025-06-06 21:30:32\",\"params\":{\"marker_link_src\":\"\"},\"sort_order\":\"1\",\"user_id\":null,\"period_from\":null,\"period_to\":null,\"hash\":null,\"marker_group_ids\":[],\"icon_data\":{\"id\":\"45\",\"title\":\"marker\",\"description\":\"red,letter\",\"path\":\"https:\\\/\\\/wiomsa.org\\\/researchsupport\\\/wp-content\\\/plugins\\\/ultimate-maps-by-supsystic\\\/modules\\\/icons\\\/icons_files\\\/def_icons\\\/markerA.png\",\"width\":\"20\",\"height\":\"34\",\"is_def\":\"1\"}}],\"original_id\":\"12\",\"view_id\":\"12_19192\",\"view_html_id\":\"ultimate_maps_12_19192\"};window.umsAllMapsInfo=window.umsAllMapsInfo||[];window.umsAllMapsInfo.push(mapData);if(typeof window.umsWaitForFrontendMaps===\"function\"){window.umsWaitForFrontendMaps();}else if(typeof window.umsInitPendingMaps===\"function\"){window.umsInitPendingMaps();}}());<\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-f07e1a9\" data-id=\"f07e1a9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-839afd3 elementor-widget elementor-widget-text-editor\" data-id=\"839afd3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>$ 150,000.00<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b054841 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b054841\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-b54a9b9\" data-id=\"b54a9b9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-87751df elementor-widget elementor-widget-heading\" data-id=\"87751df\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Presented in Conference<\/h6>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-9e3662d\" data-id=\"9e3662d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-677ff04 elementor-widget elementor-widget-heading\" data-id=\"677ff04\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Publication<\/h6>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1983a75 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1983a75\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-d25fc33\" data-id=\"d25fc33\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f3fede7 elementor-widget elementor-widget-text-editor\" data-id=\"f3fede7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>None<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-8e68794\" data-id=\"8e68794\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8897d75 elementor-widget elementor-widget-text-editor\" data-id=\"8897d75\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>None<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>The spatial behaviour of artisanal fishers: Implications for fisheries management and development Keywords Country Covered Artisanal fisheries, Spatial distribution, Fishing effort, Kenya fisheries, Seychelles fisheries, MPAs, Fishers&#8217; decision-making, Spillover effects, Coral reef fishers Kenya Lead Institution Project Duration Stockholm University<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"acf":[],"_links":{"self":[{"href":"https:\/\/wiomsa.org\/researchsupport\/wp-json\/wp\/v2\/pages\/549"}],"collection":[{"href":"https:\/\/wiomsa.org\/researchsupport\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wiomsa.org\/researchsupport\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wiomsa.org\/researchsupport\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/wiomsa.org\/researchsupport\/wp-json\/wp\/v2\/comments?post=549"}],"version-history":[{"count":10,"href":"https:\/\/wiomsa.org\/researchsupport\/wp-json\/wp\/v2\/pages\/549\/revisions"}],"predecessor-version":[{"id":1616,"href":"https:\/\/wiomsa.org\/researchsupport\/wp-json\/wp\/v2\/pages\/549\/revisions\/1616"}],"wp:attachment":[{"href":"https:\/\/wiomsa.org\/researchsupport\/wp-json\/wp\/v2\/media?parent=549"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}