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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">IJMBMLR</journal-id>
<journal-title-group><journal-title>International Journal of Marine Biology &amp; Marine Living Resources</journal-title></journal-title-group>
<publisher><publisher-name>Thomson &amp; Ryberg Publications</publisher-name></publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.62715/ijmbmlr.2026.v1.i1.pp21-26</article-id>
<article-id pub-id-type="publisher-id">3745585b95</article-id>
<article-categories><subj-group subj-group-type="heading"><subject>Methodology Article</subject></subj-group></article-categories>
<title-group><article-title>Assessing Catch Recovery After Community-Managed Octopus Closures in a Western Indian Ocean Fishery: A Proposed Evaluation Framework</article-title></title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes"><name><surname>Martirosyan</surname><given-names>Aurelie</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1">*</xref></contrib>
<contrib contrib-type="author"><name><surname>Adeyemi</surname><given-names>Nomvula</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Grigoryan</surname><given-names>Tiago</given-names></name><xref ref-type="aff" rid="aff3"><sup>3</sup></xref></contrib>
<aff id="aff1"><label>1</label>Department of Research, Andes Academy of Research, Sweden</aff>
<aff id="aff2"><label>2</label>Department of Research, Pannonian Institute for Advanced Research, Thailand</aff>
<aff id="aff3"><label>3</label>Department of Research, Mekong Graduate Institute of Research, South Korea</aff>
</contrib-group>
<author-notes><corresp id="cor1">* Correspondence: <email>aurelie.martirosyan@andes.edu</email></corresp></author-notes>
<pub-date pub-type="epub" iso-8601-date="2026-06-10"><day>10</day><month>06</month><year>2026</year></pub-date>
<volume>1</volume>
<issue>1</issue>
<fpage>21</fpage>
<lpage>26</lpage>
<history>
<date date-type="received" iso-8601-date="2026-01-25"><day>25</day><month>01</month><year>2026</year></date>
<date date-type="accepted" iso-8601-date="2026-04-10"><day>10</day><month>04</month><year>2026</year></date>
</history>
<permissions><copyright-statement>© 2026 The Author(s)</copyright-statement><copyright-year>2026</copyright-year><license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/"><license-p>This is an open access article distributed under the Creative Commons Attribution 4.0 International License (CC BY 4.0).</license-p></license></permissions>
<self-uri xlink:href="https://trpub.org/article.php?id=3745585b95"/>
<abstract><p>Temporary closures of reef-flat octopus fishing grounds, agreed and enforced by villages, have spread along the coasts of the Western Indian Ocean since they were first tried in south-west Madagascar in the early 2000s. Their appeal rests on the biology of Octopus cyanea, which grows fast enough for a closure of two or three months to produce visibly larger animals, and on the large landings seen on opening days. Showing that a closure has raised catches over and above what would have happened anyway is harder than it appears: opening days draw unusual numbers of fishers, catch is forgone while the ground is shut, and octopus abundance varies strongly with season and year. This article proposes a framework that a community organisation or fisheries office could use to evaluate a single closure or a series of them. It sets out six components: a stated counterfactual, a description of the closure, the choice of comparison sites, a landings monitoring design, standardisation of catch and effort, and estimation of the net effect together with its distribution among fishers. The framework is assembled from the published literature and is proposed for use. It has not been applied to data in this article.</p></abstract>
<kwd-group kwd-group-type="author">
<kwd>Octopus cyanea</kwd>
<kwd>Temporary fishery closures</kwd>
<kwd>Locally managed marine areas</kwd>
<kwd>Catch per unit effort</kwd>
<kwd>Impact evaluation</kwd>
<kwd>Small-scale fisheries</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="sec1"><title>1. Introduction</title>
<p>Octopus is among the few reef resources of the Western Indian Ocean with a ready export market, and in many villages it is the main source of cash for households that glean the reef flat at spring low tides. The fishery is simple in its technology. Fishers, many of them women, walk or snorkel over the flat and take octopus from their dens with a spear or a metal rod; divers work the reef edge. The catch is sold the same day to collectors who supply exporters. The artisanal fishery in Tanzania was described in these terms by Guard and Mgaya (2002), and a recent global review places the region among the significant sources of octopus from small-scale fisheries (Sauer et al., 2021).</p>
<p>In south-west Madagascar, the village of Andavadoaka closed part of its octopus ground for several months in 2004 and reported larger animals and heavier landings when it reopened (Humber et al., 2006). Neighbouring villages followed, and the closures became the foundation of the Velondriake locally managed marine area (Harris, 2007). Locally managed areas using similar measures now exist in several countries of the region (Rocliffe et al., 2014).</p>
<p>The published evaluations from Madagascar are encouraging (Benbow et al., 2014; Oliver et al., 2015), but most closures elsewhere are judged by the size of the opening day catch alone. That measure is persuasive to those present and weak as evidence. This article proposes a framework for a more defensible assessment that remains within the means of a community organisation. It describes a method and does not report an evaluation.</p>
</sec>
<sec id="sec2"><title>2. Background</title>
<p>Two bodies of knowledge shape the framework: the life history of the target species and the experience of evaluating periodic closures in small-scale fisheries.</p>
<sec id="sec2-2"><title>2.1. Why short closures can work for octopus</title>
<p>Octopus cyanea, the day octopus, is short lived and grows very quickly. Rearing studies established that an animal passes from settlement to maturity and death in about a year (Van Heukelem, 1973), and age readings from wild animals confirmed a brief life span with rapid, variable growth (Herwig et al., 2012). An octopus left undisturbed for two or three months can therefore gain substantially in weight. In south-west Madagascar the species spawns through the year with seasonal peaks, and females mature at a large size (Raberinary and Benbow, 2012), so the timing of a closure relative to recruitment and spawning affects what it can achieve.</p>
</sec>
<sec id="sec2-3"><title>2.2. What earlier evaluations found and where they were limited</title>
<p>Benbow et al. (2014) examined the early closures and concluded that benefits were clearer when villages closed their sites at the same time, since a lone closure attracted fishers from the whole area on opening day. Oliver et al. (2015) analysed landings records for a long series of closures, compared the month after opening with a baseline period before closing, and used unclosed sites as controls. They reported increases in landings and in catch per fisher-day at closure sites that were not matched at the controls, and estimated that villages recovered more in income than they had given up. These studies depended on a landings monitoring system that had been running for years, which most communities lack.</p>
<p>Research on periodically harvested closures in the Pacific gives reason for care. Such closures can yield a pulse of catch, but the gain may be exhausted quickly if harvests at opening are intense, and the long-term result depends on the balance between the length of closure and the pressure applied afterwards (Cohen and Foale, 2013; Goetze et al., 2018). An evaluation must therefore look beyond the first day.</p>
</sec>
</sec>
<sec id="sec3"><title>3. The Proposed Framework</title>
<p>The framework has six components. They are listed with their outputs in Table 1, and Figure 1 shows how they form a loop in which each evaluation informs the design of the next closure. The components are described in order.</p>
<table-wrap id="tbl1"><label>Table 1</label><caption><p>Components of the proposed evaluation framework and the output expected from each</p></caption><table frame="hsides" rules="groups"><thead><tr><th>Component</th><th>What is done</th><th>Output</th></tr></thead><tbody><tr><td>1. Counterfactual</td><td>State what catch would have been without the closure and how it will be estimated</td><td>Written evaluation question</td></tr><tr><td>2. Closure description</td><td>Record site, area, dates, rules, enforcement and breaches</td><td>Closure record sheet</td></tr><tr><td>3. Comparison sites</td><td>Choose open grounds with similar habitat, fishers and buyers</td><td>List of paired sites with reasons</td></tr><tr><td>4. Landings monitoring</td><td>Record every fishing trip at the landing point before, during and after</td><td>Trip-level landings database</td></tr><tr><td>5. Standardisation</td><td>Adjust catch per fisher-day for tide, season, gear and fisher</td><td>Standardised catch-rate series</td></tr><tr><td>6. Net effect</td><td>Compare change at closed and open sites; subtract catch forgone</td><td>Estimate with uncertainty; who gained</td></tr></tbody></table></table-wrap>
<fig id="fig1"><label>Figure 1</label><caption><p>The evaluation loop: each assessed closure supplies evidence for the design of the next</p></caption><graphic xlink:href="IJMBMLR_V1I1_2026_04_Figure1.png" mimetype="image" mime-subtype="png"/></fig>
<sec id="sec3-2"><title>3.1. Component 1: State the counterfactual</title>
<p>An impact is the difference between what happened and what would have happened otherwise, and the second quantity is never observed (Ferraro, 2009). The evaluation should begin by writing down the question in that form. For a village the relevant question is usually whether total octopus income over the whole period, including the closed months, was higher than it would have been with the ground left open. A secondary question is whether catch rates at the site stayed above their earlier level for more than a few tides after opening.</p>
</sec>
<sec id="sec3-3"><title>3.2. Component 2: Describe the closure</title>
<p>Closures differ in ways that determine their effect: the share of the village ground closed, the duration, the season, whether neighbouring villages closed at the same time, and whether the rules were kept. Poaching during the closed period and the number of outside fishers present on opening day should be recorded as carefully as catch. Institutional detail belongs here too, since the durability of community rules depends on clear boundaries, monitoring by the users and graduated sanctions (Ostrom, 1990).</p>
</sec>
<sec id="sec3-4"><title>3.3. Component 3: Choose comparison sites</title>
<p>Without a comparison, a rise in catch after opening cannot be separated from a good recruitment year or a seasonal upturn. The framework adopts the logic of before-after-control-impact designs developed for environmental assessment (Stewart-Oaten et al., 1986). Because any single control site may differ from the closure site by chance, several comparison sites are preferable to one (Underwood, 1992). They should have similar reef-flat habitat, be fished by similar gear and sell to the same buyers, and they should lie far enough away that fishers displaced by the closure do not simply move onto them, which would depress their catch rates and exaggerate the apparent benefit.</p>
</sec>
<sec id="sec3-5"><title>3.4. Component 4: Monitor landings</title>
<p>Data are collected at the landing point or the buying station by a trained resident. For each fishing trip the record holds the date, the fisher, the gear or method, the ground fished, the time spent, and the number and total weight of octopus; individual weights and sex are taken from a subsample. Recording starts at least two to three months before the closure, continues at comparison sites throughout, and runs for at least three months after opening. Days with no fishing are entered as such, since effort is half of the calculation. Buyers&#x27; purchase books provide an independent check on totals.</p>
</sec>
<sec id="sec3-6"><title>3.5. Component 5: Standardise catch and effort</title>
<p>Raw catch per fisher-day is affected by much besides abundance. Gleaning is possible only on spring low tides, divers and gleaners differ in catching power, and experienced fishers catch more. Standard practice in fisheries science is to model catch rate as a function of such factors and to read the abundance signal from the remaining time effect (Maunder and Punt, 2004). For closure data a generalised linear mixed model with terms for tidal phase, month, method and site, and a random effect for the individual fisher, is a suitable starting point. Mean individual weight should be analysed separately from numbers caught, because a closure of a few months is expected to act mainly through growth.</p>
</sec>
<sec id="sec3-7"><title>3.6. Component 6: Estimate the net effect and who receives it</title>
<p>The effect of the closure is estimated as the change in standardised catch rate at the closed site from before to after, less the corresponding change at the comparison sites. Three further calculations turn this into something a village can use. Total landings and value in the weeks after opening are compared with the baseline. The catch forgone during the closed months, estimated from baseline rates and from effort displaced to other grounds, is subtracted. And the decay of catch rates after opening is plotted, to show whether the gain lasted beyond the first tides.</p>
<p>Distribution deserves equal attention. Opening days favour those who can be present and who fish fastest, and divers may take a large share before gleaners reach the ground. The landings record allows the gain to be broken down by method, by sex of the fisher and by resident or visitor. A closure that raises the village total while shifting catch from women gleaners to visiting divers has not succeeded on the terms most communities would set.</p>
</sec>
</sec>
<sec id="sec4"><title>4. Fitting the Framework to Practice</title>
<p>The framework is deliberately modest in its demands. The monitoring form fits on one page, and the data can be held in a spreadsheet. The statistical modelling in Component 5 requires some training or a partner institution; where neither is available, a simpler comparison of median catch per fisher-day on matched spring tides before and after, at closed and open sites, preserves the logic. Results should be returned to the village assembly promptly and in a form that can be discussed, for example as charts of catch per fisher on successive tides, since the purpose is to inform the next decision on where, when and for how long to close.</p>
</sec>
<sec id="sec5"><title>5. Limitations and What Remains to Be Shown</title>
<p>The framework is a proposal and has not been tested here. Several weaknesses are foreseeable. Good comparison sites are scarce where closures are popular, because most suitable grounds are either closed in rotation or receive displaced effort. A single closure gives one before-after contrast, and confidence comes only from repetition over years. Landings data describe the catch and not the population, so a rise in catch rate could reflect animals moving in from surrounding reef as well as growth in place. And recruitment in a species with planktonic larvae and a one-year life cycle is variable enough to mask a real effect in any one season.</p>
<p>What would need to be shown is that the framework, applied by community monitors with limited support, yields estimates close to those from a fuller analysis of the same fishery, and that villages find the results usable. A trial alongside an existing long-term monitoring programme would be the natural test.</p>
</sec>
<sec id="sec6"><title>6. Conclusion</title>
<p>Temporary octopus closures are popular because their results can be seen on the beach. The framework proposed here asks for somewhat more: a stated counterfactual, comparison sites, trip-level landings records, standardised catch rates and an account of who gained. These additions are within reach of community organisations and would allow closures to be judged, compared and improved on the basis of evidence that outsiders can also examine.</p>
</sec>
<sec id="sec7"><title>Conflict of interest</title>
<p>To be declared by the author(s) before publication.</p>
</sec>
<sec id="sec8"><title>Funding</title>
<p>To be declared by the author(s) before publication.</p>
</sec>
</body>
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<ref-list><title>References</title>
<ref id="ref1"><label>1</label><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name>Benbow, S., Humber, F., Oliver, T.A., Oleson, K.L.L., Raberinary, D., Nadon, M., Ratsimbazafy, H. and Harris, A.</string-name></person-group> (<year>2014</year>). <article-title>Lessons learnt from experimental temporary octopus fishing closures in south-west Madagascar: Benefits of concurrent closures</article-title>. <source>African Journal of Marine Science</source>, <volume>36(1)</volume>, <fpage>31-37</fpage> <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2989/1814232X.2014.893256">https://doi.org/10.2989/1814232X.2014.893256</ext-link></mixed-citation></ref>
<ref id="ref2"><label>2</label><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name>Cohen, P.J. and Foale, S.J.</string-name></person-group> (<year>2013</year>). <article-title>Sustaining small-scale fisheries with periodically harvested marine reserves</article-title>. <source>Marine Policy</source>, <volume>37</volume>, <fpage>278-287</fpage> <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.marpol.2012.05.010">https://doi.org/10.1016/j.marpol.2012.05.010</ext-link></mixed-citation></ref>
<ref id="ref3"><label>3</label><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name>Ferraro, P.J.</string-name></person-group> (<year>2009</year>). <article-title>Counterfactual thinking and impact evaluation in environmental policy</article-title>. <source>New Directions for Evaluation</source>, <volume>2009(122)</volume>, <fpage>75-84</fpage> <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1002/ev.297">https://doi.org/10.1002/ev.297</ext-link></mixed-citation></ref>
<ref id="ref4"><label>4</label><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name>Goetze, J.S., Claudet, J., Januchowski-Hartley, F., et al.</string-name></person-group> (<year>2018</year>). <article-title>Demonstrating multiple benefits from periodically harvested fisheries closures</article-title>. <source>Journal of Applied Ecology</source>, <volume>55(3)</volume>, <fpage>1102-1113</fpage> <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/1365-2664.13047">https://doi.org/10.1111/1365-2664.13047</ext-link></mixed-citation></ref>
<ref id="ref5"><label>5</label><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name>Guard, M. and Mgaya, Y.D.</string-name></person-group> (<year>2002</year>). <article-title>The artisanal fishery for</article-title>. <source>Octopus cyanea Gray in Tanzania. Ambio, 31(7): 528-536</source></mixed-citation></ref>
<ref id="ref6"><label>6</label><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name>Harris, A.</string-name></person-group> (<year>2007</year>). <article-title>&quot;To live with the sea&quot;: Development of the Velondriake community-managed protected area network, southwest Madagascar</article-title>. <source>Madagascar Conservation &amp; Development</source>, <volume>2(1)</volume>, <fpage>43-49</fpage></mixed-citation></ref>
<ref id="ref7"><label>7</label><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name>Herwig, J.N., Depczynski, M., Roberts, J.D., Semmens, J.M., Gagliano, M. and Heyward, A.J.</string-name></person-group> (<year>2012</year>). <article-title>Using age-based life history data to investigate the life cycle and vulnerability of</article-title>. <source>Octopus cyanea PLoS ONE, 7(8): e43679</source> <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1371/journal.pone.0043679">https://doi.org/10.1371/journal.pone.0043679</ext-link></mixed-citation></ref>
<ref id="ref8"><label>8</label><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name>Humber, F., Harris, A., Raberinary, D. and Nadon, M.</string-name></person-group> (<year>2006</year>). <article-title>Seasonal closures of no-take zones to promote a sustainable fishery for</article-title>. <source>Octopus cyanea (Gray) in south west Madagascar. Blue Ventures Conservation Report, London</source></mixed-citation></ref>
<ref id="ref9"><label>9</label><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name>Maunder, M.N. and Punt, A.E.</string-name></person-group> (<year>2004</year>). <article-title>Standardizing catch and effort data: A review of recent approaches</article-title>. <source>Fisheries Research</source>, <volume>70(2-3)</volume>, <fpage>141-159</fpage> <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.fishres.2004.08.002">https://doi.org/10.1016/j.fishres.2004.08.002</ext-link></mixed-citation></ref>
<ref id="ref10"><label>10</label><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name>Oliver, T.A., Oleson, K.L.L., Ratsimbazafy, H., Raberinary, D., Benbow, S. and Harris, A.</string-name></person-group> (<year>2015</year>). <article-title>Positive catch &amp; economic benefits of periodic octopus fishery closures: Do effective, narrowly targeted actions &#x27;catalyze&#x27; broader management?</article-title>. <source>PLoS ONE</source>, <volume>10(6)</volume>, <fpage>e0129075</fpage> <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1371/journal.pone.0129075">https://doi.org/10.1371/journal.pone.0129075</ext-link></mixed-citation></ref>
<ref id="ref11"><label>11</label><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name>Ostrom, E.</string-name></person-group> (<year>1990</year>). <article-title>Governing the Commons: The Evolution of Institutions for Collective Action</article-title>. <source>Cambridge University Press, Cambridge</source></mixed-citation></ref>
<ref id="ref12"><label>12</label><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name>Raberinary, D. and Benbow, S.</string-name></person-group> (<year>2012</year>). <article-title>The reproductive cycle of Octopus cyanea in southwest Madagascar and implications for fisheries management</article-title>. <source>Fisheries Research</source>, <volume>125-126</volume>, <fpage>190-197</fpage> <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.fishres.2012.02.025">https://doi.org/10.1016/j.fishres.2012.02.025</ext-link></mixed-citation></ref>
<ref id="ref13"><label>13</label><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name>Rocliffe, S., Peabody, S., Samoilys, M. and Hawkins, J.P.</string-name></person-group> (<year>2014</year>). <article-title>Towards a network of locally managed marine areas (LMMAs) in the Western Indian Ocean</article-title>. <source>PLoS ONE</source>, <volume>9(7)</volume>, <fpage>e103000</fpage> <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1371/journal.pone.0103000">https://doi.org/10.1371/journal.pone.0103000</ext-link></mixed-citation></ref>
<ref id="ref14"><label>14</label><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name>Sauer, W.H.H., Gleadall, I.G., Downey-Breedt, N., et al.</string-name></person-group> (<year>2021</year>). <article-title>World octopus fisheries</article-title>. <source>Reviews in Fisheries Science &amp; Aquaculture</source>, <volume>29(3)</volume>, <fpage>279-429</fpage></mixed-citation></ref>
<ref id="ref15"><label>15</label><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name>Stewart-Oaten, A., Murdoch, W.W. and Parker, K.R.</string-name></person-group> (<year>1986</year>). <article-title>Environmental impact assessment: &quot;Pseudoreplication&quot; in time?</article-title>. <source>Ecology</source>, <volume>67(4)</volume>, <fpage>929-940</fpage> <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2307/1939815">https://doi.org/10.2307/1939815</ext-link></mixed-citation></ref>
<ref id="ref16"><label>16</label><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name>Underwood, A.J.</string-name></person-group> (<year>1992</year>). <article-title>Beyond BACI: The detection of environmental impacts on populations in the real, but variable, world</article-title>. <source>Journal of Experimental Marine Biology and Ecology</source>, <volume>161(2)</volume>, <fpage>145-178</fpage> <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/0022-0981(92)90094-Q">https://doi.org/10.1016/0022-0981(92)90094-Q</ext-link></mixed-citation></ref>
<ref id="ref17"><label>17</label><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name>Van Heukelem, W.F.</string-name></person-group> (<year>1973</year>). <article-title>Growth and life-span of Octopus cyanea (Mollusca: Cephalopoda)</article-title>. <source>Journal of Zoology</source>, <volume>169(3)</volume>, <fpage>299-315</fpage> <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1469-7998.1973.tb04559.x">https://doi.org/10.1111/j.1469-7998.1973.tb04559.x</ext-link></mixed-citation></ref>
</ref-list>
</back>
</article>