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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2025.1601425</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Women expert gamers: portrait of an understudied population</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>H&#x00E9;bert-Ratt&#x00E9;</surname> <given-names>Roxanne</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3017284/overview"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Dufour</surname> <given-names>Magali</given-names></name>
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<contrib contrib-type="author">
<name><surname>Martel-Brosseau</surname> <given-names>Genevi&#x00E8;ve</given-names></name>
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<contrib contrib-type="author">
<name><surname>El-Baalbaki</surname> <given-names>Ghassan</given-names></name>
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<aff><institution>Department of Psychology, Universit&#x00E9; du Qu&#x00E9;bec &#x00E0; Montr&#x00E9;al</institution>, <addr-line>Montreal, QC</addr-line>, <country>Canada</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0003">
<p>Edited by: Felix Reer, University of M&#x00FC;nster, Germany</p>
</fn>
<fn fn-type="edited-by" id="fn0004">
<p>Reviewed by: Mariela Bustos-Ortega, University of Burgos, Spain</p>
<p>Wai Yen Tang, Erasmus University Rotterdam, Netherlands</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Roxanne H&#x00E9;bert-Ratt&#x00E9;, <email>hebert-ratte.roxanne@courrier.uqam.ca</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>06</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1601425</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>04</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>05</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 H&#x00E9;bert-Ratt&#x00E9;, Dufour, Martel-Brosseau and El-Baalbaki.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>H&#x00E9;bert-Ratt&#x00E9;, Dufour, Martel-Brosseau and El-Baalbaki</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>Very little is known about women who persist in competitive gaming environments and their unique characteristics. Thus, the current study aims to provide an initial portrait of these women.</p>
</sec>
<sec>
<title>Methods</title>
<p>A subsample of 128 female gamers, selected from a larger internet survey, completed an online questionnaire assessing sociodemographic factors, gaming experience, motives to play, and mental health variables. Self-reported expert gamers were compared to casuals on these variables. Then, a backward logistic regression allowed to identify the best predictors of being an expert gamer.</p>
</sec>
<sec>
<title>Results</title>
<p>Experts reported higher gaming involvement and higher levels of specific gaming motives. Experts also tended to engage in specific game types and to report more positive outcomes than casuals. Finally, gaming involvement, competition motive, self-esteem, and game genre were the best predictors of group membership.</p>
</sec>
<sec>
<title>Discussion</title>
<p>This study highlighted several unique characteristics of female expert gamers, suggesting an important role of personal and environmental strengths, gaming involvement, and gender representation.</p>
</sec>
</abstract>
<kwd-group>
<kwd>women</kwd>
<kwd>competitive gaming</kwd>
<kwd>gaming expertise</kwd>
<kwd>self-esteem</kwd>
<kwd>wellbeing</kwd>
<kwd>gaming disorder</kwd>
<kwd>mental health</kwd>
<kwd>game genre</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="92"/>
<page-count count="10"/>
<word-count count="8906"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Media Psychology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<title>Introduction</title>
<p>In the past two decades, the proportion of women involved in gaming has increased in many countries across the world (<xref ref-type="bibr" rid="ref4">Basuroy, 2024</xref>; <xref ref-type="bibr" rid="ref10">Clement, 2024a</xref>, <xref ref-type="bibr" rid="ref11">2024b</xref>, <xref ref-type="bibr" rid="ref9">2023c</xref>). On the other hand, involvement in competitive, skillful gaming and eSports has gained massive visibility in recent years, to the point where eSports is now a billion-dollar global industry (<xref ref-type="bibr" rid="ref15">Clement, 2025d</xref>) with competitions and tournaments viewed by hundreds of millions of viewers (<xref ref-type="bibr" rid="ref14">Clement, 2025c</xref>). Despite their presence being more widespread and normalized in gaming, women who make it at the top levels of competitive videogame play are rare. For example, among the top 10 eSports players by earnings, both in 2024 and January 2025, there was no woman (<xref ref-type="bibr" rid="ref12">Clement, 2025a</xref>, <xref ref-type="bibr" rid="ref13">2025b</xref>). Similarly, in many of the most successful competitive gaming teams, women are either completely absent or very few (<xref ref-type="bibr" rid="ref16">Clement, 2025e</xref>; <xref ref-type="bibr" rid="ref70">Stuart, 2019</xref>).</p>
<p>Only a small number of studies have investigated the realities and specificities of women involved in gaming, and most have been focused on the challenges faced by these players such as toxicity, gendered stereotypes and harassment (<xref ref-type="bibr" rid="ref45">Lopez-Fernandez et al., 2019a</xref>, <xref ref-type="bibr" rid="ref39">Kuss et al., 2022</xref>; <xref ref-type="bibr" rid="ref9010">Rogstad, 2021</xref>). Despite these challenges and lack of representation and role models, in recent years, some women have begun to break the &#x201C;glass ceiling&#x201D; of competitive gaming by competing in international tournaments (<xref ref-type="bibr" rid="ref6">Choi et al., 2019</xref>; <xref ref-type="bibr" rid="ref68">Schelfhout et al., 2021</xref>) and some local initiatives have been developed to promote more inclusivity (<xref ref-type="bibr" rid="ref28">Hayday and Collison, 2022</xref>, pp. 135&#x2013;137; <xref ref-type="bibr" rid="ref67">Sacco, 2020</xref>).</p>
<p>However, in research, these competitive women gamers are not well understood. Indeed, the very little available quantitative data precludes an understanding of these women from a psychological standpoint. Thus, the present study represents an initial attempt to draw a psychological profile of these women who persist in competitive gaming environments and their unique characteristics.</p>
<sec id="sec2">
<title>Women and gaming: the social context</title>
<p>Traditionally, playing videogames has been considered a hobby &#x201C;created by men for men&#x201D; (<xref ref-type="bibr" rid="ref57">Paa&#x00DF;en et al., 2016</xref>), with female characters often hypersexualized or in subordinate roles (<xref ref-type="bibr" rid="ref22">Davies et al., 2020</xref>; <xref ref-type="bibr" rid="ref27">Gestos et al., 2018</xref>) and a stereotype of the common gamer as male (<xref ref-type="bibr" rid="ref9015">Williams et al., 2008</xref>, p. 995). However, recent data (<italic>n</italic> = 73,000) suggests that women now represent almost half of the gamer base (45%) when including mobile gaming (<xref ref-type="bibr" rid="ref55">Ngoc, 2024</xref>). Despite this, women are less likely to identify as &#x201C;gamers&#x201D; and are rarely visible in skillful and competitive gaming spheres (<xref ref-type="bibr" rid="ref39">Kuss et al., 2022</xref>; <xref ref-type="bibr" rid="ref55">Ngoc, 2024</xref>). When they are, they can be subject to disbelief, scrutiny or backlash from parts of the gaming community (<xref ref-type="bibr" rid="ref6">Choi et al., 2019</xref>; <xref ref-type="bibr" rid="ref68">Schelfhout et al., 2021</xref>). A large part of scientific writings on female gamers have been qualitative or case studies that have shed light on their experiences of online sexism and harassment and the associated negative impacts on their gaming experience, involvement, motivation, and performance (<xref ref-type="bibr" rid="ref17">Colder Carras et al., 2017</xref>; <xref ref-type="bibr" rid="ref18">Cote, 2015</xref>; <xref ref-type="bibr" rid="ref33">Kaye and Pennington, 2016</xref>; <xref ref-type="bibr" rid="ref39">Kuss et al., 2022</xref>; <xref ref-type="bibr" rid="ref66">Ruvalcaba et al., 2018</xref>; <xref ref-type="bibr" rid="ref68">Schelfhout et al., 2021</xref>; <xref ref-type="bibr" rid="ref69">Shen et al., 2016</xref>; <xref ref-type="bibr" rid="ref74">Vella et al., 2020</xref>; <xref ref-type="bibr" rid="ref77">Witkowski, 2018</xref>). As mentioned by <xref ref-type="bibr" rid="ref65">Robinson (2023)</xref>, this negative impact on women&#x2019;s full involvement in gaming is susceptible to create a vicious cycle where they are not perceived to be the norm and thus continue to be marginalized (p. 862). In addition to these qualitative data, a few experimental studies have begun to examine the complex impact of social norms and stereotypes on gaming performance with mixed results (<xref ref-type="bibr" rid="ref29">Holl et al., 2024</xref>; <xref ref-type="bibr" rid="ref33">Kaye and Pennington, 2016</xref>; <xref ref-type="bibr" rid="ref56">Nolla et al., 2023</xref>; <xref ref-type="bibr" rid="ref60">Pennington et al., 2018</xref>). A variety of factors have been suggested to play a role in limiting women&#x2019;s participation in gaming, especially in competitive spheres. These include, for example, fewer opportunities to begin their involvement in gaming, less support for this activity from the people in their lives, lower levels of belongingness and self-efficacy related to gaming, and social gender-based education (<xref ref-type="bibr" rid="ref21">Darvin et al., 2021</xref>; <xref ref-type="bibr" rid="ref56">Nolla et al., 2023</xref>).</p>
<p>On the other hand, little is known about the women who go on to develop their gaming abilities at high levels of expertise despite these challenges (<xref ref-type="bibr" rid="ref6">Choi et al., 2019</xref>; <xref ref-type="bibr" rid="ref68">Schelfhout et al., 2021</xref>). Capitalizing on their strengths, it is likely that in the future, more representation of women in competitive gaming would contribute to minimizing challenges and facilitate their greater involvement in this increasingly popular, lucrative and recognized area of expertise (<xref ref-type="bibr" rid="ref52">Morgenroth et al., 2020</xref>; <xref ref-type="bibr" rid="ref59">Pedraza-Ramirez et al., 2020</xref>).</p>
</sec>
<sec id="sec3">
<title>Women&#x2019;s gaming patterns</title>
<p>Research with female-only gamer samples have shown that women play a variety of games, both online and offline, and across a variety of platforms (<xref ref-type="bibr" rid="ref40">Labrador et al., 2022</xref>; <xref ref-type="bibr" rid="ref46">Lopez-Fernandez et al., 2019b</xref>). Compared to men, women report playing &#x201C;flash&#x201D; games more frequently (<xref ref-type="bibr" rid="ref23">De Pasquale et al., 2020</xref>) and having a stronger preference for &#x201C;platformer&#x201D; &#x201C;brain and skill,&#x201D; or &#x201C;casual&#x201D; games (<xref ref-type="bibr" rid="ref41">Laconi et al., 2017</xref>; <xref ref-type="bibr" rid="ref42">Lange et al., 2021</xref>; <xref ref-type="bibr" rid="ref63">Rehbein et al., 2016</xref>). However, some results suggest that women are as interested in and as likely to play Massively Multiplayer Online Role-Playing (MMORPG) games such as World of Warcraft, and that they enjoy Multiplayer Online Battle Arena (MOBA) and First-Person Shooter (FPS) games as much as men (<xref ref-type="bibr" rid="ref23">De Pasquale et al., 2020</xref>; <xref ref-type="bibr" rid="ref41">Laconi et al., 2017</xref>). Overall, this data offers limited evidence to back up the stereotype that women prefer more simple, casual games (<xref ref-type="bibr" rid="ref57">Paa&#x00DF;en et al., 2016</xref>). Interestingly, the study by <xref ref-type="bibr" rid="ref42">Lange et al. (2021)</xref> found evidence of a moderate overestimation of gender differences in game genre preferences among their participants.</p>
<p>Regarding gaming involvement and motives, recent studies suggest that women spend less time gaming than men (e.g., <xref ref-type="bibr" rid="ref19">Cudo et al., 2022</xref>; <xref ref-type="bibr" rid="ref41">Laconi et al., 2017</xref>; <xref ref-type="bibr" rid="ref63">Rehbein et al., 2016</xref>). Women have been reported to play mainly for the purpose of &#x201C;having fun,&#x201D; passing time and immersing themselves in a virtual world (<xref ref-type="bibr" rid="ref40">Labrador et al., 2022</xref>; <xref ref-type="bibr" rid="ref46">Lopez-Fernandez et al., 2019b</xref>). Compared to men, women report a higher desire to build relationships through gaming (<xref ref-type="bibr" rid="ref41">Laconi et al., 2017</xref>; <xref ref-type="bibr" rid="ref9016">Yee, 2006</xref>). Some evidence of gender-specific relations between motives to play and disordered gaming have also been found, suggesting a unique role of achievement, competition and skill development motives (<xref ref-type="bibr" rid="ref41">Laconi et al., 2017</xref>; <xref ref-type="bibr" rid="ref46">Lopez-Fernandez et al., 2019b</xref>).</p>
</sec>
<sec id="sec4">
<title>Problematic use of videogames</title>
<p>Research has suggested that gaming can be a life-enhancing activity but also an attempt to avoid life&#x2019;s difficulties and/or psychological symptoms (<xref ref-type="bibr" rid="ref3">Banyai et al., 2019</xref>; <xref ref-type="bibr" rid="ref9005">Griffiths, 2019</xref>). For a minority of players, this can turn into a full-blown addiction (<xref ref-type="bibr" rid="ref9012">Stevens et al., 2020</xref>). Multiple studies which compared GD in male and female gamers have found lower GD scores in women (<xref ref-type="bibr" rid="ref41">Laconi et al., 2017</xref>; <xref ref-type="bibr" rid="ref44">Li et al., 2023</xref>), a lower proportion of women among GD players (<xref ref-type="bibr" rid="ref5">Bonnaire and Baptista, 2019</xref>) or a link between male gender and GD (<xref ref-type="bibr" rid="ref30">Holm et al., 2021</xref>). However, one study found no gender difference after controlling for game genre (<xref ref-type="bibr" rid="ref24">Elliot et al., 2012</xref>), one found higher scores in female gamers (<xref ref-type="bibr" rid="ref32">Kahraman and Kaya Yertutanol, 2021</xref>). Two recent meta-analyses found evidence of a lower risk of GD (<xref ref-type="bibr" rid="ref9012">Stevens et al., 2020</xref>; <xref ref-type="bibr" rid="ref71">Su et al., 2020</xref>) with a rate of 2.54% in women compared to 6.31% in men (<xref ref-type="bibr" rid="ref9012">Stevens et al., 2020</xref>). However, these data do not allow to understand the interplay between female gaming, competition, and positive and negative outcomes more broadly.</p>
<p>The little gender-specific data available about risk factors for GD suggest that women with gaming problems tend to be older, more often in a romantic relationship, more often unemployed and more likely to have less than a high school education compared to men with GD (<xref ref-type="bibr" rid="ref5">Bonnaire and Baptista, 2019</xref>). Distraction from problems has also been shown to predict GD in a women-only sample (<xref ref-type="bibr" rid="ref40">Labrador et al., 2022</xref>). Other risk factors include game genre (i.e., FPS, MMORPG, or MOBA), psychological symptoms, lower self-esteem, lower prosocial behavior, peer problems, body shape concerns, avatar identification and immersion in gaming experiences (<xref ref-type="bibr" rid="ref40">Labrador et al., 2022</xref>; <xref ref-type="bibr" rid="ref46">Lopez-Fernandez et al., 2019b</xref>; <xref ref-type="bibr" rid="ref73">Thakur et al., 2023</xref>).</p>
<p>In general, female players tend to report higher levels of psychological distress and lower self-esteem compared to male players (<xref ref-type="bibr" rid="ref26">Finser&#x00E5;s et al., 2022</xref>; <xref ref-type="bibr" rid="ref41">Laconi et al., 2017</xref>), both of which are risk factors for GD (e.g., <xref ref-type="bibr" rid="ref5">Bonnaire and Baptista, 2019</xref>).</p>
</sec>
<sec id="sec5">
<title>Women as competitive gamers</title>
<p>Players&#x2019; engagement in skillful and competitive gaming is a recent area of scientific research. Of this limited literature, most has investigated eSport and professional gaming, where women are scarce (<xref ref-type="bibr" rid="ref25">Faust et al., 2020</xref>; <xref ref-type="bibr" rid="ref64">Reitman et al., 2020</xref>). In fact, most studies on competitive eSports and professional gaming participation and associated consequences report proportions of women between 0 and 10% (<xref ref-type="bibr" rid="ref3">Banyai et al., 2019</xref>; <xref ref-type="bibr" rid="ref31">Jansz and Tanis, 2007</xref>; <xref ref-type="bibr" rid="ref43">Lee et al., 2020</xref>; <xref ref-type="bibr" rid="ref47">Maldonado-Murciano et al., 2022</xref>). On the other hand, in one study by <xref ref-type="bibr" rid="ref72">Tang et al. (2021)</xref>, women represented 36.9% of eSports consumers when both eSports engagement and viewing were considered simultaneously. Overall, the low representation of women in eSports and competitive gaming bears the question if the very few women who do compete have specific characteristics.</p>
<p>From this data, factors related to competitive gaming include time spent online and being motivated to compete, perfect one&#x2019;s skills, and socialize (<xref ref-type="bibr" rid="ref3">Banyai et al., 2019</xref>; <xref ref-type="bibr" rid="ref31">Jansz and Tanis, 2007</xref>; <xref ref-type="bibr" rid="ref50">Martoncik, 2015</xref>). Competitive players could have an increased risk of experiencing negative consequences such as depressive symptoms, worse sleep quality and GD (<xref ref-type="bibr" rid="ref3">Banyai et al., 2019</xref>; <xref ref-type="bibr" rid="ref43">Lee et al., 2020</xref>; <xref ref-type="bibr" rid="ref47">Maldonado-Murciano et al., 2022</xref>). On the other hand, very little data is available regarding motives, play styles and consequences experienced by female competitive gamers. The few available studies suggest that these women spend less time playing and viewing eSports than men but share the same genre preferences (with the exception of FPS, preferred by men; <xref ref-type="bibr" rid="ref72">Tang et al., 2021</xref>) and report a higher motivation for achievement (<xref ref-type="bibr" rid="ref38">Kordyaka et al., 2023</xref>) than competitive male gamers. Additionally, compared to non-competitive female gamers, competitive women were less likely to underestimate their own skill when playing against a &#x201C;male&#x201D; artificial intelligence in an experimental study (<xref ref-type="bibr" rid="ref75">Vermeulen et al., 2014</xref>). Relatedly, some research has begun to examine the impact of &#x201C;stereotype threat&#x201D; on the gaming performance and self-perceptions of female players (<xref ref-type="bibr" rid="ref29">Holl et al., 2024</xref>; <xref ref-type="bibr" rid="ref33">Kaye and Pennington, 2016</xref>; <xref ref-type="bibr" rid="ref60">Pennington et al., 2018</xref>). This concept refers to the possibility for cues associated with common social stereotypes (e.g., a reminder of the idea that women are less competent in gaming than men) to negatively impact members of the stereotyped group (<xref ref-type="bibr" rid="ref33">Kaye and Pennington, 2016</xref>). Although this impact seems unclear in the context of casual forms of gaming, <xref ref-type="bibr" rid="ref60">Pennington et al. (2018</xref>, p. 12) have suggested that it could impact women during more competitive play, for example due to the higher level of performance pressure, the presence of harassment, and/or the lower representation of women. On the other hand, self-identifying as a gamer could play a favorable role on performance (<xref ref-type="bibr" rid="ref29">Holl et al., 2024</xref>), and perhaps this could help counterbalance some of the impact of stereotype threat.</p>
<p>However, to our knowledge, no quantitative study to date has been conducted to draw a portrait of competitive female gamers and psychological aspects such as their motives to play, mental health and gaming habits. Obtaining more insight into the specific realities of highly skilled female gamers may offer avenues to promote more inclusiveness of competitive and expert play, in addition to highlighting possible specificities essential to the promotion of their mental wellbeing and the prevention of gaming-related harm.</p>
<p>Thus, the current study aimed to provide initial data about self-identified female expert videogame players, including their sociodemographic and gaming characteristics, motives to play, and mental health. To highlight the characteristics that set them apart as experts while also taking into account the specific reality of female gaming as a reference point, they will be compared to a group of female non-expert, or casual, gamers. A second objective was to identify the factors that predict being a female expert gamer.</p>
</sec>
</sec>
<sec sec-type="materials|methods" id="sec6">
<title>Materials and methods</title>
<sec id="sec7">
<title>Participants and procedure</title>
<p>Our sample was recruited via Facebook, Reddit, and Snapchat publicities and Discord postings from June to October 2020, during the COVID-19 pandemic. The survey was hosted on Qualtrics, preceded by an informed consent form. Apart from the selection criteria (18+, play for 1+ hour per week) and the main game played, no other question was mandatory. After completing the survey, participants were able to enter their email address for a chance to win a US$20 or a US$50 <ext-link xlink:href="http://Amazon.com" ext-link-type="uri">Amazon.com</ext-link> gift card, and/or to be contacted for future studies. From the total sample (<italic>n</italic>&#x202F;=&#x202F;1,591), only the women who participated (<italic>n</italic>&#x202F;=&#x202F;128) were examined in the current paper. This study was approved by the institutional ethics review board, Comit&#x00E9; d&#x2019;&#x00E9;thique de la recherche pour les projets &#x00E9;tudiants impliquant des &#x00EA;tres humains of the Faculty of Humanities of the Universit&#x00E9; du Qu&#x00E9;bec &#x00E0; Montr&#x00E9;al (CERPE-FSH #4102, 22-06-2020).</p>
</sec>
<sec id="sec8">
<title>Measures</title>
<sec id="sec9">
<title>Sociodemographic characteristics</title>
<p>Self-reported information about participants&#x2019; sociodemographic characteristics was collected. This included age, relationship status, occupational status, country of residence, and having children at charge.</p>
</sec>
<sec id="sec10">
<title>Gaming experience and competence</title>
<p><italic>Gaming competence.</italic> Players were asked about their subjective level of competence in videogames. Response options were &#x201C;Beginner,&#x201D; &#x201C;Intermediate,&#x201D; &#x201C;Expert,&#x201D; and &#x201C;Professional.&#x201D; This variable was inspired from previous studies (<xref ref-type="bibr" rid="ref61">Quick et al., 2012</xref>; <xref ref-type="bibr" rid="ref53">Nagygy&#x00F6;rgy et al., 2013</xref>) and was then dichotomized to form an &#x201C;expert&#x201D; (expert/professional competence) and a &#x201C;casual&#x201D; (beginner/intermediate) group.</p>
<p><italic>Professional gaming and eSports participation.</italic> Players were asked if they played videogames for a living and if they were part of an e-sports team (yes/no).</p>
<p><italic>Weekly time played.</italic> Players were invited to report their average weekly time spent on their main game (game played for the most hours) and on other games, in hours.</p>
<p><italic>Years of experience.</italic> Players were asked what year they started playing their main game. Options ranged from 2004 (creation of World of Warcraft) to 2020 (year of the study). Years of experience were then calculated (2020&#x2014;response).</p>
<p><italic>Gaming disorder (GD).</italic> Level of GD experienced during the past 12&#x202F;months was measured using the 10-item <italic>Internet Gaming Disorder Test</italic> (IGDT-10; <xref ref-type="bibr" rid="ref37">Kiraly et al., 2019</xref>). This instrument uses the DSM-5 (<xref ref-type="bibr" rid="ref9001">American Psychiatric Association, 2013</xref>) proposed criteria for GD, of which the ninth criterion (consequences) is divided into 2 (impact on relationships; impact on work/school) and then recombined. Answers are on a 3-point scale (never/sometimes/often) and are then dichotomized. A minimum of 5/9 symptoms indicates a risk of GD (<xref ref-type="bibr" rid="ref37">Kiraly et al., 2019</xref>). This scale has shown good psychometric properties in various samples of videogame players (e.g., <xref ref-type="bibr" rid="ref37">Kiraly et al., 2019</xref>; <xref ref-type="bibr" rid="ref41">Laconi et al., 2017</xref>; <xref ref-type="bibr" rid="ref48">M&#x00E4;nnikk&#x00F6; et al., 2019</xref>).</p>
</sec>
<sec id="sec11">
<title>Motivational and psychological aspects</title>
<p><italic>Motives to play.</italic> Motives to play videogames were measured using <xref ref-type="bibr" rid="ref9003">Demetrovics et al. (2011)</xref> <italic>Motives for Online Gaming Questionnaire</italic> (MOGQ). This scale contains 27 items that measure 7 motivations (social, escape, competition, coping, skill development, fantasy, recreation). Response options range from 1 (<italic>Almost never/Never</italic>) to 5 (<italic>Almost always/Always</italic>). This questionnaire has shown good psychometric properties across many samples of videogame players (e.g., <xref ref-type="bibr" rid="ref35">Kim et al., 2016a</xref>; <xref ref-type="bibr" rid="ref41">Laconi et al., 2017</xref>).</p>
<p><italic>Self-esteem.</italic> Self-esteem was measured using the <italic>Single-Item Self-Esteem Scale</italic> (SISE; <xref ref-type="bibr" rid="ref9009">Robins et al., 2001</xref>), <italic>I have high self-esteem</italic>, measured on a 5-point Likert scale (<italic>1&#x202F;=&#x202F;not very true of me, 5&#x202F;=&#x202F;very true of me</italic>). It has shown good psychometric properties, including strong convergent and criterion validity (<xref ref-type="bibr" rid="ref9009">Robins et al., 2001</xref>).</p>
<p><italic>Impulsivity</italic>. Dysfunctional impulsivity was measured using the <italic>Functional and Dysfunctional Impulsivity scale</italic> (<xref ref-type="bibr" rid="ref9004">Dickman, 1990</xref>). The <italic>Dysfunctional Impulsivity</italic> facet contains 12 dichotomic (true/false) items with a total score of 0&#x2013;12. This scale has demonstrated good psychometric properties, including with samples of smartphone and videogame users (<xref ref-type="bibr" rid="ref36">Kim et al., 2016b</xref>; <xref ref-type="bibr" rid="ref9014">Wang et al., 2018</xref>).</p>
<p><italic>Psychological distress</italic>. General psychological distress was measured using the 10-item <italic>Kessler Psychological Distress Scale</italic> (K10; <xref ref-type="bibr" rid="ref9002">Andrews and Slade, 2001</xref>; <xref ref-type="bibr" rid="ref9006">Kessler et al., 2002</xref>). This instrument uses a 5-point Likert-type scale, with total scores between 10 and 50. Clinical thresholds help identify mild (20&#x2013;24), moderate (25&#x2013;29), or severe (30+) distress (<xref ref-type="bibr" rid="ref9013">Vasiliadis et al., 2015</xref>). This scale has shown good psychometric properties, including with gamer samples (<xref ref-type="bibr" rid="ref9008">Pearcy et al., 2017</xref>).</p>
<p><italic>Mental health diagnosis.</italic> Participants were invited to indicate if they ever received a diagnosis for a mental health disorder (e.g., anxiety, depression).</p>
<p><italic>Wellbeing.</italic> Wellbeing was measured using the <italic>Mental Health Continuum Short Form</italic> (MHC-SF; <xref ref-type="bibr" rid="ref34">Keyes, 2009</xref>). This 14-item instrument includes three items that measure emotional wellbeing, six items for psychological wellbeing and 5 for social wellbeing experienced in the past month. Participants are invited to respond using a six-point scale (1&#x202F;=&#x202F;<italic>Never</italic>, 6&#x202F;=&#x202F;<italic>Every day</italic>). This scale has shown good psychometric properties across various samples (<xref ref-type="bibr" rid="ref9007">Lamers et al., 2011</xref>; <xref ref-type="bibr" rid="ref9011">Santini et al., 2020</xref>).</p>
</sec>
</sec>
<sec id="sec12">
<title>Statistical analysis</title>
<p>To provide an overall portrait of expert female gamers, and to contrast them with casuals, a series of independent-samples t-test analyses were conducted on continuous gameplay-related and psychological variables. Effect sizes were calculated using Cohen&#x2019;s <italic>d</italic> statistic. Chi-square analyses were conducted for categorical sociodemographic and gameplay-related variables. Effect size was calculated using the Phi-index for two-level variables and Cramer&#x2019;s V for variables with more than two levels. Finally, a backward logistic regression using the likelihood ratio method allowed to identify the best predictors of being an expert gamer among the significant variables of the chi-square and t-test analyses. All analyses were conducted using SPSS Statistics version 29.</p>
<sec id="sec13">
<title>Ethics</title>
<p>The study procedures were carried out in accordance with the Declaration of Helsinki. This study was approved by the Comit&#x00E9; d&#x2019;&#x00E9;thique de la recherche pour les projets &#x00E9;tudiants impliquant des &#x00EA;tres humains of the Faculty of Humanities of the Universit&#x00E9; du Qu&#x00E9;bec &#x00E0; Montr&#x00E9;al (CERPE-FSH #4102, 06-22-2020) Institutional Review Board. All participants were informed about the study and all provided informed consent.</p>
</sec>
</sec>
</sec>
<sec sec-type="results" id="sec14">
<title>Results</title>
<sec id="sec15">
<title>Descriptive statistics</title>
<p>From the total number of women (<italic>n</italic>&#x202F;=&#x202F;128), 43 were classified as &#x201C;Expert&#x201D; and 85 as &#x201C;Casual&#x201D; players. Sociodemographic characteristics and group comparisons are shown in <xref ref-type="table" rid="tab1">Table 1</xref>. The average age was 26.50 (<italic>SD</italic>&#x202F;=&#x202F;8.30). Expert gamers were older than casuals, <italic>t</italic>(126)&#x202F;=&#x202F;2.161, <italic>p</italic>&#x202F;=&#x202F;0.03. About three out of four women (74.2%) were in a relationship or married and most (79.7%) were working and/or studying at the time of the study. A total of 38 countries were represented, the most frequent being the United States of America (<italic>n</italic>&#x202F;=&#x202F;29) and Canada (<italic>n</italic>&#x202F;=&#x202F;28). Experts were especially likely to live in North America, <italic>&#x03C7;<sup>2</sup></italic>(1)&#x202F;=&#x202F;4.647, <italic>p</italic>&#x202F;=&#x202F;0.03. Most participants (83.6%) did not have children at charge.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Sociodemographic characteristics.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>Variables</th>
<th align="center" valign="top">Experts (<italic>n</italic>&#x202F;=&#x202F;43)</th>
<th align="center" valign="top">Casuals (<italic>n</italic>&#x202F;=&#x202F;85)</th>
<th align="center" valign="top">Total sample (<italic>n</italic>&#x202F;=&#x202F;128)</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
<th align="center" valign="top">Effect size (Cohen&#x2019;s <italic>d</italic>/&#x03A6;)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top"><bold>Age</bold></td>
<td align="center" valign="top"><bold>28.70 (8.20)</bold></td>
<td align="center" valign="top"><bold>25.39 (8.18)</bold></td>
<td align="center" valign="top"><bold>26.50 (8.30)</bold></td>
<td align="center" valign="top"><bold>0.033</bold></td>
<td align="center" valign="top"><bold>0.40</bold></td>
</tr>
<tr>
<td align="left" valign="top">Relationship status (single)</td>
<td align="center" valign="top">23.3%</td>
<td align="center" valign="top">27.1%</td>
<td align="center" valign="top">25.8%</td>
<td align="center" valign="top">0.642</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Occupation (is working and/or studying)</td>
<td align="center" valign="top">83.7%</td>
<td align="center" valign="top">77.6%</td>
<td align="center" valign="top">79.7%</td>
<td align="center" valign="top">0.420</td>
<td/>
</tr>
<tr>
<td align="left" valign="top"><bold>Country of residence (North America)</bold></td>
<td align="center" valign="top"><bold>61.9%</bold></td>
<td align="center" valign="top"><bold>41.5%</bold></td>
<td align="center" valign="top"><bold>48.4%</bold></td>
<td align="center" valign="top"><bold>0.031</bold></td>
<td align="center" valign="top"><bold>0.19</bold></td>
</tr>
<tr>
<td align="left" valign="top">Children at charge (yes)</td>
<td align="center" valign="top">20.9%</td>
<td align="center" valign="top">14.1%</td>
<td align="center" valign="top">16.4%</td>
<td align="center" valign="top">0.326</td>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Results in bold reached statistical significance.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec16">
<title>Motives to play</title>
<p>Motives to play and group comparisons are shown in <xref ref-type="table" rid="tab2">Table 2</xref>. Experts were found to have a higher social motive for gaming than casuals, <italic>t</italic>(126)&#x202F;=&#x202F;2.746, <italic>p</italic>&#x202F;=&#x202F;0.007. Experts also had higher competition motive, <italic>t</italic>(126)&#x202F;=&#x202F;2.746, <italic>p</italic>&#x202F;=&#x202F;0.004, and a higher skill development motive, <italic>t</italic>(126)&#x202F;=&#x202F;2.591, <italic>p</italic>&#x202F;=&#x202F;0.01. Lastly, expert players reported higher recreation motive, <italic>t</italic>(115.709)&#x202F;=&#x202F;3.436, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Motivational and psychological characteristics.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>Variables</th>
<th align="center" valign="top">Experts (<italic>n</italic>&#x202F;=&#x202F;43)</th>
<th align="center" valign="top">Casuals (<italic>n</italic>&#x202F;=&#x202F;85)</th>
<th align="center" valign="top">Total sample (<italic>n</italic>&#x202F;=&#x202F;128)</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
<th align="center" valign="top">Effect size (Cohen&#x2019;s <italic>d</italic>/&#x03A6;)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="6">Motives to play</td>
</tr>
<tr>
<td align="left" valign="top"><bold>Social</bold></td>
<td align="center" valign="top"><bold>12.81 (3.95)</bold></td>
<td align="center" valign="top"><bold>10.87 (3.70)</bold></td>
<td align="center" valign="top"><bold>11.52 (3.88)</bold></td>
<td align="center" valign="top"><bold>0.007</bold></td>
<td align="center" valign="top"><bold>0.51</bold></td>
</tr>
<tr>
<td align="left" valign="top">Escape</td>
<td align="center" valign="top">14.14 (5.23)</td>
<td align="center" valign="top">14.27 (4.46)</td>
<td align="center" valign="top">14.23 (4.71)</td>
<td align="center" valign="top">0.88</td>
<td/>
</tr>
<tr>
<td align="left" valign="top"><bold>Competition</bold></td>
<td align="center" valign="top"><bold>12.81 (5.05)</bold></td>
<td align="center" valign="top"><bold>10.34 (4.30)</bold></td>
<td align="center" valign="top"><bold>11.17 (4.69)</bold></td>
<td align="center" valign="top"><bold>0.004</bold></td>
<td align="center" valign="top"><bold>0.54</bold></td>
</tr>
<tr>
<td align="left" valign="top">Coping</td>
<td align="center" valign="top">14.09 (4.27)</td>
<td align="center" valign="top">13.14 (3.47)</td>
<td align="center" valign="top">13.46 (3.77)</td>
<td align="center" valign="top">0.18</td>
<td/>
</tr>
<tr>
<td align="left" valign="top"><bold>Skill development</bold></td>
<td align="center" valign="top"><bold>14.14 (4.64)</bold></td>
<td align="center" valign="top"><bold>11.93 (4.52)</bold></td>
<td align="center" valign="top"><bold>12.67 (4.66)</bold></td>
<td align="center" valign="top"><bold>0.01</bold></td>
<td align="center" valign="top"><bold>0.49</bold></td>
</tr>
<tr>
<td align="left" valign="top">Fantasy</td>
<td align="center" valign="top">11.95 (5.01)</td>
<td align="center" valign="top">11.75 (5.23)</td>
<td align="center" valign="top">11.82 (5.14)</td>
<td align="center" valign="top">0.84</td>
<td/>
</tr>
<tr>
<td align="left" valign="top"><bold>Recreation</bold></td>
<td align="center" valign="top"><bold>14.26 (1.45)</bold></td>
<td align="center" valign="top"><bold>13.15 (2.15)</bold></td>
<td align="center" valign="top"><bold>13.52 (2.00)</bold></td>
<td align="center" valign="top"><bold>&#x003C; 0.001</bold></td>
<td align="center" valign="top"><bold>0.57</bold></td>
</tr>
<tr>
<td align="left" valign="top" colspan="6">Psychological characteristics</td>
</tr>
<tr>
<td align="left" valign="top"><bold>Self-esteem</bold></td>
<td align="center" valign="top"><bold>2.98 (1.44)</bold></td>
<td align="center" valign="top"><bold>2.32 (1.18)</bold></td>
<td align="center" valign="top"><bold>2.54 (1.30)</bold></td>
<td align="center" valign="top"><bold>0.006</bold></td>
<td align="center" valign="top"><bold>0.52</bold></td>
</tr>
<tr>
<td align="left" valign="top">Impulsivity</td>
<td align="center" valign="top">2.81 (2.99)</td>
<td align="center" valign="top">2.81 (2.88)</td>
<td align="center" valign="top">2.81 (2.90)</td>
<td align="center" valign="top">1.00</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Psychological distress (moderate/severe)</td>
<td align="center" valign="top">51.2%</td>
<td align="center" valign="top">64.7%</td>
<td align="center" valign="top">60.2%</td>
<td align="center" valign="top">0.139</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Mental health diagnosis</td>
<td align="center" valign="top">37.6%</td>
<td align="center" valign="top">46.5%</td>
<td align="center" valign="top">40.6%</td>
<td align="center" valign="top">0.348</td>
<td/>
</tr>
<tr>
<td align="left" valign="top"><bold>Wellbeing</bold></td>
<td align="center" valign="top"><bold>50.58 (16.13)</bold></td>
<td align="center" valign="top"><bold>42.34 (15.44)</bold></td>
<td align="center" valign="top"><bold>45.11 (16.10)</bold></td>
<td align="center" valign="top"><bold>0.006</bold></td>
<td align="center" valign="top"><bold>0.53</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Results in bold reached statistical significance.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec17">
<title>Psychological characteristics</title>
<p>Psychological characteristics and group comparisons are shown in <xref ref-type="table" rid="tab2">Table 2</xref>. Expert gamers exhibited higher levels of self-esteem compared to casuals, <italic>t</italic>(126)&#x202F;=&#x202F;2.772, <italic>p</italic>&#x202F;=&#x202F;0.006. Experts also reported higher levels of wellbeing, <italic>t</italic>(126)&#x202F;=&#x202F;2.809, <italic>p</italic>&#x202F;=&#x202F;0.003.</p>
</sec>
<sec id="sec18">
<title>Gaming experience</title>
<p>Gaming experience characteristics and group comparisons are shown in <xref ref-type="table" rid="tab3">Table 3</xref>. The weekly time dedicated to the primary game was higher among expert gamers compared to casuals, <italic>t</italic>(126)&#x202F;=&#x202F;3.209, <italic>p</italic>&#x202F;=&#x202F;0.002. Additionally, years of experience were higher for experts, <italic>t</italic>(126)&#x202F;=&#x202F;3.489, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001. The mean GD score was 2.48, with 17.2% of potential GD and no significant difference between groups.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Gaming experience.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>Variables</th>
<th align="center" valign="top">Experts (<italic>n</italic>&#x202F;=&#x202F;43)</th>
<th align="center" valign="top">Casuals (<italic>n</italic>&#x202F;=&#x202F;85)</th>
<th align="center" valign="top">Total sample (<italic>n</italic>&#x202F;=&#x202F;128)</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
<th align="center" valign="top">Effect size (Cohen&#x2019;s <italic>d</italic>/&#x03A6;)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top"><bold>Weekly time (main game)</bold></td>
<td align="center" valign="top"><bold>29.09 (19.16)</bold></td>
<td align="center" valign="top"><bold>19.95 (12.80)</bold></td>
<td align="center" valign="top"><bold>23.02 (15.77)</bold></td>
<td align="center" valign="top"><bold>0.002</bold></td>
<td align="center" valign="top"><bold>0.60</bold></td>
</tr>
<tr>
<td align="left" valign="top">Weekly time (other games)</td>
<td align="center" valign="top">11.93 (13.06)</td>
<td align="center" valign="top">11.46 (13.75)</td>
<td align="center" valign="top">11.62 (13.47)</td>
<td align="center" valign="top">0.853</td>
<td/>
</tr>
<tr>
<td align="left" valign="top"><bold>Years of experience</bold></td>
<td align="center" valign="top"><bold>8.81 (4.68)</bold></td>
<td align="center" valign="top"><bold>5.72 (4.77)</bold></td>
<td align="center" valign="top"><bold>6.76 (4.95)</bold></td>
<td align="center" valign="top"><bold>&#x003C;0.001</bold></td>
<td align="center" valign="top"><bold>0.65</bold></td>
</tr>
<tr>
<td align="left" valign="top">Professional gaming (yes)</td>
<td align="center" valign="top">3 (7.0%)</td>
<td align="center" valign="top">3 (3.5%)</td>
<td align="center" valign="top">6 (4.7%)</td>
<td align="center" valign="top">0.383</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Esports team (yes)</td>
<td align="center" valign="top">0 (0.0%)</td>
<td align="center" valign="top">1 (1.2%)</td>
<td align="center" valign="top">1 (0.8%)</td>
<td align="center" valign="top">0.475</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Gaming disorder (yes)</td>
<td align="center" valign="top">7 (16.3%)</td>
<td align="center" valign="top">15 (17.6%)</td>
<td align="center" valign="top">22 (17.2%)</td>
<td align="center" valign="top">0.846</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="6">Game genre</td>
</tr>
<tr>
<td align="left" valign="top">Battle Royale</td>
<td align="center" valign="top">5 (11.6%)</td>
<td align="center" valign="top">6 (7.1%)</td>
<td align="center" valign="top">11 (8.7%)</td>
<td align="center" valign="top" rowspan="4"><bold>0.009</bold></td>
<td align="center" valign="top" rowspan="4"><bold>0.30</bold></td>
</tr>
<tr>
<td align="left" valign="top"><bold>MMORPG</bold></td>
<td align="center" valign="top"><bold>26 (60.5%)</bold></td>
<td align="center" valign="top"><bold>29 (34.5%)</bold></td>
<td align="center" valign="top"><bold>55 (43.3%)</bold></td>
</tr>
<tr>
<td align="left" valign="top"><bold>MOBA</bold></td>
<td align="center" valign="top"><bold>6 (14.0%)</bold></td>
<td align="center" valign="top"><bold>34 (40.5%)</bold></td>
<td align="center" valign="top"><bold>40 (31.5%)</bold></td>
</tr>
<tr>
<td align="left" valign="top">Other genre</td>
<td align="center" valign="top">6 (14.0%)</td>
<td align="center" valign="top">15 (17.9%)</td>
<td align="center" valign="top">21 (16.5%)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Results in bold reached statistical significance.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec19">
<title>Game genre</title>
<p>Type of main game and comparisons are shown in <xref ref-type="table" rid="tab3">Table 3</xref>. A significant difference was highlighted, <italic>&#x03C7;<sup>2</sup></italic>(3)&#x202F;=&#x202F;11.694, <italic>p</italic>&#x202F;=&#x202F;0.009, with a small to moderate effect size (Cramer&#x2019;s <italic>V</italic>&#x202F;=&#x202F;0.30). Specifically, experts demonstrated more engagement in MMORPG games. Conversely, casuals were more inclined towards MOBA games.</p>
</sec>
<sec id="sec20">
<title>Results of logistic regression analysis</title>
<p>Results of the logistic regression predicting group (expert versus casual) membership are shown in <xref ref-type="table" rid="tab4">Table 4</xref>. Out of the 128 women, 5 had missing data. Thus, the final sample of the regression included 42 experts and 81 casuals. The final model was estimated to explain 40.6% of the variance in group membership (Nagelkerke R square). The Hosmer and Lemeshow test was nonsignificant (<italic>&#x03C7;<sup>2</sup></italic>(8)&#x202F;=&#x202F;12.938, <italic>p</italic>&#x202F;=&#x202F;0.114), suggesting that the model fit the data well. The final model was better at predicting casual (88.9%) than expert (47.6%) group membership (overall accuracy&#x202F;=&#x202F;74.8%). The probability of being an expert gamer increased for each hour and year spent on the main game and each point on the competition motive subscale. Additionally, self-esteem had the largest positive relation with being an expert, while playing a MOBA as the main game decreased the odds of being an expert by 77%.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Results of logistic regression analysis (final model; <italic>n</italic>&#x202F;=&#x202F;123).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variable</th>
<th align="center" valign="top">Exp(B)</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
<th align="center" valign="top">95% CI</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Weekly time&#x2014;main game</td>
<td align="center" valign="top">1.053</td>
<td align="center" valign="top">0.006</td>
<td align="center" valign="top">1.015&#x2013;1.092</td>
</tr>
<tr>
<td align="left" valign="top">Years of experience&#x2014;main game</td>
<td align="center" valign="top">1.124</td>
<td align="center" valign="top">0.017</td>
<td align="center" valign="top">1.021&#x2013;1.237</td>
</tr>
<tr>
<td align="left" valign="top">Competition motive</td>
<td align="center" valign="top">1.162</td>
<td align="center" valign="top">0.004</td>
<td align="center" valign="top">1.048&#x2013;1.287</td>
</tr>
<tr>
<td align="left" valign="top">Self-esteem</td>
<td align="center" valign="top">1.552</td>
<td align="center" valign="top">0.022</td>
<td align="center" valign="top">1.066&#x2013;2.258</td>
</tr>
<tr>
<td align="left" valign="top">MOBA main game genre (yes)</td>
<td align="center" valign="top">0.232</td>
<td align="center" valign="top">0.011</td>
<td align="center" valign="top">0.076&#x2013;0.711</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="sec21">
<title>Discussion</title>
<p>The goal of the present study was to provide an initial portrait of self-identified female expert gamers and to compare them with non-experts, to highlight their specific sociodemographic, gameplay, and psychological characteristics. In addition, the present study aimed to highlight predictors of expert group membership. These women reported playing videogame genres (Battle Royale, MMORPGs and MOBAs) with important social and competitive components, which could be considered to present a risk for GD but also a potential buffer against loneliness in the context of the COVID-19 pandemic (<xref ref-type="bibr" rid="ref48">M&#x00E4;nnikk&#x00F6; et al., 2019</xref>; <xref ref-type="bibr" rid="ref54">Nebel and Ninaus, 2022</xref>). Compared to previous studies, even our casual group reported spending high amounts of weekly time gaming (<xref ref-type="bibr" rid="ref19">Cudo et al., 2022</xref>; <xref ref-type="bibr" rid="ref41">Laconi et al., 2017</xref>). However, having put many hours for almost 6&#x202F;years into their main game, they still reported a low level of gaming competence. This suggests that other factors are involved in estimating their skill level. These could include their level of involvement in gaming activities socially recognized as skillful versus in supporting roles, their exposure to gender stereotypes during play, their self-identification as gamers or others&#x2019; recognition of their gaming skills (<xref ref-type="bibr" rid="ref22">Davies et al., 2020</xref>; <xref ref-type="bibr" rid="ref27">Gestos et al., 2018</xref>; <xref ref-type="bibr" rid="ref29">Holl et al., 2024</xref>; <xref ref-type="bibr" rid="ref51">McLean and Griffiths, 2018</xref>; <xref ref-type="bibr" rid="ref62">Ratan et al., 2015</xref>).</p>
<p>The fact that expert female gamers were older than casuals had not, to our knowledge, been reported elsewhere. These women were also more likely to live in North America and to play an MMORPG as their main game. The most popular MMORPG, World of Warcraft, originated in the United States, was first launched in North America, Australia and New Zealand<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref> and is still highly popular in North America.<xref ref-type="fn" rid="fn0002"><sup>2</sup></xref> It is possible that the demographic of female experts could have been influenced by these trends. In addition, some recent results suggest that female gamers now play MMORPGs just as frequently as male gamers (<xref ref-type="bibr" rid="ref23">De Pasquale et al., 2020</xref>). Thus, it is also possible that women who play MMORPGs are more likely to be socially recognized as &#x201C;true gamers&#x201D; and/or less likely to face harassment and/or discrimination as their presence in MMORPGs becomes more normalized (<xref ref-type="bibr" rid="ref52">Morgenroth et al., 2020</xref>). In turn, this could increase their game involvement, promoting their skill development and social participation (<xref ref-type="bibr" rid="ref18">Cote, 2015</xref>; <xref ref-type="bibr" rid="ref39">Kuss et al., 2022</xref>; <xref ref-type="bibr" rid="ref74">Vella et al., 2020</xref>). On the other hand, it is also possible that MOBA games, such as League of Legends, could attract a larger diversity of players including casuals. This would help explain why casuals from our sample were younger on average and relatively more likely to play MOBA games. The fact that the proportion of Battle Royale players did not significantly differ between groups is surprising given that Fortnite tends to attract younger players (<xref ref-type="bibr" rid="ref7">Clement, 2023a</xref>, <xref ref-type="bibr" rid="ref8">2023b</xref>). However, the number of female Battle Royale players in our sample may simply be too small to detect a statistical difference.</p>
<p>Interestingly, time spent playing videogames other than the main one and GD did not differ between groups, which contrasts with previous research which related GD risk to professional gaming (<xref ref-type="bibr" rid="ref47">Maldonado-Murciano et al., 2022</xref>). Of note however, both groups reported a high prevalence of GD along with high amounts of time spent playing videogames (<xref ref-type="bibr" rid="ref41">Laconi et al., 2017</xref>; <xref ref-type="bibr" rid="ref47">Maldonado-Murciano et al., 2022</xref>; <xref ref-type="bibr" rid="ref9012">Stevens et al., 2020</xref>). Therefore, this result warrants replication across different samples. Of note, while the rates of moderate-to-severe psychological distress did not differ between groups, it was still quite high, which can be partly explained by the social context of the COVID-19 pandemic (<xref ref-type="bibr" rid="ref58">Patel et al., 2022</xref>).</p>
<p>Compared to casuals, experts were shown to report higher levels of social, competition, skill development, and recreation motives. These results highlight what is unique in women with high gaming competence, which, to our knowledge, had not been documented before. Previous research had found that male players reported higher social, competition, skill development, fantasy, and recreation motives in comparison to female gamers (<xref ref-type="bibr" rid="ref41">Laconi et al., 2017</xref>). In addition, compared with casuals, competitive gamers tend to report a higher desire to socialize, compete and develop their skills (<xref ref-type="bibr" rid="ref3">Banyai et al., 2019</xref>; <xref ref-type="bibr" rid="ref31">Jansz and Tanis, 2007</xref>). Since men are generally more involved in gaming, especially in competitive play, where aspects of competition, skill and collaboration are central, some of the previously found gender disparities could perhaps be attributable to this greater involvement in skillful play rather than to a real gender difference, although this would need to be verified (<xref ref-type="bibr" rid="ref3">Banyai et al., 2019</xref>; <xref ref-type="bibr" rid="ref20">Cudo et al., 2020</xref>; <xref ref-type="bibr" rid="ref41">Laconi et al., 2017</xref>).</p>
<p>In addition to their motivational specificities, expert female gamers were also found to report higher self-esteem and wellbeing. Given the obstacles faced by women involved in gaming (<xref ref-type="bibr" rid="ref39">Kuss et al., 2022</xref>), it is possible that various personal strengths could better equip experts to maintain a high involvement in competitive spheres over the years (<xref ref-type="bibr" rid="ref18">Cote, 2015</xref>; <xref ref-type="bibr" rid="ref75">Vermeulen et al., 2014</xref>). This includes, as highlighted here, higher self-esteem and wellbeing, but could also encompass personality variables such as extroversion, mental toughness and emotional stability, as well as environmental factors like in-game successes, in-game social recognition and inclusion, and social support outside of the game environment (<xref ref-type="bibr" rid="ref1">Abarbanel and Bernhard, 2012</xref>; <xref ref-type="bibr" rid="ref21">Darvin et al., 2021</xref>; <xref ref-type="bibr" rid="ref76">Vollst&#x00E4;dt-Klein et al., 2010</xref>). Of note, being socially recognized for one&#x2019;s high performance and success in an environment where these are central could create rewarding and self-esteem promoting experiences for these women (<xref ref-type="bibr" rid="ref25">Faust et al., 2020</xref>; <xref ref-type="bibr" rid="ref64">Reitman et al., 2020</xref>). Unfortunately, successes by especially high performing female gamers have sometimes generated negative reactions, disbelief and scrutiny from eSports communities rather than (or alongside) positive recognition (<xref ref-type="bibr" rid="ref6">Choi et al., 2019</xref>; <xref ref-type="bibr" rid="ref68">Schelfhout et al., 2021</xref>). However, following recent initiatives, more inclusivity could, over time, change social perceptions of what constitutes a gamer, promoting better integration and recognition of women experts (<xref ref-type="bibr" rid="ref52">Morgenroth et al., 2020</xref>).</p>
<p>Results of the backward logistic regression suggested that the most reliable predictors of being an expert female gamer were <italic>not</italic> playing a MOBA game for the most time, spending more time playing one&#x2019;s main game, having higher self-esteem, being motivated to compete in videogames, and having more years of experience on one&#x2019;s main game. The fact that playing a MOBA as the main game was associated with being a casual player is surprising as this genre is frequently associated with eSports (<xref ref-type="bibr" rid="ref59">Pedraza-Ramirez et al., 2020</xref>). Further investigation could help determine if this could be due to a bigger gender disparity in participation (social explanation) and/or to specific structural characteristics of MOBAs. The presence of time spent playing and years of experience among the best predictors makes logical sense in that gaming success is usually seen as requiring time and practice (<xref ref-type="bibr" rid="ref25">Faust et al., 2020</xref>). However, recent mixed results regarding the effects of practice on expertise support that it is not the only factor at play (<xref ref-type="bibr" rid="ref59">Pedraza-Ramirez et al., 2020</xref>). Indeed, in the model presented here, it is the combination of time and years spent playing with high desire to compete, self-esteem and being involved in specific game genres that allowed to reliably predict group membership. The fact that competition and self-esteem were among these predictors suggests that in contrast to results obtained with gender comparisons which consider all women as a single group (e.g., <xref ref-type="bibr" rid="ref41">Laconi et al., 2017</xref>), female expert gamers can be highly competitive and report normal levels of self-esteem.</p>
</sec>
<sec sec-type="conclusions" id="sec22">
<title>Conclusion</title>
<p>The current study allowed to provide the very first portrait of women who perceive themselves as expert gamers. Results allowed to highlight important heterogeneity among women gamers, including specific motivations, psychological characteristics and gaming experience of women experts. These results provide an encouraging outlook for women who sustain their highly involved gaming practices despite social obstacles of the traditionally masculine gaming world, pointing to the importance of factors such as representation and social integration. Despite these important advancements, this study has some limitations that are important to consider. Firstly, our subsample of women is non-representative, as it is relatively small and comprised of self-selected participants recruited from social media, with an overrepresentation of women residing in North America. This may impact the external validity of our findings and limits their generalizability to the broader world population of female gamers. Thus, results should be replicated with other, and if possible, bigger, samples of female gamers. Secondly, our data is self-reported and thus subject to reporting biases. This includes, for example, biases related to social desirability and over- or under-reporting. In addition, while stereotype threat and gamer identity were not examined in our study, it may have had an impact on participants&#x2019; self-assessments (<xref ref-type="bibr" rid="ref29">Holl et al., 2024</xref>; <xref ref-type="bibr" rid="ref33">Kaye and Pennington, 2016</xref>). Thirdly, while self-reported expertise allows insight into the reality of competitive female gamers, it cannot be equated with objective competence or actual engagement in competitive gaming activities. Moreover, while recoding self-reported expertise into a binary classification was essential in allowing to draw comparisons between casual and expert gamers, this may not be an accurate reflection of the nuanced gradations of this subjective variable. Finally, combining all female gamers into a single group and using only a quantitative design allowed to provide a substantial contribution to current scientific knowledge of female gamers with good statistical power. However, this does not allow for an intersectional analysis (e.g., race/ethnicity) or qualitative insights as to the contributors to group membership. Thus, future studies that would delve deeper into female eSports players (although their numbers seem very limited) or women with certain objective markers of competence would complement this one well. As for future directions, further comparing gaming areas where women are more (or less) represented while going more in-depth about the mechanisms at play may provide insight into possible strategies to promote their integration into competitive gaming spheres. In particular, the impact of gaming on self-esteem and vice-versa would be a relevant area to explore.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec23">
<title>Data availability statement</title>
<p>The datasets presented in this article are not readily available to preserve individual&#x2019;s privacy, as agreed with our institutional ethics committee. At the time of the study (2020), participants agreed to their data only being used for the project presented here. Requests to access the datasets should be directed to Roxanne H&#x00E9;bert-Ratt&#x00E9;, <email>hebert-ratte.roxanne@courrier.uqam.ca</email>.</p>
</sec>
<sec sec-type="ethics-statement" id="sec24">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the institutional ethics review board, Comit&#x00E9; d&#x2019;&#x00E9;thique de la recherche pour les projets &#x00E9;tudiants impliquant des &#x00EA;tres humains of the Faculty of Humanities of the Universit&#x00E9; du Qu&#x00E9;bec &#x00E0; Montr&#x00E9;al (CERPE-FSH). The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec25">
<title>Author contributions</title>
<p>RH-R: Writing &#x2013; original draft, Funding acquisition, Writing &#x2013; review &#x0026; editing, Investigation, Data curation, Project administration, Conceptualization, Formal analysis, Visualization, Methodology. MD: Supervision, Methodology, Writing &#x2013; review &#x0026; editing, Conceptualization, Writing &#x2013; original draft. GM-B: Formal analysis, Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft. GE-B: Methodology, Writing &#x2013; review &#x0026; editing, Supervision, Funding acquisition.</p>
</sec>
<sec sec-type="funding-information" id="sec26">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work was supported by grants from the Social Sciences and Humanities Research Council of Canada under #752-2019-1172 and BESC M, the Fonds de Recherche du Qu&#x00E9;bec-Soci&#x00E9;t&#x00E9; et Culture under #273537 and #207392, the Institut Universitaire sur les D&#x00E9;pendances (CIUSSS Centre-Sud-de-l&#x2019;&#x00CE;le-de-Montr&#x00E9;al; no grant number) and the HERMES research team (Concordia University; no grant number). Additionally, Dr. El-Baalbaki provided financial support in the recruitment and compensation of participants in this research.</p>
</sec>
<ack>
<p>We would like to thank Antoine Lemay, M.Sc., D.Psy, and Fran&#x00E7;ois Savard, game studies researcher, for helping and providing important insights with regards to the videogame genre classification used in this project. Our thanks are also extended to Manon Robichaud, M.A., for providing us with information and assistance with the use of Qualtrics for data collection and to Djamal Berbiche, Ph.D, for statistical counseling.</p>
</ack>
<sec sec-type="COI-statement" id="sec27">
<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>
<p>MD declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec sec-type="ai-statement" id="sec28">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec29">
<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>
<fn-group>
<fn id="fn0001"><p><sup>1</sup><ext-link xlink:href="https://wowpedia.fandom.com/wiki/Timeline_(World_of_Warcraft)" ext-link-type="uri">https://wowpedia.fandom.com/wiki/Timeline_(World_of_Warcraft)</ext-link></p></fn>
<fn id="fn0002"><p><sup>2</sup><ext-link xlink:href="https://worldofwarcraft.fandom.com/et/wiki/WoW_population_by_country" ext-link-type="uri">https://worldofwarcraft.fandom.com/et/wiki/WoW_population_by_country</ext-link></p></fn>
</fn-group>
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