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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2025.1595960</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Killer whale range expansion and extended seasonal presence in the eastern Canadian Arctic, 2002-2023</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Ferguson</surname>
<given-names>Steven H.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1195873/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Biddlecombe</surname>
<given-names>Brooke A.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3008782/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Westdal</surname>
<given-names>Kristin</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1709014/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Petersen</surname>
<given-names>Stephen D.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Watt</surname>
<given-names>Cortney</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2213985/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Matthews</surname>
<given-names>Cory J. D.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Higdon</surname>
<given-names>Jeff W.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1134310/overview"/>
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</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Arctic Aquatic Research Division, Fisheries and Oceans Canada</institution>, <addr-line>Winnipeg, MB</addr-line>, <country>Canada</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Wildlife Research Division, Environment and Climate Change Canada</institution>, <addr-line>Edmonton, AB</addr-line>, <country>Canada</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Oceans North</institution>, <addr-line>North Vancouver, BC</addr-line>, <country>Canada</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Conservation and Research Department, Assiniboine Park Conservancy</institution>, <addr-line>Winnipeg, MB</addr-line>, <country>Canada</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Higdon Wildlife Consulting</institution>, <addr-line>Winnipeg, MB</addr-line>, <country>Canada</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Xuelei Zhang, Ministry of Natural Resources, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Mridula Srinivasan, NMFS, United States</p>
<p>Jaime Bola&#xf1;os-Jim&#xe9;nez, Universidad Veracruzana, Mexico</p>
<p>Keith Mullin, U.S. National Marine Fisheries Service, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Brooke A. Biddlecombe, <email xlink:href="mailto:brooke.biddlecombe@ec.gc.ca">brooke.biddlecombe@ec.gc.ca</email>
</p>
</fn>
<fn fn-type="other" id="fn003">
<p>&#x2020;These authors share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>06</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1595960</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>03</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>05</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Ferguson, Biddlecombe, Westdal, Petersen, Watt, Matthews and Higdon</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Ferguson, Biddlecombe, Westdal, Petersen, Watt, Matthews and Higdon</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>This study examines 20 years of killer whale (<italic>Orcinus orca</italic>) sightings (2002&#x2013;2023) in the eastern Canadian Arctic, drawing from a comprehensive sighting database spanning 1850&#x2013;2023. Despite inherent biases favoring data collection near communities and coastal areas, spatiotemporal analyses reveal significant shifts in killer whale distribution linked to changing sea ice conditions.</p>
</sec>
<sec>
<title>Methods</title>
<p>We developed a clustering metric representing the mean distance to the five nearest sightings and included it in a linear model to investigate spatial trends. We investigated temporal trends by modeling the effects of multiple covariates on the ordinal date of killer whale sightings.</p>
</sec>
<sec>
<title>Results</title>
<p>Spatial analysis showed that killer whales are progressively moving away from historically high-use areas and that sighting locations are becoming more dispersed over time. A significant year &#xd7; sea ice interaction in the temporal analyses indicates observations occur earlier during their arrival period at lower sea ice concentrations over time, suggesting that declining sea ice concentration contributes to earlier arrival. Conversely, for departure periods, killer whales are observed farther south later in the year, likely linked to earlier freeze-up at higher latitudes, and are overall observed later into the year over time. This trend has led to a near doubling of their average presence from 26 days in 2002 to 48 days in 2023 (27 July to 13 September) reflecting an extended open-water season.</p>
</sec>
<sec>
<title>Discussion</title>
<p>These findings underscore the prolonged seasonal use of Arctic regions by killer whales, driven by diminishing sea ice and expanding open-water habitat. Such shifts highlight potential implications for Arctic marine ecosystems as killer whales increasingly overlap with endemic species.</p>
</sec>
</abstract>
<kwd-group>
<kwd>killer whale</kwd>
<kwd>Arctic</kwd>
<kwd>sea ice</kwd>
<kwd>distribution</kwd>
<kwd>eastern Canadian Arctic</kwd>
<kwd>sightings</kwd>
</kwd-group>
<contract-sponsor id="cn001">Nunavut Wildlife Management Board<named-content content-type="fundref-id">10.13039/501100023286</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Fisheries and Oceans Canada<named-content content-type="fundref-id">10.13039/501100000041</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">University of Manitoba<named-content content-type="fundref-id">10.13039/100010318</named-content>
</contract-sponsor>
<contract-sponsor id="cn004">Natural Sciences and Engineering Research Council of Canada<named-content content-type="fundref-id">10.13039/501100000038</named-content>
</contract-sponsor>
<counts>
<fig-count count="5"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="95"/>
<page-count count="12"/>
<word-count count="4670"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Marine Megafauna</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>The expansion of killer whales (<italic>Orcinus orca</italic>) in Arctic regions driven largely by the ongoing loss of sea ice in response to climate change has significant evolutionary, ecological, and conservation implications (<xref ref-type="bibr" rid="B27">Gilg et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B25">Garroway et&#xa0;al., 2024</xref>). Historically, seasonal sea ice served as a natural barrier limiting access of killer whales to many Arctic areas, but with the dramatic reduction in summer sea ice cover over recent decades, killer whales have been able to extend their range into previously inaccessible regions (<xref ref-type="bibr" rid="B36">Higdon and Ferguson, 2009</xref>; <xref ref-type="bibr" rid="B44">Kovacs et&#xa0;al., 2011</xref>). This range expansion in the eastern Canadian Arctic (ECA) may be reshaping the structure of marine ecosystems, as killer whales are apex predators capable of exerting top-down control on prey populations that have previously relied on sea ice to minimize predation risk (<xref ref-type="bibr" rid="B9">Breed et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B56">Lennert and Richard, 2017</xref>). Their presence poses a potential threat to endemic Arctic marine mammals, including narwhals (<italic>Monodon monoceros</italic>), belugas (<italic>Delphinapterus leucas</italic>), and bowhead whales (<italic>Balaena mysticetus</italic>), which have evolved in predator-sparse environments (<xref ref-type="bibr" rid="B18">Ferguson et&#xa0;al., 2010a</xref>, <xref ref-type="bibr" rid="B19">2012</xref>). These shifts in predator-prey dynamics could have cascading ecological effects, potentially altering species distribution, behavior, and survival rates (<xref ref-type="bibr" rid="B4">Baum and Worm, 2009</xref>), with long-term implications for Arctic biodiversity and ecosystem function. Furthermore, the increasing presence of killer whales introduces new conservation challenges, as many of the Arctic species they prey upon are already vulnerable to population decline due to the effects of climate change and human activities (<xref ref-type="bibr" rid="B47">Laidre and Heide-J&#xf8;rgensen, 2005</xref>; <xref ref-type="bibr" rid="B66">Moore and Huntington, 2008</xref>; <xref ref-type="bibr" rid="B51">Laidre et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B70">Orgeret et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B45">Kuletz et&#xa0;al., 2024</xref>). Understanding the patterns of killer whale sightings in the ECA over the past two decades is crucial for assessing the broader ecological impacts of their range expansion and informing future conservation strategies.</p>
<p>Arctic marine ecosystems are often defined by the presence of sea ice, and ice-associated organisms (<xref ref-type="bibr" rid="B62">Melnikov, 1997</xref>). There are three species of endemic Arctic cetaceans: beluga, narwhal, and bowhead whale, as well as many species of marine mammal that migrate into Arctic regions during the ice free/low ice season for feeding (<xref ref-type="bibr" rid="B13">Darnis et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B61">McMeans et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B45">Kuletz et&#xa0;al., 2024</xref>). Killer whales are one such seasonal migrant with a long history of observation in the Arctic, typically observed migrating into the ECA in late spring and departing in the fall as sea ice begins to form (<xref ref-type="bibr" rid="B55">Lefort et&#xa0;al., 2020a</xref>).</p>
<p>Sighting data for killer whales in the ECA were collected over time from a diverse network of observers, including Inuit community members, tourists, and researchers. Inuit Traditional Ecological Knowledge (TEK) has been particularly valuable in providing consistent, long-term observations of killer whale presence and behavior (<xref ref-type="bibr" rid="B19">Ferguson et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B92">Westdal et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B38">Higdon et&#xa0;al., 2014</xref>). As human populations and activities in the ECA have increased over the years, sighting effort has expanded, contributing to a more comprehensive dataset. This growing human presence, alongside technological advancements such as larger and faster boats, drones, and aerial surveys, has enhanced the ability to document killer whale occurrence across a broader geographic range (<xref ref-type="bibr" rid="B95">Young et&#xa0;al., 2022</xref>).</p>
<p>The sightings dataset was analyzed in conjunction with sea ice metrics, including sea ice coverage, ablation (melting), and formation, to assess how killer whale presence aligns with seasonal changes in ice conditions. As sea ice recedes, larger ice-free areas become accessible to killer whales, enabling them to roam in search of prey. These predators target Arctic endemic species such as narwhals, belugas, bowhead whales, and seals, particularly in regions where these marine mammals congregate for breeding, nursing, and resting during ice-free periods (<xref ref-type="bibr" rid="B50">Laidre and Regehr, 2017</xref>). The seasonal availability of concentrated prey in these areas is essential for killer whale energetics (<xref ref-type="bibr" rid="B18">Ferguson et&#xa0;al., 2010a</xref>), but also holds critical ecological and cultural importance for Inuit communities, who rely on Arctic marine mammals for both subsistence and cultural continuity via knowledge transfer. Therefore, understanding the timing and geographic patterns of killer whale sightings will provide insight into their ecological role in this rapidly changing environment.</p>
<p>The primary aim of this study is to investigate the spatial and temporal patterns of killer whale sightings in the ECA from 2002 to 2023 and assess how these patterns relate to sea ice dynamics. Clustering analyses, based on the mean distance to the five closest neighboring observations, were used to assess trends in whether sightings occurred in localized hotspots or were more diffusely spread across the region. Additionally, arrival and departure dates were analyzed in relation to sea ice coverage to determine the timing of killer whale presence as it correlates with seasonal ice retreat and formation. By examining general spatial patterns and relationships with environmental variables, we seek to understand the extent and characteristics of killer whale habitat use in the ECA, especially in areas where Arctic endemic marine mammals congregate (<xref ref-type="bibr" rid="B37">Higdon et&#xa0;al., 2012</xref>, <xref ref-type="bibr" rid="B38">2014</xref>; <xref ref-type="bibr" rid="B32">Hamilton et&#xa0;al., 2022</xref>). These findings are critical for assessing the ecological implications of killer whale range expansion in the Arctic, providing insight into predator-prey interactions, increased pressure on prey species, and informing conservation efforts (<xref ref-type="bibr" rid="B58">Matthews et&#xa0;al., 2020</xref>). The relevance of this work extends to both ecological research and the cultural and subsistence needs of Inuit communities that rely on Arctic marine mammals for food security (<xref ref-type="bibr" rid="B40">Huntington et&#xa0;al., 2017</xref>).</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Observation data</title>
<p>Killer whale observations in the Canadian Arctic were collected from 1850 to 2023, via community interviews, and searches of Canadian archives and published work (<xref ref-type="bibr" rid="B29">Greely, 1886</xref>, <xref ref-type="bibr" rid="B30">1888</xref>; <xref ref-type="bibr" rid="B53">Lee, 1928</xref>; <xref ref-type="bibr" rid="B14">Degerbol and Freuchen, 1935</xref>; <xref ref-type="bibr" rid="B15">Doan and Douglas, 1953</xref>; <xref ref-type="bibr" rid="B82">Stepney and Wooley, 1975</xref>; <xref ref-type="bibr" rid="B81">Steltner et&#xa0;al., 1984</xref>; <xref ref-type="bibr" rid="B22">Ford et&#xa0;al., 1986</xref>; <xref ref-type="bibr" rid="B64">Milani, 1986</xref>; <xref ref-type="bibr" rid="B10">Campbell, 1988</xref>; <xref ref-type="bibr" rid="B57">Lien et&#xa0;al., 1988</xref>; <xref ref-type="bibr" rid="B65">Mitchell and Reeves, 1988</xref>; <xref ref-type="bibr" rid="B74">Reeves and Mitchell, 1988</xref>; <xref ref-type="bibr" rid="B20">Finley, 1990</xref>; <xref ref-type="bibr" rid="B71">Pattie and Webber, 1992</xref>; <xref ref-type="bibr" rid="B21">Finley et&#xa0;al., 1993</xref>; <xref ref-type="bibr" rid="B43">Kingsley et&#xa0;al., 1994</xref>; <xref ref-type="bibr" rid="B26">Gaston and Ouellet, 1997</xref>; <xref ref-type="bibr" rid="B75">Richard, 1998</xref>; <xref ref-type="bibr" rid="B68">NWMB, 2000</xref>; <xref ref-type="bibr" rid="B28">Gonzalez, 2001</xref>; <xref ref-type="bibr" rid="B73">Reaney, 2004</xref>; <xref ref-type="bibr" rid="B86">Stewart and Lockhart, 2005</xref>; <xref ref-type="bibr" rid="B49">Laidre et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B84">Stewart, 2008</xref>), and word-of-mouth communication to the authors. Location accuracy varies across sightings, and associated coordinates represent best approximations. A prominent objective in our analyses was to investigate the effects of sea ice on killer whale presence in the Canadian Arctic, so observations were subset from 2002 - 2023, to reflect the availability of high-quality sea ice concentration data. Data were also constrained to observations within the ECA, removing all values west of 110&#xb0;W (n=3). Observations earlier than ordinal date 150 (May 29) (n=4) were removed as they were likely ice entrapped whales (see known entrapment dates in <xref ref-type="bibr" rid="B93">Westdal et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B60">Matthews et&#xa0;al., 2019</xref>), or questionable identifications.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Sea ice data</title>
<p>Sea ice concentration data was collected with the Advanced Microwave Scanning Radiometer EOS (AMSR-E) (2002-2011) and AMSR2 (2012-2023) constellation network, and obtained from the Sea Ice Remote Sensing group at the University of Bremen (<xref ref-type="bibr" rid="B80">Spreen et&#xa0;al., 2008</xref>; downloaded 20/5/2024). Pixel size for sea ice imagery is 6.25 x 6.25 kilometers, and pixel values either ranged from 0-200 or 0-100 depending on the date; all days were corrected to range from 0-100 to reflect percentage of sea ice cover.</p>
<p>To define the study area sea ice maps were clipped using a 100% minimum convex polygon of the 2002-2023 killer whale observation locations (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Map showing locations of killer whale sightings in the eastern Canadian Arctic from 2002-2023, the black line shows the study area used to delineate sea ice data.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1595960-g001.tif"/>
</fig>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Spatial analysis</title>
<p>To investigate spatial patterns in killer whale observations, clustering patterns were determined by developing a clustering metric. The clustering metric for each observation was determined by calculating the mean distance to five nearest sightings with all years combined. The clustering metric was used as the response variable in generalized linear models to determine variables that affect spatial distributions. The explanatory covariates included as potential effects were latitude, longitude, year, and month. No sea ice covariates were included in the clustering model because sea ice covariates are highly temporal, and the clustering metric was calculated for all points across all dates. The top model was chosen using forwards and backwards stepwise model selection based on Akaike Information Criterion (AIC) values.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Temporal analysis</title>
<p>To investigate temporal patterns, killer whale observations were analyzed in two groups: arrival into and departure out of the study area, as initial data inspection suggested there were two distinct patterns. Observations were separated by median ordinal date of all sightings, 229 (August 17), and all modelling was done for arrival and departure periods separately. Generalized linear models were used to identify variables that influenced the time of year killer whales were being observed. The response variable was the ordinal date of each observation. The explanatory covariates included as potential effects were latitude, longitude, year, sea ice concentration at each observation point (point ice), and mean sea ice concentration in the study area (mean ice). Interaction terms year x mean ice, year x point ice, and point ice x latitude were also included. The top model for arrival and departure was chosen using forwards and backwards stepwise model selection based on AIC values.</p>
<p>All analyses were conducted in RStudio (<xref ref-type="bibr" rid="B72">R Core Team, 2020</xref>; <italic>version 4.4.0</italic>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>From 1850-2023 there were 674 documented killer whale observations in the Canadian Arctic. During that period there was an increase in observations (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). From 2002-2023, killer whales were observed a total of 355 times in the Canadian Arctic, after removing observations outside the study area and before May 29, there were 348 in the ECA. Arrival and departure period were separated by median value, so both periods contained 174 observations. There was no trend in the number of observations across years during the study period (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>), with an average of 16 (range: 3-28) observations per year. Point ice values were missing for 66 of the 348 observations because the resolution of the sea ice data resulted in some marine regions along the coast being treated as land. Due to this, point ice was removed from the models to retain sample size.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Frequency of killer whale sightings in the eastern Canadian Arctic over time. Blue box shows the study period (2002-2023) for analyses conducted in this study.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1595960-g002.tif"/>
</fig>
<sec id="s3_1">
<label>3.1</label>
<title>Spatial analysis</title>
<p>The clustering metric revealed that the mean distance to five nearest observations ranged from 34 - 327 km. The top model included covariates latitude, longitude, and year (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). To explore the effect of year, the strongest effect in the model, year was plotted against the clustering metric, showing increased distance between nearest neighbour observations over time (p &lt; 0.01, R<sup>2</sup> = 0.23) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Model summary for top regression model for covariates affecting spatial clustering in killer whales observed in the eastern Canadian Arctic from 2002-2023.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Covariate</th>
<th valign="top" align="left">Estimate</th>
<th valign="top" align="left">Std. Error</th>
<th valign="top" align="left">t-value</th>
<th valign="top" align="left">p-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Intercept</td>
<td valign="top" align="left">-8.673e+03</td>
<td valign="top" align="left">1.099e+03</td>
<td valign="top" align="left">-7.894</td>
<td valign="top" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Long</td>
<td valign="top" align="left">2.146</td>
<td valign="top" align="left">0.326</td>
<td valign="top" align="left">6.594</td>
<td valign="top" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Lat</td>
<td valign="top" align="left">2.663</td>
<td valign="top" align="left">0.564</td>
<td valign="top" align="left">4.723</td>
<td valign="top" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Year</td>
<td valign="top" align="left">4.394</td>
<td valign="top" align="left">0.545</td>
<td valign="top" align="left">8.063</td>
<td valign="top" align="left">&lt;0.001</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Mean distance to five nearest neighbour observations of killer whale sightings in the eastern Canadian Arctic over time from 2002-2023. Regression line of temporal trend in distance to neighbouring observations shown in blue with 95% confidence interval (CI) in grey (R<sup>2</sup> = 0.23).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1595960-g003.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Temporal analyses</title>
<sec id="s3_2_1">
<label>3.2.1</label>
<title>Arrival model</title>
<p>Arrival observations occurred from June 5 - August 16. The top model included covariates year, mean ice, latitude, and year x mean ice interaction term (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>), and all included covariates had significant effects. To further investigate the effects, ordinal date was plotted against year (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>), which showed a significant downwards trend, suggesting that observations occurred earlier in the year in later years. Killer whales arrived 0.6 days/year earlier over the 21-year study period, resulting in an average arrival 10 days earlier in 2023 (27 July) compared to 2002 (6 August). To visualize the interaction term ordinal date was plotted against sea ice concentration, with a trendline for each year (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>), which shows that in earlier years killer whales were observed when sea ice concentration was higher, with a tendency towards observations at the same ordinal date having lower associated sea ice concentrations in later years.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Model summary for top regression model for covariates affecting ordinal date of observation of killer whales in the eastern Canadian Arctic from 2002-2023 during the arrival period from June 5- August 16 and departure period from August 17 &#x2013; December 11.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" colspan="5" align="left">Arrival period</th>
</tr>
<tr>
<th valign="top" align="left">Covariate</th>
<th valign="top" align="left">Estimate</th>
<th valign="top" align="left">Std. Error</th>
<th valign="top" align="left">t-value</th>
<th valign="top" align="left">p-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Intercept</td>
<td valign="top" align="left">1.448e+03</td>
<td valign="top" align="left">2.693e+02</td>
<td valign="top" align="left">5.378</td>
<td valign="top" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Year</td>
<td valign="top" align="left">-0.613</td>
<td valign="top" align="left">0.135</td>
<td valign="top" align="left">-4.551</td>
<td valign="top" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="top" align="left">meanice</td>
<td valign="top" align="left">-51.129</td>
<td valign="top" align="left">23.181</td>
<td valign="top" align="left">-2.206</td>
<td valign="top" align="left">0.029</td>
</tr>
<tr>
<td valign="top" align="left">Lat</td>
<td valign="top" align="left">0.218</td>
<td valign="top" align="left">0.103</td>
<td valign="top" align="left">2.122</td>
<td valign="top" align="left">0.035</td>
</tr>
<tr>
<td valign="top" align="left">Year:meanice</td>
<td valign="top" align="left">0.025</td>
<td valign="top" align="left">0.012</td>
<td valign="top" align="left">2.145</td>
<td valign="top" align="left">0.033</td>
</tr>
</tbody>
</table>
<table frame="hsides">
<thead>
<tr>
<th valign="top" colspan="5" align="left">Departure period</th>
</tr>
<tr>
<th valign="top" align="left">Covariate</th>
<th valign="top" align="left">Estimate</th>
<th valign="top" align="left">Std. Error</th>
<th valign="top" align="left">t-value</th>
<th valign="top" align="left">p-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Intercept</td>
<td valign="top" align="left">2.331e+03</td>
<td valign="top" align="left">7.493e+02</td>
<td valign="top" align="left">-3.111</td>
<td valign="top" align="left">0.002</td>
</tr>
<tr>
<td valign="top" align="left">Year</td>
<td valign="top" align="left">1.303</td>
<td valign="top" align="left">0.371</td>
<td valign="top" align="left">3.512</td>
<td valign="top" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="top" align="left">meanice</td>
<td valign="top" align="left">350.563</td>
<td valign="top" align="left">112.646</td>
<td valign="top" align="left">3.112</td>
<td valign="top" align="left">0.002</td>
</tr>
<tr>
<td valign="top" align="left">Lon</td>
<td valign="top" align="left">0.319</td>
<td valign="top" align="left">0.127</td>
<td valign="top" align="left">2.513</td>
<td valign="top" align="left">0.013</td>
</tr>
<tr>
<td valign="top" align="left">Lat</td>
<td valign="top" align="left">-0.480</td>
<td valign="top" align="left">0.234</td>
<td valign="top" align="left">-2.056</td>
<td valign="top" align="left">0.041</td>
</tr>
<tr>
<td valign="top" align="left">Year:meanice</td>
<td valign="top" align="left">-0.172</td>
<td valign="top" align="left">0.056</td>
<td valign="top" align="left">-3.090</td>
<td valign="top" align="left">0.002</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Box plots of ordinal date of killer whale sightings in the eastern Canadian Arctic during the arrival period <bold>(A)</bold> and departure period <bold>(B)</bold> from 2002-2023 showing mean, 25<sup>th</sup> and 75<sup>th</sup> percentiles, and 95% confidence interval (CI) whiskers. Regression line of temporal trend in ordinal date of observation shown in blue with 95% CI in grey.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1595960-g004.tif"/>
</fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Ordinal dates of killer whale sightings in the eastern Canadian Arctic during the arrival period <bold>(A)</bold> and departure period <bold>(B)</bold> from 2002-2023 as a function of regional sea ice cover in the study area on the date of the sighting. Coloured regression lines reflect annual trends.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1595960-g005.tif"/>
</fig>
</sec>
<sec id="s3_2_2">
<label>3.2.2</label>
<title>Departure model</title>
<p>Departure observations occurred from August 17 - December 11. The top model includes covariates year, mean ice, longitude, latitude, and year x mean ice interaction term (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>), and all included covariates had significant effects. To further investigate effects, ordinal date was plotted against year (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>), which showed an upwards trend, suggesting that observations occurred later in the year in later years. Killer whales departed 1.3 days/year later over the 21-year study period, resulting in an average departure 12 days later in 2023 (13 September) compared to 2002 (1 September). To visualize the interaction term, ordinal date was plotted against sea ice concentration, with a regression line for each year (except 2003 which had a single data point) (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>), which shows that in later years killer whales were observed later during the departure period, at times when sea ice concentration was higher.</p>
</sec>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>In our spatial model, clustering of observations was significantly affected by latitude and longitude. Higher clustering in southern and western locations in the study area was likely driven by the high density of observations in western Hudson Bay and Foxe Basin. The effect of year on clustering suggests that over time killer whales were being observed further away from higher use areas, or spreading further into other regions in the ECA. This pattern of spatial spreading (increased clustering distance) could be linked to patterns of decreased sea ice coverage in the Arctic over time (<xref ref-type="bibr" rid="B12">Comiso et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B46">Kwok, 2018</xref>), as well as shifting effort or means of reporting, as our sighting dataset shows a slight increase in tourism related sightings and an increased number of reports collected via social media. Overall, killer whales in the ECA during summer exhibited flexible movement patterns and habitat use, likely influenced by prey availability observed across multiple seasonal visits and varying sea ice conditions. When both temporal models, arrival and departure, are considered together, there is a pattern of an extended period of killer whale observation in the ECA. Over time, arrival observations (June 5 - August 16) occurred earlier and departure observations (August 17 - December 11) occurred later. The ECA Archipelago has shown a slightly greater change in the date of freeze up in the fall versus break up in the spring (<xref ref-type="bibr" rid="B24">Galley et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B89">Walsh et&#xa0;al., 2022</xref>). Killer whale presence reflects this sea ice trend, as observations extended further into fall versus earlier in the spring over the study period. Previous research has quantified a decline in sea ice cover in the Canadian Arctic that has likely influenced killer whale presence (<xref ref-type="bibr" rid="B36">Higdon and Ferguson, 2009</xref>; <xref ref-type="bibr" rid="B38">Higdon et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B83">Stern and Laidre, 2016</xref>). Generally, the rate of earlier ECA killer whale entry and later departure over the past two decades matches the rate of sea ice decline of 1.2 days/year (<xref ref-type="bibr" rid="B94">Yang et&#xa0;al., 2023</xref>).</p>
<p>These findings align with earlier research on killer whale distribution and behavior in polar regions. The arrival model had a significant year x mean ice interaction term with a trend that suggests that for whales observed at a similar time (i.e., ordinal day 220), the mean regional ice cover has declined over time. When the trend of earlier arrival is combined with the year x mean ice effect it can be interpreted that there is lower sea ice concentration during arrival in later years, which contributes to killer whale sightings earlier in the year. The latitude effect suggests a trend where killer whales are observed further north later in the arrival period, which aligns with expected movement of killer whales further into the Arctic as the arrival period progresses and ice retreats (<xref ref-type="bibr" rid="B66">Moore and Huntington, 2008</xref>; <xref ref-type="bibr" rid="B38">Higdon et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B42">Kimber et&#xa0;al., 2025</xref>).</p>
<p>The departure model year x mean ice interaction term suggests that in later years killer whales were present later during the departure period, even when sea ice concentration was higher. The extended presence of killer whales in the Canadian Arctic aligned with the extended ice free season previously quantified (<xref ref-type="bibr" rid="B39">Howell et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B76">Rodrigues, 2009</xref>), but extended presence as sea ice concentration begins to increase at the end of the open water season could suggest unknown factors affecting extended killer whale presence. Killer whales could potentially be altering their behaviour, engaging in more risky or bold habitat selection as ice freezes (<xref ref-type="bibr" rid="B60">Matthews et&#xa0;al., 2019</xref>) or engaging in habitat associated learning. Both latitude and longitude had a significant effect in the departure model. The latitude effect suggests that killer whales are observed further south later in the year, which aligns with expected movement as sea ice freezes up and killer whales depart from the Arctic. The effect of longitude suggests that whales were observed further east later in the departure period, which is likely related to whales exiting the region east through Davis Strait during freeze up (<xref ref-type="bibr" rid="B59">Matthews et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B55">Lefort et&#xa0;al., 2020a</xref>). Our results emphasize the role of diminishing sea ice as a primary driver of killer whale distribution and prolonged seasonal presence. However, there are other potential drivers, including prey availability, climate variability, and anthropogenic influences.</p>
<p>Overall, killer whales have been arriving in the ECA 0.6 days/year earlier and departing 1.3 days/year later, leading to a near doubling of their average presence from 26 days in 2002 (6 August to 1 September) to 48 days in 2023 (27 July to 13 September), although this trend varies based on sea ice concentration. Killer whales in the Bering Strait present a stronger trend of temporally increased presence aligning with decreased ice coverage although at a smaller spatial scale than our study, with presence increasing by 32 days over only 8 years (<xref ref-type="bibr" rid="B42">Kimber et&#xa0;al., 2025</xref>). The extended period of presence provides killer whales with increased opportunities to locate and prey on marine mammals, potentially having ecological impacts on species that seasonally give birth and nurse their calves during the ice-free period (<xref ref-type="bibr" rid="B50">Laidre and Regehr, 2017</xref>). Bowhead, beluga, and narwhal, for instance, migrate to specific summering areas to nurse neonates: bowhead whales within icy habitats (<xref ref-type="bibr" rid="B17">Ferguson et&#xa0;al., 2010b</xref>), belugas in shallow estuaries (<xref ref-type="bibr" rid="B78">Smith et&#xa0;al., 2017</xref>), and narwhals in remote fjords (<xref ref-type="bibr" rid="B48">Laidre et&#xa0;al., 2004</xref>). The prolonged open-water season and increased killer whale presence heighten predation risks, particularly for young and inexperienced calves, potentially negatively affecting population dynamics of these vulnerable Arctic species.</p>
<p>There are associated shortcomings with this data set, as observations are biased by both the density and presence of human observers resulting in uneven spatial and temporal coverage. Observations are not random, and thus, results associated with habitat selection cannot be prescriptive of all killer whales in the Canadian Arctic. Sighting data that is not linked to individual or group identification limits our ability to accurately test group arrival and departure times and time spent in the ECA by groups. As a result, our analysis only reflects a general overview of all killer whale groups visiting the region in summer (<xref ref-type="bibr" rid="B55">Lefort et&#xa0;al., 2020a</xref>). This restricted the ability to include point ice in the models as it greatly reduced the sample size, which reduced the ability to identify specific individual trends with sea ice and killer whale presence. The mean ice values are potentially more applicable to killer whale presence trends, however, we are investigating arrival and departure trends, which are likely to be impacted by the killer whales&#x2019; ability to move throughout the region. The clustering metric and spatiotemporal analyses mitigate some of these data limitations while suggesting areas for improvement in monitoring.</p>
<p>Killer whales fulfill an apex predator trophic role in Arctic ecosystems, with multiple documented predation events on narwhal, beluga whales, bowhead whales, Atlantic walrus (<italic>Odobenus rosmarus rosmarus</italic>), and multiple species of seal (<xref ref-type="bibr" rid="B81">Steltner et&#xa0;al., 1984</xref>; <xref ref-type="bibr" rid="B10">Campbell, 1988</xref>; <xref ref-type="bibr" rid="B74">Reeves and Mitchell, 1988</xref>; <xref ref-type="bibr" rid="B20">Finley, 1990</xref>; <xref ref-type="bibr" rid="B63">Melnikov and Zagrebin, 2005</xref>; <xref ref-type="bibr" rid="B49">Laidre et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B34">Higdon, 2007</xref>; <xref ref-type="bibr" rid="B19">Ferguson et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B37">Higdon et&#xa0;al., 2012</xref>, <xref ref-type="bibr" rid="B38">2014</xref>; <xref ref-type="bibr" rid="B91">Westdal et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B9">Breed et&#xa0;al., 2017</xref>). The work presented here suggests that killer whales in the Arctic are both spatially and temporally expanding their presence, moving into regions not previously observed, entering earlier, leaving later, and staying longer. This overall increase in presence has likely put more pressure on Arctic species that were previously less threatened by killer whale predation. Continued declines in sea ice cover will affect prey species by temporally increasing killer whale predation, influencing prey species behaviour, and reducing the availability of sea ice refuge (<xref ref-type="bibr" rid="B9">Breed et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B58">Matthews et&#xa0;al., 2020</xref>). It is unclear how prey species will respond, but they may shift their summer range further into the Canadian Archipelago or northward into the Last Ice Area (<xref ref-type="bibr" rid="B67">Moore et&#xa0;al., 2019</xref>). However, the actual response and demographic success of such changes are likely species-dependent. For example, beluga whales exhibit strong fidelity to their summer areas and show limited adaptability to changes in seasonal habitat use (<xref ref-type="bibr" rid="B69">O&#x2019;Corry-Crowe et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B77">Skovrind et&#xa0;al., 2021</xref>). The relationships between killer whales and other species in Arctic ecosystems are expected to be dynamic, as productivity and availability of prey species is predicted to shift as climate change reduces sea ice. For example, the distribution of zooplankton species in the Arctic has changed in response to warming water (<xref ref-type="bibr" rid="B6">Blachowiak-Samolyk et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B3">Balazy et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B1">Abe et&#xa0;al., 2020</xref>), which is predicted to impact bowhead whale abundance and distribution (<xref ref-type="bibr" rid="B52">Laidre et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B23">Fortune et&#xa0;al., 2023</xref>). Continued documentation of Arctic killer whale sightings will be important for tracking the presence of killer whales in this ecosystem and predicting the effects of increased presence alongside other ecosystem-wide shifts.</p>
<p>Killer whales exhibit remarkable behavioral plasticity, enabling them to exploit newly accessible habitats, including in the Arctic as sea ice recedes (<xref ref-type="bibr" rid="B7">Brakes and Dall, 2016</xref>; <xref ref-type="bibr" rid="B5">Bester et&#xa0;al., 2017</xref>). This flexibility allows them to adjust their movement patterns and habitat use in response to shifting prey availability and environmental conditions (<xref ref-type="bibr" rid="B87">Tavares et&#xa0;al., 2017</xref>). The observed trend of earlier arrivals and later departures reflects an adaptive strategy that maximizes energy intake during extended open-water seasons (<xref ref-type="bibr" rid="B45">Kuletz et&#xa0;al., 2024</xref>). These extended periods in the Arctic may also align with reproductive strategies, ensuring access to abundant prey resources, via Arctic associated prey, necessary to support gestation, lactation, and calf growth (<xref ref-type="bibr" rid="B90">Weiss et&#xa0;al., 2023</xref>). Such behavioral adaptations underscore killer whales&#x2019; ability to thrive in dynamic ecosystems, further influencing predator-prey interactions and Arctic marine food web dynamics.</p>
<p>The increasing presence of killer whales in the ECA underscores the need for monitoring and managing their predation on culturally and economically significant prey species (<xref ref-type="bibr" rid="B84">Stewart, 2008</xref>, <xref ref-type="bibr" rid="B85">2018</xref>; <xref ref-type="bibr" rid="B35">Higdon, 2010</xref>). Incorporating killer whale distribution shifts into Arctic conservation and policy frameworks is essential for mitigating their economic and cultural impacts and ensuring the sustainability of Arctic endemic species (<xref ref-type="bibr" rid="B25">Garroway et&#xa0;al., 2024</xref>). Future research should prioritize understanding prey selection and energy requirements to quantify the potential regulatory effects of killer whale predation on Arctic ecosystems (<xref ref-type="bibr" rid="B54">Lefort et&#xa0;al., 2020b</xref>; <xref ref-type="bibr" rid="B8">Breed, 2021</xref>). Additionally, continued research on their social structure, acoustic behavior, and genetic and cultural diversity, and similar research on prey species, will provide critical insights into population dynamics and adaptation strategies (<xref ref-type="bibr" rid="B16">Esteban et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B41">Jourdain et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B79">Sportelli et&#xa0;al., 2022</xref>). Modeling future distribution patterns under various climate scenarios will further inform proactive management strategies to address the ecological consequences of continued sea ice loss (<xref ref-type="bibr" rid="B88">van Weelden et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B11">Chambault et&#xa0;al., 2022</xref>).</p>
<p>Future research could include testing whether increasing killer whale presence is driving measurable changes in the behavior, distribution, and population dynamics of endemic Arctic prey species. For example, satellite telemetry and drone-based behavioural observations could be used to assess changes in habitat use or predator avoidance by seals, as has been explored for narwhals (<xref ref-type="bibr" rid="B9">Breed et&#xa0;al., 2017</xref>) and bowhead whales (<xref ref-type="bibr" rid="B58">Matthews et&#xa0;al., 2020</xref>). Researchers could examine whether increased killer whale presence correlates with reduced fidelity to calving or moulting sites in ice-associated species, or whether predator-induced stress is altering prey diving behaviour or acoustic signaling&#x2014;detectable through passive acoustic monitoring (PAM) and biologging technologies. Comparative diet studies of Arctic killer whales and those in other rapidly warming regions (e.g., Southern Ocean, Bering Sea) could help identify convergent ecological responses to climate change.</p>
<p>Another promising research direction is to investigate whether migratory connectivity is shifting, for example, whether killer whales are beginning to overwinter farther north. Interannual variability in sea ice phenology may drive year-to-year variation in killer whale migration timing and extent, and continued sea ice loss could be facilitating increased inter-basin connectivity between historically distinct populations (e.g., Baffin Bay and the Beaufort Sea; <xref ref-type="bibr" rid="B33">Heide-J&#xf8;rgensen et&#xa0;al., 2012</xref>). These hypotheses can be tested by combining killer whale telemetry with high-resolution sea ice datasets and applying dynamic habitat models (e.g., species distribution models, step selection functions) that incorporate both ice metrics and prey availability. Finally, future studies could test the hypothesis that killer whale migration timing is more tightly linked to sea ice concentration and freeze-thaw dynamics than to temperature or prey movements alone. This could involve using high-resolution satellite ice data alongside predictive models incorporating the Sea-Ice Model Intercomparison Project (CMIP6) sea ice projections to estimate how arrival and departure windows may shift under continued Arctic warming.</p>
<p>These findings highlight how climate-driven shifts may be reshaping Arctic ecosystems, where diminishing sea ice facilitates extended seasonal use of the ECA region by killer whales, a key marine predator. By adding to knowledge of killer whale demographics, and movement patterns, this study contributes to a broader understanding of predator-prey dynamics in the context of rapid environmental change (<xref ref-type="bibr" rid="B31">Guiden et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B2">Arumugam et&#xa0;al., 2020</xref>). As Arctic ecosystems face increasing pressure from climate change, this research provides needed insights into the ecological consequences of shifting predator distributions and underscores the importance of integrating these dynamics into conservation and management strategies.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>SF: Conceptualization, Data curation, Project administration, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. BB: Conceptualization, Formal Analysis, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. KW: Investigation, Writing &#x2013; review &amp; editing. SP: Investigation, Writing &#x2013; review &amp; editing. CW: Investigation, Writing &#x2013; review &amp; editing. CM: Investigation, Writing &#x2013; review &amp; editing. JH: Data curation, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. Funding was provided by Nunavut Wildlife Management Board (3-18-1), Fisheries and Oceans Canada, University of Manitoba, and Natural Sciences and Engineering Research Council (RGPIN/5961).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We thank the different individuals and groups that have contributed sighting information and in particular Inuit participants that shared information on Nunavut killer whales. We thank the reviewers for their time and valued insight.</p>
</ack>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s9" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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