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<front>
<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>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2022.883664</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>Chinese English as a Foreign Language Learners&#x2019; Individual Differences and Their Willingness to Communicate</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Cheng</surname> <given-names>Ling</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1434694/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Xu</surname> <given-names>Jieping</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1370677/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>School of Humanities and International Education and Exchange, Anhui University of Chinese Medicine</institution>, <addr-line>Hefei</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>School of Liberal Arts, Shinawatra University</institution>, <addr-line>Bang Toei</addr-line>, <country>Thailand</country></aff>
<aff id="aff3"><sup>3</sup><institution>School of Foreign Languages, Chaohu University</institution>, <addr-line>Chaohu</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Anna Mystkowska-Wiertelak, University of Wroc&#x0142;aw, Poland</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Morteza Mellati, University of Tehran, Iran; Hamid Ashraf, Islamic Azad University Torbat-e Heydarieh, Iran; Hassan Khajavy, University of Bojnord, Iran</p></fn>
<corresp id="c001">&#x002A;Correspondence: Jieping Xu, <email>xujieping1020@163.com</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Educational Psychology, a section of the journal Frontiers in Psychology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>29</day>
<month>06</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>883664</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>06</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Cheng and Xu.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Cheng and Xu</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>
<p>One of the most significant issues in the success of language students is communication skills. Due to the high importance of the willingness to communicate in foreign language learning, many researchers are looking for effective factors in raising the level of communication among language learners. Reviewing the literature, the researchers explored the role of language learners&#x2019; gender, major, age, and proficiency level in their willingness to communicate. To gather the necessary data, the researcher administered a willingness to communicate questionnaire among 860 Chinese english as a foreign language (EFL) students. The results of data analyses demonstrated that gender, major, and age played a significant role in determining language learners&#x2019; willingness to communicate. However, the findings showed that learners&#x2019; willingness to communicate could be different in all proficiency levels. The results showed that taking into account factors such as students&#x2019; gender, background, and age directly helps to improve the willingness to communicate among language learners. Finally, solutions to improve the willingness to communicate are provided.</p>
</abstract>
<kwd-group>
<kwd>communication skills</kwd>
<kwd>willingness to communicate</kwd>
<kwd>individual differences</kwd>
<kwd>interaction</kwd>
<kwd>verbal or non-verbal communication</kwd>
<kwd>contextual factors</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="10"/>
<equation-count count="0"/>
<ref-count count="65"/>
<page-count count="10"/>
<word-count count="8219"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Human beings are social creators that making regular connections between members of society is one of the obvious needs. When people communicate, they do not take expressions out of their mouths for any specific purposes, but aim to communicate with and address others (<xref ref-type="bibr" rid="B2">Aubrey, 2011</xref>). We are not just trying to voice our thoughts, but our goal is to influence our audience or audiences. By talking, we would like the other person to comprehend what we mean, and he listens to us to understand what we mean (<xref ref-type="bibr" rid="B25">Kang, 2014</xref>; <xref ref-type="bibr" rid="B13">Derakhshan et al., 2022</xref>). Communication is an important and central factor in our lives that, if done correctly, can prevent stressful situations and lead to the solution of many problems in life. Effective communication with others reduces the severity of stress. The way we relate to others and their reactions is rooted in self-esteem (<xref ref-type="bibr" rid="B30">Lee, 2018</xref>). Communication is the process of transmitting a message from the sender of the message to the recipient of the message, provided that semantic similarity occurs. We interact with others in different ways every day and exchange our thoughts, feelings, and desires (<xref ref-type="bibr" rid="B5">Boudreau et al., 2018</xref>; <xref ref-type="bibr" rid="B14">Derakhshan et al., 2019</xref>).</p>
<p>The most important way to achieve positive results is to satisfy our needs and fulfill our desires in communication (<xref ref-type="bibr" rid="B7">Cao, 2011</xref>; <xref ref-type="bibr" rid="B18">Elahi Shirvan et al., 2019</xref>). Today&#x2019;s world is the world of communication; we spend most of our lives in connection with others or think about it. Although communication may seem simple, it requires the use of tips that will not be effective if not used properly and in a timely manner (<xref ref-type="bibr" rid="B61">Yashima, 2002</xref>; <xref ref-type="bibr" rid="B20">Fathi et al., 2021</xref>). If we can communicate more effectively and successfully, we will achieve positive results in life. It is through communication with others that we can achieve our goals and aspirations and achieve significant progress and success in our daily plans and activities. In fact, our communication skills indicate our ability and self-confidence and increase our value and respect for others (<xref ref-type="bibr" rid="B26">Khajavy et al., 2016</xref>; <xref ref-type="bibr" rid="B62">Yashima et al., 2018</xref>; <xref ref-type="bibr" rid="B37">Mellati et al., 2022</xref>). These skills have a direct impact on our progress, responsibility, and career path, and on the amount of support and help we receive from others and even enable us to persuade others to persuade them to do what we want them to do. Communication includes verbal and non-verbal communication (<xref ref-type="bibr" rid="B4">Bernales, 2016</xref>; <xref ref-type="bibr" rid="B22">Greenier et al., 2021</xref>).</p>
<p>Students&#x2019; communication, whether in the school or outside the school environments, is not outside this framework, meaning that students&#x2019; interactions, verbal or non-verbal communication, affects their performance (<xref ref-type="bibr" rid="B5">Boudreau et al., 2018</xref>; <xref ref-type="bibr" rid="B1">Alavi et al., 2021</xref>). Communication in foreign language classes is one of the most controversial subjects in the field of language teaching, which is not only a challenge for language learners; rather, because of its great importance, it always attracts the attention of researchers in this field. Research in this area is often done to find a model that meets the needs of the learners (<xref ref-type="bibr" rid="B8">Cao and Philp, 2006</xref>; <xref ref-type="bibr" rid="B16">Dewaele and Dewaele, 2018</xref>; <xref ref-type="bibr" rid="B11">Derakhshan, 2021</xref>). Unwillingness to communicate in another language, especially in foreign language contexts, is a problem that exists in most learning situations (<xref ref-type="bibr" rid="B17">Di Silvio et al., 2016</xref>; <xref ref-type="bibr" rid="B27">Khajavy et al., 2017</xref>; <xref ref-type="bibr" rid="B19">Fathi and Derakhshan, 2019</xref>; <xref ref-type="bibr" rid="B53">Pishghadam et al., 2020</xref>). This means that learners refuse to communicate or consider it insignificant (<xref ref-type="bibr" rid="B33">Liu and Jackson, 2008</xref>). One of the main reasons learners are reluctant to communicate is the fact that they are concerned about their respect and credibility, and since there is always the possibility of a negative reaction from other students in the class to what they say, they are afraid that their reputation will be tarnished (<xref ref-type="bibr" rid="B42">Mellati et al., 2013</xref>). Even after several years, they still have no desire to express themselves. This reluctance may lead to poor communication skills that are an integral part of their speaking skills (<xref ref-type="bibr" rid="B49">Peng, 2012</xref>; <xref ref-type="bibr" rid="B54">Reid and Trofimovich, 2018</xref>; <xref ref-type="bibr" rid="B52">Pishghadam et al., 2021</xref>).</p>
<p>One of the important factors in learning a second or foreign language is learning motivation. The stronger the motivation to learn, the more diligent learners go through the grueling path of language learning and enjoy learning (<xref ref-type="bibr" rid="B10">Denies et al., 2015</xref>; <xref ref-type="bibr" rid="B39">Mellati and Khademi, 2015</xref>; <xref ref-type="bibr" rid="B55">Tavakoli and Zarrinabadi, 2016</xref>). In recent decades, many english as a foreign language (EFL) researchers have emphasized the vital role of motivation in the language learning process. According to <xref ref-type="bibr" rid="B34">Lu and Hsu (2008)</xref>, motivation provides learners with the motivation to begin and continue learning. However, in the present age, many researchers believe that motivation is just a general term to describe success or failure in language learning, and that motivation to learn a second or foreign language is affected by various variables (<xref ref-type="bibr" rid="B47">Nematizadeh and Wood, 2019</xref>; <xref ref-type="bibr" rid="B59">Wang Y. L. et al., 2021</xref>).</p>
<p>Willingness to Communicate (WTC) is one of the important motivational variables that emphasizes the need to communicate through talking (<xref ref-type="bibr" rid="B10">Denies et al., 2015</xref>; <xref ref-type="bibr" rid="B17">Di Silvio et al., 2016</xref>; <xref ref-type="bibr" rid="B12">Derakhshan et al., 2020</xref>). It helps learners to use their language knowledge in different situations and subconsciously understand what to say, when, how, and to whom. However, language learners vary in their WTC; for example, some learners express their ideas and opinions freely and participate in class discussions (<xref ref-type="bibr" rid="B23">Jamalifar and Salehi, 2020</xref>), but some prefer to remain silent and not to participate in class discussions (<xref ref-type="bibr" rid="B24">Joe et al., 2017</xref>). In fact, some learners are looking for adequate opportunities to speak and use a second or foreign language in the classroom, while another group of learners is reluctant to speak or even refuse to speak (<xref ref-type="bibr" rid="B35">MacIntyre and Legatto, 2011</xref>).</p>
<p>The ability to communicate effectively is one of the most important fundamentals in the language teaching development (<xref ref-type="bibr" rid="B50">Peng, 2013</xref>; <xref ref-type="bibr" rid="B12">Derakhshan et al., 2020</xref>). This ability is reinforced in the conversational class within language learners. In this way, the instructor encourages the learner to speak in class and participate in the discussion according to the teaching method and the way of feedback (<xref ref-type="bibr" rid="B51">Peng and Woodrow, 2010</xref>). However, there are also problems for language learners who react differently to it, either because of individual and personality differences or because of the conditions prevailing in foreign language conversation classes. Students, like other sections of society, may have deficiencies in social relationships and assertive behaviors; but because they will have more relationships in the future, they need more communication skills (<xref ref-type="bibr" rid="B45">Mellati et al., 2015b</xref>; <xref ref-type="bibr" rid="B4">Bernales, 2016</xref>; <xref ref-type="bibr" rid="B56">Vongsila and Reinders, 2016</xref>). A high percentage of students seem to have difficulty expressing appropriate social responses and methods of social and professional communication with others (<xref ref-type="bibr" rid="B62">Yashima et al., 2018</xref>). Many of them seem to have grown up in environments that did not have the opportunity to learn social skills. Although there is no comprehensive study in Chinese society that has examined these problems; the evidence suggests that many Chinese students have difficulty coping with situations, expressing emotions properly, being afraid to speak in public, and feeling shy and embarrassed, and are unable to exercise their rights. In addition, several studies found that many crucial factors such as gender, age, proficiency level, context, and culture affect learners&#x2019; WTC; therefore, the current study inspected Chinese foreign language learners&#x2019; WTC and focused on different aspects of WTC in the Chinese context.</p>
</sec>
<sec id="S2">
<title>Review of Literature</title>
<p>In foreign language conversation classes, the goal is to persuade language learners to speak in public and participate in classroom activities, to develop language skills and to increase their desire to communicate.</p>
</sec>
<sec id="S3">
<title>Theoretical Framework</title>
<p>In this research, Bandura&#x2019;s social learning theory has been used as a theoretical framework and central theory. Social learning theory is another interpretation of behaviorism (<xref ref-type="bibr" rid="B65">Zhong, 2013</xref>). In this view, students learn from others not only through reward and conditioning but also through observation and imitation. Bandura&#x2019;s emphasis on the importance of cognitive factors in the concept of observational learning is described. According to him, learning is not limited to the conditioning of behavior or trial and error (<xref ref-type="bibr" rid="B24">Joe et al., 2017</xref>). Learning is often shaped by observing the behavior of others such as parents, peers, teachers, and even movie and cartoon scenes. Learning complex behaviors such as driving, swimming, and surgery cannot be justified if learning is limited to trial and error (<xref ref-type="bibr" rid="B60">Wood, 2016</xref>).</p>
<p>To avoid the dangers of trial and error, these behaviors are learned by observing, reading storybooks, or even listening to instructions. He calls this type of learning substitution learning in which the learner symbolically puts himself in the place of the model and at the same time learns his experience (<xref ref-type="bibr" rid="B38">Mellati and Khademi, 2014</xref>; <xref ref-type="bibr" rid="B4">Bernales, 2016</xref>; <xref ref-type="bibr" rid="B55">Tavakoli and Zarrinabadi, 2016</xref>). Like Skinner, Bandura emphasizes that human behavior and personality are acquired; That is, it is formed by learning. However, he does not agree with the classical behaviorists about the learning process. In his view, the processes that govern animal learning do not necessarily apply to humans. Human being is social and his behavior should be examined in the light of social relations. Man has vast cognitive capacities and can think about the relationship between behavior and its consequences and predict and evaluate them. Bandura believes that observational learning is a type of cognitive learning that includes the four processes of attention, maintenance (retention), production (motor reconstruction), and reinforcement (motivation) (<xref ref-type="bibr" rid="B51">Peng and Woodrow, 2010</xref>; <xref ref-type="bibr" rid="B54">Reid and Trofimovich, 2018</xref>).</p>
<p>The first dimension, that is, language abilities are strengthened over time and according to the students&#x2019; reading rate (<xref ref-type="bibr" rid="B47">Nematizadeh and Wood, 2019</xref>). In this way, students who speak and are more fluent in a foreign language will have more and more effective tools for communication. The second dimension, or the tendency to communicate, is influenced by other variables in addition to individual effort (<xref ref-type="bibr" rid="B44">Mellati et al., 2015a</xref>; <xref ref-type="bibr" rid="B17">Di Silvio et al., 2016</xref>; <xref ref-type="bibr" rid="B19">Fathi and Derakhshan, 2019</xref>). One of the elements that can reduce a learner&#x2019;s performance, especially in language conversation classes, is shyness and unwillingness to communicate. Strategies for communication are a mutual effort between two audiences to better understand each other&#x2019;s message (<xref ref-type="bibr" rid="B50">Peng, 2013</xref>; <xref ref-type="bibr" rid="B40">Mellati and Khademi, 2018</xref>). Communication is considered successful when the parties feel responsible for understanding the other&#x2019;s purpose and understanding their own purpose, and when they realize that this is not achieved, they seek compensation and change the wording, using simple and more understandable patterns, and the like. They try to understand what they are saying (<xref ref-type="bibr" rid="B23">Jamalifar and Salehi, 2020</xref>).</p>
</sec>
<sec id="S4">
<title>Willingness to Communicate</title>
<p>In today&#x2019;s vast world, the desire to communicate is the major objective of language learning. The notion of WTC was first introduced in 1976 by <xref ref-type="bibr" rid="B6">Burgoon (1976)</xref> under the title &#x201C;unwillingness to communicate.&#x201D; Then, <xref ref-type="bibr" rid="B3">Baer and McCroskey (1985)</xref> introduced this concept in second or foreign language teaching and learning. The WTC in a second or foreign language means taking advantage of opportunities to communicate with others in another language. The importance of the desire to communicate stems from the reality that the main purpose of language teaching is to prepare learners to express their intended meanings and concepts in the target language, and in this case, the unwillingness to communicate reduces the success rate in learning a foreign language.</p>
<p>In addition, many linguistic theories and hypotheses, such as the Interaction Hypothesis, the Socio-cultural Hypothesis, and the Output Hypothesis emphasize the need for interaction and communication in second language learning (<xref ref-type="bibr" rid="B46">Mystkowska-Wiertelak and Pawlak, 2014</xref>). The tendency to communicate as an important motivating factor is also related to the method of communication teaching and group language learning. In these methods, collaboration between learners and the use of a second or foreign language to communicate with others is very important. The desire to communicate was first introduced by <xref ref-type="bibr" rid="B3">Baer and McCroskey (1985)</xref> for learning the mother tongue; However, <xref ref-type="bibr" rid="B9">Cetinkaya (2005)</xref> observed that the tendency to communicate in a second or foreign language is not a fixed characteristic and can change under different factors. Then, by presenting an exploratory model, they tried to show the factors influencing it. In general, the exploratory model (<xref ref-type="bibr" rid="B8">Cao and Philp, 2006</xref>; <xref ref-type="bibr" rid="B2">Aubrey, 2011</xref>) has two variables: Transient variables that include environmental factors such as classmates, teacher, classroom atmosphere, and persistent variables such as anxiety and motivation.</p>
<p>Since the introduction of this model, researchers have tried to examine the relationship between the desire to communicate with other environmental and psychological factors, to help teachers to increase or decrease the level of such variables, increase the level of desire to communicate among their learners (<xref ref-type="bibr" rid="B10">Denies et al., 2015</xref>), and ultimately help develop their second or foreign language. Extensive and diverse research has been conducted with a similar approach in the field of English language teaching, which shows the close relationship between shyness and inversion with the tendency to speak. Perceptual social self-efficacy plays a major function in the severity of learners&#x2019; anxiety and is a vital factor in their overall performance and effective learning. Also, high introversion leads to a weak sense of self-confidence, increased anxiety and, consequently, decreased performance of language learners in foreign language classes (<xref ref-type="bibr" rid="B16">Dewaele and Dewaele, 2018</xref>; <xref ref-type="bibr" rid="B41">Mellati and Khademi, 2020</xref>; <xref ref-type="bibr" rid="B58">Wang and Guan, 2020</xref>).</p>
<p>Other factors, such as having a high level of emotional intelligence, which has a positive effect on the motivation for progress, reduce the anxiety of the language class (<xref ref-type="bibr" rid="B23">Jamalifar and Salehi, 2020</xref>). The scope of this research is not limited to language learners; but also the role of the teacher as a determining factor in the process of learning-teaching review and motivational task-orientation makes him more important and vital tasks than other tasks (<xref ref-type="bibr" rid="B25">Kang, 2014</xref>). Another factor that has been studied on the effect of the learning-teaching process is the empathy between the teacher and the learner, which improves this process by providing a favorable atmosphere (<xref ref-type="bibr" rid="B26">Khajavy et al., 2016</xref>). In the field of language teaching, the effectiveness of foreign language teaching is measured by the rate of student participation; but learners differ for the language they use inside and outside the classroom (<xref ref-type="bibr" rid="B27">Khajavy et al., 2017</xref>). When given the opportunity to use a second language, some choose to speak loudly and take every opportunity to communicate, although they may not speak fluently. Others speak only when they are addressed, which is likely to prevent them from speaking at that time as well (<xref ref-type="bibr" rid="B30">Lee, 2018</xref>; <xref ref-type="bibr" rid="B43">Mellati et al., 2018</xref>).</p>
<p>Many studies explored WTC from different aspects: <xref ref-type="bibr" rid="B15">Dewaele (2019)</xref> explored the effect of emotion on WTC and found that anxiety is a negative predictor of WTC while pleasure and language use frequency were positive predictors of WTC. In another study, <xref ref-type="bibr" rid="B57">Wang H. et al. (2021)</xref> stated that many factors such as age, gender, and personality traits are contributed to learners&#x2019; WTC. <xref ref-type="bibr" rid="B28">Khany and Nejad (2017)</xref> explored the relationship between WTC and personality traits. They found that openness to experience and extraversions were the main predictors of WTC. <xref ref-type="bibr" rid="B21">Fern&#x00E1;ndez-Garc&#x00ED;a and Fonseca-Mora (2022)</xref> inspected the relationship between language proficiency and emotional understanding to WTC. They found that while there is no difference between learners in different proficiency levels and their tendency to communicate, emotional understanding had a significant impact on their WTC. While they found no significant difference on WTC across proficiency level, <xref ref-type="bibr" rid="B63">Zare et al. (2020)</xref> investigated learners&#x2019; WTC across proficiency levels and found a statistically significant difference. <xref ref-type="bibr" rid="B31">Lee et al. (2019)</xref> investigated the impact of geographical context on language learners&#x2019; WTC. They compared Korean and Taiwanese language learners&#x2019; WTC and found that there was no significant differences between them in WTC. However, they found that while Korean language learners had greater WTC outside the classroom than Taiwanese learners, the Taiwanese outperformed on WTC in technology-enhanced contexts than did the Koreans. In contrast, <xref ref-type="bibr" rid="B62">Yashima et al. (2018)</xref> investigated the impact of context and individual individuality on learners&#x2019; WTC. The results of their analyses showed that learners&#x2019; characteristics such as language proficiency, personality, and contextual factors influence their WTC.</p>
<p>In another study, <xref ref-type="bibr" rid="B48">Pawlak et al. (2016)</xref> examined the nature of classroom and its effect on learners&#x2019; WTC. Similar to <xref ref-type="bibr" rid="B62">Yashima et al. (2018)</xref>, they found that contextual and individual factors influenced learners&#x2019; WTC. <xref ref-type="bibr" rid="B29">Lan et al. (2021)</xref> focused on shyness as one of the main predictors of WTC among language learners and found that numerous factors should be considered in the determination of language learners&#x2019; WTC. <xref ref-type="bibr" rid="B64">Zhang et al. (2018)</xref> stated that while numerous studies have been conducted on language learners&#x2019; WTC, there are still many questions regarding the impact of age, gender, proficiency level, emotional, and contextual factors on WTC. Therefore, the present study investigated Chinese language learners&#x2019; WTC in terms of gender, age, and English proficiency levels.</p>
</sec>
<sec id="S5">
<title>Research Questions</title>
<p>To solve the above-mentioned problem, the present study was conducted to investigate Chinese EFL learners&#x2019; WTC and answer the raised questions:</p>
<p>RQ1: Are there any statistically significant differences in Chinese EFL learners&#x2019; WTC in terms of their gender?</p>
<p>RQ2: Are there any statistically significant differences in Chinese EFL learners&#x2019; WTC in terms of their major?</p>
<p>RQ3: Are there any statistically significant differences in Chinese EFL learners&#x2019; WTC in terms of their age?</p>
<p>RQ4: Are there any statistically significant differences in Chinese EFL learners&#x2019; WTC in terms of their English level?</p>
</sec>
<sec id="S6" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S6.SS1">
<title>Participants</title>
<p>A sample of 860 Chinese EFL students (valid cases) was collected with a convenience sampling strategy in China from different universities and colleges across 10 provinces, one Autonomous Region, and two municipalities. The sample comprises 230 males (26.7%) and 630 females (73.3%), with their ages ranging from 16 to 22, 483 (56.2%) of them majoring in liberal arts and 377 (43.8%) in sciences. The EFL learning level of our participants ranges from undergraduates to postgraduates; the English level of the participants were based on the universities&#x2019; placement tests. Informed consent was given to all participants. The detailed demographic information is presented in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Demographic information of the language learners.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Information category</td>
<td valign="top" align="center"><italic>N</italic></td>
<td valign="top" align="center"><italic>%</italic></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="3"><bold>Gender</bold></td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;Male</td>
<td valign="top" align="center">230</td>
<td valign="top" align="center">26.7</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;Female</td>
<td valign="top" align="center">630</td>
<td valign="top" align="center">73.3</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;Total</td>
<td valign="top" align="center">860</td>
<td valign="top" align="center">100</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3"><bold>Age</bold></td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;16&#x2013;18</td>
<td valign="top" align="center">142</td>
<td valign="top" align="center">16.5</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;19&#x2013;21</td>
<td valign="top" align="center">597</td>
<td valign="top" align="center">69.4</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;22&#x2013;24</td>
<td valign="top" align="center">121</td>
<td valign="top" align="center">14.1</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;Total (Valid)</td>
<td valign="top" align="center">860</td>
<td valign="top" align="center">100</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;Total</td>
<td valign="top" align="center">860</td>
<td valign="top" align="center">100</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3"><bold>Majors</bold></td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;Liberal arts</td>
<td valign="top" align="center">483</td>
<td valign="top" align="center">56.2</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;sciences</td>
<td valign="top" align="center">377</td>
<td valign="top" align="center">43.8</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;Total</td>
<td valign="top" align="center">860</td>
<td valign="top" align="center">100</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3"><bold>English levels</bold></td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;primary</td>
<td valign="top" align="center">255</td>
<td valign="top" align="center">30</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;intermediate</td>
<td valign="top" align="center">365</td>
<td valign="top" align="center">42</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;high</td>
<td valign="top" align="center">240</td>
<td valign="top" align="center">28</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;Total (Valid)</td>
<td valign="top" align="center">860</td>
<td valign="top" align="center">100</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;Total</td>
<td valign="top" align="center">860</td>
<td valign="top" align="center">100</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3"><bold>Geographic distribution (Province)</bold></td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;Anhui</td>
<td valign="top" align="center">258</td>
<td valign="top" align="center">30</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;Inner Mongolia</td>
<td valign="top" align="center">174</td>
<td valign="top" align="center">20</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;Guizhou</td>
<td valign="top" align="center">152</td>
<td valign="top" align="center">18</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;Liaoning</td>
<td valign="top" align="center">74</td>
<td valign="top" align="center">9</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;Guangdong</td>
<td valign="top" align="center">64</td>
<td valign="top" align="center">7</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;Chongqing</td>
<td valign="top" align="center">54</td>
<td valign="top" align="center">6</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;Henan</td>
<td valign="top" align="center">48</td>
<td valign="top" align="center">6</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;Others</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">4</td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;Total</td>
<td valign="top" align="center">860</td>
<td valign="top" align="center">100</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S6.SS2">
<title>Willingness to Communicate Questionnaire</title>
<p>The WTC questionnaire by <xref ref-type="bibr" rid="B36">MacIntyre et al. (2001)</xref> was administered to measure the participants&#x2019; degrees of WTC. The questionnaire is composed of 54 items that measure the respondent&#x2019;s degree of WTC across a range of different communicative situations inside and outside of language classrooms. The questionnaire uses a scale of 1&#x2013;5 for degrees of WTC, where 1 stands for &#x201C;almost never willing&#x201D; and 5 for &#x201C;almost always willing.&#x201D; The questionnaire was used to enhance the participants&#x2019; understanding of the WTC construct. In addition, the responses provided information on the participants&#x2019; degrees of WTC. To avoid misunderstanding, the researchers translated the questionnaire into China. At first, the questionnaire translated by two bilingual translators. Then, to ensure the accuracy of the translation, the researchers back-translated the initial translation independently. Then, three experts in the field checked the prefinal version of the questionnaire. The questionnaire finally was piloted by thirty participant of the same study. The results of Cronbach Alpha analysis show the reliability index of 0.78 (&#x03B1; = 0.78).</p>
</sec>
<sec id="S6.SS3">
<title>Data Collection Procedure</title>
<p>The questionnaire containing 27 questions was designed by <xref ref-type="bibr" rid="B32">Liu et al. (2021)</xref>, the permission of a representational study was asked in advance in China. After a Chinese version of the translation by the authors, it was posted on Wenjuanxing, a Chinese online website for designing and distributing the questionnaire, and was later shared through WeChat, one of the most popular Chinese social media platforms. Participants used their cell phones to scan the questionnaire QR code and completed it under detailed instructions. Prior to accessing the scales, participants were presented with a consent form explaining the general idea of the present study, the estimated time of completion, their right to withdraw from the study at any moment, and the risk for their participation. More importantly, participants were clearly informed that their anonymity would be ensured, and their collected data would be only employed for research purposes under the anonymous premise. Finally, a declaration in participants&#x2019; tone was presented with a dual-option (&#x201C;Yes&#x201D; or &#x201C;No&#x201D;) asking their willingness to participate. Participants who answered &#x201C;No&#x201D; were automatically redirected to the end of the questionnaire. To avoid misunderstanding for low English reading ability and a lack of patience for longer reading time, we used the Chinese scales which may result in the enhancement of the validity and reliability notions of the questionnaire. Before accessing each scale, participants were presented with detailed instructions on what the following scale is measuring and how to respond to each item. Although there was no time limit to completing the scale, participants took 497 s to submit their response on average. The QR code of the questionnaire was shared on WeChat with a large group of EFL students throughout the entire country. The data collection process took more than 1 month, from December 2021 to January 2022. Eventually, 860 EFL college learners participated in this study, all responses as our sample.</p>
</sec>
</sec>
<sec id="S7" sec-type="results">
<title>Results</title>
<p>RQ1: Are there any statistically significant differences in Chinese EFL learners&#x2019; WTC in terms of their gender?</p>
<p>To answer the first research question, the researcher ran an independent-samples <italic>T</italic>-Test. The results of this analysis are presented in <xref ref-type="table" rid="T2">Tables 2</xref>, <xref ref-type="table" rid="T3">3</xref>.</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Descriptive analysis for gender.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Gender</td>
<td valign="top" align="center"><italic>N</italic></td>
<td valign="top" align="center">Mean</td>
<td valign="top" align="center">Std. deviation</td>
<td valign="top" align="center">Std. error mean</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">230</td>
<td valign="top" align="center">88.29</td>
<td valign="top" align="center">28.152</td>
<td valign="top" align="center">1.856</td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">630</td>
<td valign="top" align="center">94.53</td>
<td valign="top" align="center">24.393</td>
<td valign="top" align="center">0.972</td>
</tr>
</tbody>
</table></table-wrap>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>The results of willingness to communicate (WTC) differences in terms of gender.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center" colspan="2">Levene&#x2019;s test for equality of variances</td>
<td valign="top" align="center" colspan="7"><italic>T</italic>-test for equality of means</td>
</tr>
<tr>
<td valign="top" align="center"></td>
<td valign="top" align="center" colspan="2"><hr/></td>
<td valign="top" align="center" colspan="7"><hr/></td>
</tr>
<tr>
<td/>
<td valign="top" align="center"><italic>F</italic></td>
<td valign="top" align="center">Sig.</td>
<td valign="top" align="center"><italic>t</italic></td>
<td valign="top" align="center">df</td>
<td valign="top" align="center">Sig. (2-tailed)</td>
<td valign="top" align="center">Mean difference</td>
<td valign="top" align="center">Std. error difference</td>
<td valign="top" align="center" colspan="2">95% confidence interval of the difference</td>
</tr>
<tr>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center" colspan="2"><hr/></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left"/>
<td valign="top" align="center">Lower</td>
<td valign="top" align="center">Upper</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Equal variances assumed</td>
<td valign="top" align="center">7.910</td>
<td valign="top" align="center">0.005</td>
<td valign="top" align="center">&#x2212;3.183</td>
<td valign="top" align="center">858</td>
<td valign="top" align="center">0.002</td>
<td valign="top" align="center">&#x2212;6.242</td>
<td valign="top" align="center">1.961</td>
<td valign="top" align="center">&#x2212;10.090</td>
<td valign="top" align="center">&#x2212;2.393</td>
</tr>
<tr>
<td valign="top" align="left">Equal variances not assumed</td>
<td/>
<td/>
<td valign="top" align="center">&#x2212;2.979</td>
<td valign="top" align="center">361.846</td>
<td valign="top" align="center">0.003</td>
<td valign="top" align="center">&#x2212;6.242</td>
<td valign="top" align="center">2.095</td>
<td valign="top" align="center">&#x2212;10.362</td>
<td valign="top" align="center">&#x2212;2.121</td>
</tr>
</tbody>
</table></table-wrap>
<p>The results of <xref ref-type="table" rid="T2">Table 2</xref> show that female learners had more willingness to communicate than their male peers (Males: M = 88.29, SD = 28.152, Females: M = 94.53, SD = 24.393).</p>
<p>The researcher conducted an independent-samples <italic>t</italic>-test to compare the WTC scores for males and females language learners. There were significant differences in scores for male learners and females <italic>t</italic><sub>(361.846)</sub> = &#x2013;2.979, <italic>p</italic> = 0.003, two-tailed. The extent of the differences in the mean scores were very small (eta squared = 0.01).</p>
<p>RQ2: Are there any statistically significant differences in EFL Chinese learners&#x2019; WTC in terms of their major?</p>
<p>To answer the second research of the study, and the differences between two groups, the researcher conducted an independent-samples T-Test. The results of this analysis are presented in <xref ref-type="table" rid="T4">Tables 4</xref>, <xref ref-type="table" rid="T5">5</xref>.</p>
<table-wrap position="float" id="T4">
<label>TABLE 4</label>
<caption><p>Descriptive analysis for major.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Major</td>
<td valign="top" align="center"><italic>N</italic></td>
<td valign="top" align="center">Mean</td>
<td valign="top" align="center">Std. deviation</td>
<td valign="top" align="center">Std. error mean</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Liberal arts</td>
<td valign="top" align="center">483</td>
<td valign="top" align="center">95.29</td>
<td valign="top" align="center">25.350</td>
<td valign="top" align="center">1.153</td>
</tr>
<tr>
<td valign="top" align="left">Sciences</td>
<td valign="top" align="center">377</td>
<td valign="top" align="center">89.75</td>
<td valign="top" align="center">25.583</td>
<td valign="top" align="center">1.318</td>
</tr>
</tbody>
</table></table-wrap>
<table-wrap position="float" id="T5">
<label>TABLE 5</label>
<caption><p>The results of willingness to communicate (WTC) differences in terms of major.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center" colspan="2">Levene&#x2019;s test for equality of variances</td>
<td valign="top" align="center" colspan="7"><italic>T</italic>-test for equality of means</td>
</tr>
<tr>
<td valign="top" align="center"></td>
<td valign="top" align="center" colspan="2"><hr/></td>
<td valign="top" align="center" colspan="7"><hr/></td>
</tr>
<tr>
<td/>
<td valign="top" align="center"><italic>F</italic></td>
<td valign="top" align="center">Sig.</td>
<td valign="top" align="center"><italic>t</italic></td>
<td valign="top" align="center">df</td>
<td valign="top" align="center">Sig. (2-tailed)</td>
<td valign="top" align="center">Mean difference</td>
<td valign="top" align="center">Std. error difference</td>
<td valign="top" align="center" colspan="2">95% confidence interval of the difference</td>
</tr>
<tr>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center" colspan="2"><hr/></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left"/>
<td valign="top" align="center">Lower</td>
<td valign="top" align="center">Upper</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Equal variances assumed</td>
<td valign="top" align="center">0.054</td>
<td valign="top" align="center">0.816</td>
<td valign="top" align="center">3.164</td>
<td valign="top" align="center">858</td>
<td valign="top" align="center">0.002</td>
<td valign="top" align="center">5.535</td>
<td valign="top" align="center">1.749</td>
<td valign="top" align="center">2.102</td>
<td valign="top" align="center">8.968</td>
</tr>
<tr>
<td valign="top" align="left">Equal variances not assumed</td>
<td/>
<td/>
<td valign="top" align="center">3.161</td>
<td valign="top" align="center">804.532</td>
<td valign="top" align="center">0.002</td>
<td valign="top" align="center">5.535</td>
<td valign="top" align="center">1.751</td>
<td valign="top" align="center">2.098</td>
<td valign="top" align="center">8.972</td>
</tr>
</tbody>
</table></table-wrap>
<p>The results of <xref ref-type="table" rid="T4">Table 4</xref> show that those who studied liberal arts had more willingness to communicate than their peers who studies sciences (Liberal arts: M = 95.29, SD = 25.350, Sciences: M = 89.75, SD = 25.583).</p>
<p>The researcher conducted an independent-samples t-test to compare the WTC scores for Liberal arts and Sciences learners. There were significant differences in the questionnaire scores for Liberal arts learners and Sciences <italic>t</italic><sub>(858)</sub> = 3.164, <italic>p</italic> = 0.002, two-tailed. The amount of these differences in the means scores was very small (eta squared = 0.01).</p>
<p>RQ3: Are there any statistically significant differences in EFL Chinese learners&#x2019; WTC in terms of their age?</p>
<p>To answer the third research question and find the differences among three groups, the researcher conducted ANOVA. The results of these analyses are presented in <xref ref-type="table" rid="T6">Tables 6</xref>&#x2013;<xref ref-type="table" rid="T8">8</xref>.</p>
<table-wrap position="float" id="T6">
<label>TABLE 6</label>
<caption><p>Descriptive analysis for age.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="center"><italic>N</italic></td>
<td valign="top" align="center">Mean</td>
<td valign="top" align="center">Std. deviation</td>
<td valign="top" align="center">Std. error</td>
<td valign="top" align="center" colspan="2">95% confidence interval for mean</td>
<td valign="top" align="center">Minimum</td>
<td valign="top" align="center">Maximum</td>
</tr>
<tr>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center" colspan="2"><hr/></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">Lower bound</td>
<td valign="top" align="center">Upper bound</td>
<td/>
<td/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">16&#x2013;18</td>
<td valign="top" align="center">142</td>
<td valign="top" align="center">89.35</td>
<td valign="top" align="center">26.518</td>
<td valign="top" align="center">2.225</td>
<td valign="top" align="center">84.95</td>
<td valign="top" align="center">93.74</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">140</td>
</tr>
<tr>
<td valign="top" align="left">19&#x2013;21</td>
<td valign="top" align="center">597</td>
<td valign="top" align="center">95.06</td>
<td valign="top" align="center">24.710</td>
<td valign="top" align="center">1.011</td>
<td valign="top" align="center">93.08</td>
<td valign="top" align="center">97.05</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">140</td>
</tr>
<tr>
<td valign="top" align="left">22&#x2013;24</td>
<td valign="top" align="center">121</td>
<td valign="top" align="center">86.11</td>
<td valign="top" align="center">27.248</td>
<td valign="top" align="center">2.477</td>
<td valign="top" align="center">81.20</td>
<td valign="top" align="center">91.01</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">140</td>
</tr>
<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">860</td>
<td valign="top" align="center">92.86</td>
<td valign="top" align="center">25.586</td>
<td valign="top" align="center">0.872</td>
<td valign="top" align="center">91.15</td>
<td valign="top" align="center">94.57</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">140</td>
</tr>
</tbody>
</table></table-wrap>
<table-wrap position="float" id="T7">
<label>TABLE 7</label>
<caption><p>The results of ANOVA for age.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="center" colspan="6">Total score</td>
</tr>
<tr>
<td valign="top" align="center" colspan="6"><hr/></td>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">Sum of squares</td>
<td valign="top" align="center">df</td>
<td valign="top" align="center">Mean square</td>
<td valign="top" align="center"><italic>F</italic></td>
<td valign="top" align="center">Sig.</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Between groups</td>
<td valign="top" align="center">10170.699</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">5085.350</td>
<td valign="top" align="center">7.893</td>
<td valign="top" align="center">0.000</td>
</tr>
<tr>
<td valign="top" align="left">Within groups</td>
<td valign="top" align="center">552149.276</td>
<td valign="top" align="center">857</td>
<td valign="top" align="center">644.282</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">562319.976</td>
<td valign="top" align="center">859</td>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table></table-wrap>
<table-wrap position="float" id="T8">
<label>TABLE 8</label>
<caption><p>The results of Scheffe test of multiple comparisons for age.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="center" colspan="2">(I) Age</td>
<td valign="top" align="center" colspan="2">(J) Age</td>
<td valign="top" align="center">Mean difference (I&#x2013;J)</td>
<td valign="top" align="center">Std. error</td>
<td valign="top" align="center">Sig.</td>
<td valign="top" align="center" colspan="2">95% confidence interval</td>
</tr>
<tr>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center" colspan="2"><hr/></td>
</tr>
<tr>
<td valign="top" colspan="2"/>
<td valign="top" colspan="2"/>
<td valign="top" align="center"/>
<td/>
<td/>
<td valign="top" align="center">Lower bound</td>
<td valign="top" align="center">Upper bound</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Dimension2</td>
<td valign="top" align="center">16&#x2013;18</td>
<td valign="top" align="center">dimension3</td>
<td valign="top" align="center">19&#x2013;21</td>
<td valign="top" align="center">&#x2013;5.719</td>
<td valign="top" align="center">2.370</td>
<td valign="top" align="center">0.055</td>
<td valign="top" align="center">&#x2013;11.53</td>
<td valign="top" align="center">0.09</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="center">22&#x2013;24</td>
<td valign="top" align="center">3.238</td>
<td valign="top" align="center">3.140</td>
<td valign="top" align="center">0.588</td>
<td valign="top" align="center">&#x2013;4.46</td>
<td valign="top" align="center">10.94</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">19&#x2013;21</td>
<td valign="top" align="center">dimension3</td>
<td valign="top" align="center">16&#x2013;18</td>
<td valign="top" align="center">5.719</td>
<td valign="top" align="center">2.370</td>
<td valign="top" align="center">0.055</td>
<td valign="top" align="center">&#x2013;0.09</td>
<td valign="top" align="center">11.53</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="center">22&#x2013;24</td>
<td valign="top" align="center">8.956<xref ref-type="table-fn" rid="t8fn1">&#x002A;</xref></td>
<td valign="top" align="center">2.531</td>
<td valign="top" align="center">0.002</td>
<td valign="top" align="center">2.75</td>
<td valign="top" align="center">15.16</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">22&#x2013;24</td>
<td valign="top" align="center">dimension3</td>
<td valign="top" align="center">16&#x2013;18</td>
<td valign="top" align="center">&#x2013;3.238</td>
<td valign="top" align="center">3.140</td>
<td valign="top" align="center">0.588</td>
<td valign="top" align="center">&#x2013;10.94</td>
<td valign="top" align="center">4.46</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="center">19&#x2013;21</td>
<td valign="top" align="center">&#x2212;8.956<xref ref-type="table-fn" rid="t8fn1">&#x002A;</xref></td>
<td valign="top" align="center">2.531</td>
<td valign="top" align="center">0.002</td>
<td valign="top" align="center">&#x2013;15.16</td>
<td valign="top" align="center">&#x2013;2.75</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t8fn1"><p><italic>&#x002A;The mean difference is significant at the 0.05 level.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
<p>The results of <xref ref-type="table" rid="T6">Table 6</xref> show that those learners who were between 19-21 had more willingness to communicate than their peers who were in less or more ages (16-18: M = 89.35, SD = 26.518, 19-21: M = 95.06, SD = 24.710, M = 86.11, SD = 27.248).</p>
<p>The researcher conducted a one-way between-groups analysis of variance to discover the impact of age on WTC as measured by the WTC questionnaire. Participants were divided into three groups according to their age (G1: 16&#x2013;18; G2: 19&#x2013;21; and G3: 22&#x2013;24). There were statistically significant differences at the <italic>p</italic> &#x003C; 0.05 level in questionnaire scores for the three groups: <italic>F</italic><sub>(2,857)</sub> = 7.893, <italic>p</italic> = 0.000. Despite the statistical difference, the actual difference in mean scores between the groups was quite small. The effect size of the study calculated using eta squared was 0.01.</p>
<p><italic>Post-hoc</italic> comparisons employing Scheffe test designated that the questionnaire mean score for 19&#x2013;21 (M = 95.06, SD = 24.710) were significantly different from 22&#x2013;24 (M = 86.11, SD = 27.248).</p>
<p>RQ4: Are there any statistically significant differences in EFL Chinese learners&#x2019; WTC in terms of their English level?</p>
<p>To answer the fourth research question and find the differences among the three groups, the researcher conducted ANOVA. The results of these analyses are presented in <xref ref-type="table" rid="T9">Tables 9</xref>, <xref ref-type="table" rid="T10">10</xref>.</p>
<table-wrap position="float" id="T9">
<label>TABLE 9</label>
<caption><p>Descriptive analysis for English level.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center"><italic>N</italic></td>
<td valign="top" align="center">Mean</td>
<td valign="top" align="center">Std. deviation</td>
<td valign="top" align="center">Std. error</td>
<td valign="top" align="center" colspan="2">95% confidence interval for mean</td>
<td valign="top" align="center">Minimum</td>
<td valign="top" align="center">Maximum</td>
</tr>
<tr>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center" colspan="2"><hr/></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">Lower bound</td>
<td valign="top" align="center">Upper bound</td>
<td/>
<td/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Primary</td>
<td valign="top" align="center">255</td>
<td valign="top" align="center">90.15</td>
<td valign="top" align="center">27.548</td>
<td valign="top" align="center">1.725</td>
<td valign="top" align="center">86.76</td>
<td valign="top" align="center">93.55</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">140</td>
</tr>
<tr>
<td valign="top" align="left">Intermediate</td>
<td valign="top" align="center">365</td>
<td valign="top" align="center">94.59</td>
<td valign="top" align="center">23.084</td>
<td valign="top" align="center">1.208</td>
<td valign="top" align="center">92.21</td>
<td valign="top" align="center">96.97</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">140</td>
</tr>
<tr>
<td valign="top" align="left">Advanced</td>
<td valign="top" align="center">240</td>
<td valign="top" align="center">93.10</td>
<td valign="top" align="center">26.874</td>
<td valign="top" align="center">1.735</td>
<td valign="top" align="center">89.69</td>
<td valign="top" align="center">96.52</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">140</td>
</tr>
<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">860</td>
<td valign="top" align="center">92.86</td>
<td valign="top" align="center">25.586</td>
<td valign="top" align="center">0.872</td>
<td valign="top" align="center">91.15</td>
<td valign="top" align="center">94.57</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">140</td>
</tr>
</tbody>
</table></table-wrap>
<table-wrap position="float" id="T10">
<label>TABLE 10</label>
<caption><p>The results of ANOVA for English level.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">Sum of squares</td>
<td valign="top" align="center">df</td>
<td valign="top" align="center">Mean square</td>
<td valign="top" align="center"><italic>F</italic></td>
<td valign="top" align="center">Sig.</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Between groups</td>
<td valign="top" align="center">2974.188</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1487.094</td>
<td valign="top" align="center">2.278</td>
<td valign="top" align="center">0.103</td>
</tr>
<tr>
<td valign="top" align="left">Within groups</td>
<td valign="top" align="center">559345.787</td>
<td valign="top" align="center">857</td>
<td valign="top" align="center">652.679</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">562319.976</td>
<td valign="top" align="center">859</td>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table></table-wrap>
<p>The numbers of <xref ref-type="table" rid="T9">Table 9</xref> show that there was no significant differences in learners&#x2019; willingness to communicate in different English levels (Primary: M = 90.15, SD = 27.548, Intermediate: M = 94.59, SD = 23.084, M = 93.10, SD = 25.586).</p>
<p>The researcher conducted a one-way between-groups analysis of variance was to discover the impact of learners&#x2019; proficiency level on WTC as measured by the WTC questionnaire. Participants were divided into three groups according to their English level (G1: Primary; G2: Intermediate; and G3: Advanced). There was no statistically significant difference at the <italic>p</italic> &#x003C; 0.05 level in questionnaire scores for the three groups: <italic>F</italic><sub>(2,857)</sub> = 2.278, <italic>p</italic> = 0.103.</p>
</sec>
<sec id="S8" sec-type="discussion">
<title>Discussion</title>
<p>Numerous factors affect the way language learners perform and their WTC. The present study, considering the importance of this issue, sought to solve the problems of students in this field to some extent by examining factors such as gender, age, and proficiency level. The particular results of this study discovered that there were statistically significant differences between male and female language learners. The results showed that female language learners are more eager to participate in communication activities in language classrooms. The results were in consistent with what <xref ref-type="bibr" rid="B2">Aubrey (2011)</xref> and <xref ref-type="bibr" rid="B28">Khany and Nejad (2017)</xref> argued. They stated that students&#x2019; reluctance to communicate in a foreign language, which means a tendency to avoid oral conversation, is one of the main problems for language teachers. Therefore, if the source of this reluctance is identified, language teachers can make better decisions about helping learn language learners who seem reluctant to communicate and usually do not engage in interactions. However, the extent of this reluctance is not the same in different genders and may be due to different reasons. They believed that personality traits such as gender could affect language learners&#x2019; WTC.</p>
<p>The results of this study also demonstrated that language learners&#x2019; background knowledge take parts in a key role in their WTC. The results showed that there was a significant difference between learners with different majors and language backgrounds. One of the important issues in the sociology of education is the discussion of academic success and educational experiences based on excellence, knowledge reserves and learning experiences according to the economic and cultural situation of families and students. Similar to <xref ref-type="bibr" rid="B10">Denies et al. (2015)</xref>, the results of current study demonstrated major and language background play a significant role in determining language learners&#x2019; tendencies to communicate in and outside of the classrooms. In contrast, <xref ref-type="bibr" rid="B25">Kang (2014)</xref> argued that if language teachers focus on their teaching procedure and try to employ effective teaching strategies they can overlook language learners&#x2019; background in their teaching process.</p>
<p>The present study also investigated the impact of age on language learners&#x2019; WTC. The results discovered that there was a significant difference among the three groups with different age range. The results showed that those who were under 21 had a better performance than those that were under 18. Teachers always pay attention to this issue and try to recognize and differentiate the learners&#x2019; age in the classroom and to design and present the lesson in such a way that all students, despite their different abilities, achieve the maximum possible progress (<xref ref-type="bibr" rid="B47">Nematizadeh and Wood, 2019</xref>). According to the framework of the quality in education, the main axis of distinction between students is to observe the difference in their ability to learn (<xref ref-type="bibr" rid="B34">Lu and Hsu, 2008</xref>). Although this difference is the most important factor in the classroom, but in order to achieve a broader perspective on the issue of differentiation between students, it is better to look at other areas of difference, such as age, perceptual maturity, emotional status, gender, religion or racial group, and educational and family background. All of these factors can affect learners&#x2019; ability, their performance in the classroom, and their WTC (<xref ref-type="bibr" rid="B24">Joe et al., 2017</xref>). Just as teachers take for granted the differences in human faces, they must take for granted the difference in the abilities and needs of students. A knowledgeable teacher is a teacher who is familiar with the various abilities and inadequacies of their students and arranges their lessons in such a way that they develop in groups or individually according to their abilities and capabilities (<xref ref-type="bibr" rid="B16">Dewaele and Dewaele, 2018</xref>).</p>
<p>Language proficiency and its relation with WTC was another factor that was investigated in the current study. The results demonstrated that there were no statistically significant differences among language learners with different proficiency levels. These findings demonstrated that language learners could have difficulty in communication in every proficiency level. These findings confirmed what <xref ref-type="bibr" rid="B21">Fern&#x00E1;ndez-Garc&#x00ED;a and Fonseca-Mora (2022)</xref> stated. They also found that while there is no difference between learners in different proficiency levels and their tendency to communicate. In contrast, the results of this study put the results of <xref ref-type="bibr" rid="B63">Zare et al. (2020)</xref> who found a statistically significant difference in learners&#x2019; WTC across proficiency levels under question. The results of the current study demonstrated that language learners in every proficiency level could have a high tendency to communicate or vice versa.</p>
</sec>
<sec id="S9" sec-type="conclusion">
<title>Conclusion</title>
<p>Effective communication is one of the main pillars of social life. For many of us, communicating effectively requires learning some important skills. Learning these skills can deepen your relationship with others. This relationship also builds more trust and respect. Improve group work, problem-solving, and improve your overall social and emotional health. The present study investigated Chinese language learners&#x2019; WTC in terms of their gender, age, major, and proficiency level. The findings of the study demonstrated that the three factors play a crucial and considerable function in determining language learners&#x2019; WTC. However, the study found that learners in different proficiency levels have various levels of the tendency to communicate. In other words, WTC could be a problem for teachers at every language level.</p>
<p>Language learners, foreign language teachers, and anyone involved in teaching or learning a foreign language can benefit from the findings of the present study to some extent. Learners need to be fully aware of the major role they play in their tortuous language-learning path. They need to know that by using the power of emotions and feelings, having passion and motivation, being actively involved, and taking full responsibility for their own learning; almost nothing will stop them from achieving their goals. Foreign language teachers should consider the factors that motivate and motivate learners and do not use traditional methods as in the past. They should also consider personal and environmental factors in their training. They can take into account the age and gender differences of students and by using activities and exercises that improve and enhance the level of emotional intelligence, independent functioning, self-centeredness, and having enthusiastic participation in discussions and conversations. These exercises subsequently lead to an increase in the level of students&#x2019; WTC. For example, give more freedom of action to learners and less control over them, providing them with opportunities and situations in which people feel safe and secure and lead to more speech and interaction. Awareness of the importance of emotions and feelings in the success and advancement of goals, or by skillfully and unconsciously using strategies to learn activities that lead to increased emotional intelligence, freedom in decision-making, and self-confidence. Curriculum designers in the field of language learning as creators of the learning environment should pay special attention to psychological factors and individual differences, especially emotional intelligence, learner independence, self-regulation and WTC. Individual differences are vital factors in teaching and learning a foreign language, and many researchers and scholars have paid special attention to these factors in learning and teaching English as a foreign language.</p>
<p>Given the limitations as well as the lack of studies in this field, we make suggestions for future research. The same research can be done to evaluate the effect of emotional intelligence, self-regulation, and other skills such as listening, speaking, and writing skills. The learners&#x2019; proficiency level was indicated in the form of self-reported data, future studies can use more reliable procedure to check learners&#x2019; proficiency. Many individual differences such as self-esteem, self-efficacy beliefs, creativity, and critical thinking have not yet been studied in this area. In future studies, the relationship and effect of other motivational variables such as interest and the effect of different tasks and educational methods such as using the reverse educational method on motivation and WTC can be examined. In addition, qualitative methods such as observation and interviews, or longitudinal research can provide more comprehensible results.</p>
</sec>
<sec id="S10" 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="S11">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by Ethics Committee of Anhui University of Chinese Medicine. The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="S12">
<title>Author Contributions</title>
<p>Both authors listed have made a substantial, direct, and intellectual contribution to the work, and approved it for publication.</p>
</sec>
<sec id="conf1" 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="pudiscl1" 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>
</body>
<back>
<sec id="S13" sec-type="funding-information">
<title>Funding</title>
<p>This study was sponsored by the pedagogical projects both funded by Anhui Provincial Educational Department, China (Grant Nos. 2020jyxm1028 and 2020jyxm1034) and the key pedagogical project funded by Anhui University of Chinese Medicine (Grant No. 2021zlgc040). This study was also sponsored by TCM Language Service Base Project of Anhui Province, China (Grant No. 2020AH0020) and the key University-level pedagogical projects funded by Chaohu University (Grant No. ch21jxyj08), China.</p>
</sec>
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